Date: 2019-12-26 18:30:06 CET, cola version: 1.3.2
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First the variable is renamed to res_list.
res_list = rl
All available functions which can be applied to this res_list object:
res_list
#> A 'ConsensusPartitionList' object with 24 methods.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows are extracted by 'SD, CV, MAD, ATC' methods.
#> Subgroups are detected by 'hclust, kmeans, skmeans, pam, mclust, NMF' method.
#> Number of partitions are tried for k = 2, 3, 4, 5, 6.
#> Performed in total 30000 partitions by row resampling.
#>
#> Following methods can be applied to this 'ConsensusPartitionList' object:
#> [1] "cola_report" "collect_classes" "collect_plots" "collect_stats"
#> [5] "colnames" "functional_enrichment" "get_anno_col" "get_anno"
#> [9] "get_classes" "get_matrix" "get_membership" "get_stats"
#> [13] "is_best_k" "is_stable_k" "ncol" "nrow"
#> [17] "rownames" "show" "suggest_best_k" "test_to_known_factors"
#> [21] "top_rows_heatmap" "top_rows_overlap"
#>
#> You can get result for a single method by, e.g. object["SD", "hclust"] or object["SD:hclust"]
#> or a subset of methods by object[c("SD", "CV")], c("hclust", "kmeans")]
The call of run_all_consensus_partition_methods() was:
#> run_all_consensus_partition_methods(data = m, mc.cores = 4, anno = anno, anno_col = anno_col)
Dimension of the input matrix:
mat = get_matrix(res_list)
dim(mat)
#> [1] 12016 271
The density distribution for each sample is visualized as in one column in the following heatmap. The clustering is based on the distance which is the Kolmogorov-Smirnov statistic between two distributions.
library(ComplexHeatmap)
densityHeatmap(mat, top_annotation = HeatmapAnnotation(df = get_anno(res_list),
col = get_anno_col(res_list)), ylab = "value", cluster_columns = TRUE, show_column_names = FALSE,
mc.cores = 4)
Folowing table shows the best k (number of partitions) for each combination
of top-value methods and partition methods. Clicking on the method name in
the table goes to the section for a single combination of methods.
The cola vignette explains the definition of the metrics used for determining the best number of partitions.
suggest_best_k(res_list)
| The best k | 1-PAC | Mean silhouette | Concordance | Optional k | ||
|---|---|---|---|---|---|---|
| ATC:NMF | 4 | 1.000 | 0.966 | 0.986 | ** | |
| SD:NMF | 3 | 1.000 | 0.961 | 0.984 | ** | 2 |
| CV:hclust | 2 | 0.999 | 0.957 | 0.981 | ** | |
| SD:kmeans | 2 | 0.978 | 0.953 | 0.975 | ** | |
| SD:mclust | 3 | 0.957 | 0.930 | 0.970 | ** | |
| MAD:skmeans | 2 | 0.950 | 0.936 | 0.972 | * | |
| SD:skmeans | 3 | 0.948 | 0.938 | 0.974 | * | 2 |
| CV:mclust | 2 | 0.931 | 0.948 | 0.978 | * | |
| CV:NMF | 3 | 0.925 | 0.927 | 0.971 | * | |
| MAD:NMF | 2 | 0.924 | 0.936 | 0.973 | * | |
| MAD:mclust | 3 | 0.903 | 0.904 | 0.956 | * | 2 |
| ATC:skmeans | 6 | 0.900 | 0.850 | 0.920 | * | 2,3,4,5 |
| MAD:kmeans | 2 | 0.866 | 0.901 | 0.949 | ||
| CV:skmeans | 3 | 0.863 | 0.882 | 0.951 | ||
| ATC:kmeans | 4 | 0.862 | 0.916 | 0.929 | ||
| ATC:mclust | 4 | 0.858 | 0.857 | 0.934 | ||
| ATC:pam | 4 | 0.759 | 0.775 | 0.892 | ||
| CV:kmeans | 3 | 0.623 | 0.781 | 0.885 | ||
| SD:pam | 2 | 0.589 | 0.843 | 0.924 | ||
| MAD:pam | 2 | 0.432 | 0.730 | 0.881 | ||
| ATC:hclust | 2 | 0.372 | 0.752 | 0.827 | ||
| SD:hclust | 3 | 0.214 | 0.653 | 0.812 | ||
| MAD:hclust | 3 | 0.181 | 0.522 | 0.639 | ||
| CV:pam | NA | NA | NA | NA |
**: 1-PAC > 0.95, *: 1-PAC > 0.9
Cumulative distribution function curves of consensus matrix for all methods.
collect_plots(res_list, fun = plot_ecdf)
Consensus heatmaps for all methods. (What is a consensus heatmap?)
collect_plots(res_list, k = 2, fun = consensus_heatmap, mc.cores = 4)
collect_plots(res_list, k = 3, fun = consensus_heatmap, mc.cores = 4)
collect_plots(res_list, k = 4, fun = consensus_heatmap, mc.cores = 4)
collect_plots(res_list, k = 5, fun = consensus_heatmap, mc.cores = 4)
collect_plots(res_list, k = 6, fun = consensus_heatmap, mc.cores = 4)
Membership heatmaps for all methods. (What is a membership heatmap?)
collect_plots(res_list, k = 2, fun = membership_heatmap, mc.cores = 4)
collect_plots(res_list, k = 3, fun = membership_heatmap, mc.cores = 4)
collect_plots(res_list, k = 4, fun = membership_heatmap, mc.cores = 4)
collect_plots(res_list, k = 5, fun = membership_heatmap, mc.cores = 4)
collect_plots(res_list, k = 6, fun = membership_heatmap, mc.cores = 4)
Signature heatmaps for all methods. (What is a signature heatmap?)
Note in following heatmaps, rows are scaled.
collect_plots(res_list, k = 2, fun = get_signatures, mc.cores = 4)
collect_plots(res_list, k = 3, fun = get_signatures, mc.cores = 4)
collect_plots(res_list, k = 4, fun = get_signatures, mc.cores = 4)
collect_plots(res_list, k = 5, fun = get_signatures, mc.cores = 4)
collect_plots(res_list, k = 6, fun = get_signatures, mc.cores = 4)
The statistics used for measuring the stability of consensus partitioning. (How are they defined?)
get_stats(res_list, k = 2)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> SD:NMF 2 1.000 0.960 0.984 0.47688 0.522 0.522
#> CV:NMF 2 0.283 0.457 0.676 0.44873 0.498 0.498
#> MAD:NMF 2 0.924 0.936 0.973 0.47824 0.524 0.524
#> ATC:NMF 2 0.587 0.901 0.945 0.48505 0.519 0.519
#> SD:skmeans 2 0.924 0.936 0.973 0.49472 0.510 0.510
#> CV:skmeans 2 0.489 0.779 0.896 0.47581 0.501 0.501
#> MAD:skmeans 2 0.950 0.936 0.972 0.49644 0.506 0.506
#> ATC:skmeans 2 1.000 0.978 0.991 0.48565 0.516 0.516
#> SD:mclust 2 0.599 0.864 0.913 0.45354 0.552 0.552
#> CV:mclust 2 0.931 0.948 0.978 0.36452 0.634 0.634
#> MAD:mclust 2 0.950 0.939 0.961 0.46926 0.524 0.524
#> ATC:mclust 2 0.276 0.550 0.732 0.40020 0.585 0.585
#> SD:kmeans 2 0.978 0.953 0.975 0.46598 0.535 0.535
#> CV:kmeans 2 0.496 0.888 0.899 0.31047 0.727 0.727
#> MAD:kmeans 2 0.866 0.901 0.949 0.46620 0.525 0.525
#> ATC:kmeans 2 0.298 0.761 0.787 0.39735 0.539 0.539
#> SD:pam 2 0.589 0.843 0.924 0.48483 0.508 0.508
#> CV:pam 2 0.971 0.000 0.996 0.00917 1.000 1.000
#> MAD:pam 2 0.432 0.730 0.881 0.49732 0.500 0.500
#> ATC:pam 2 0.208 0.705 0.815 0.45306 0.513 0.513
#> SD:hclust 2 0.709 0.858 0.933 0.14244 0.929 0.929
#> CV:hclust 2 0.999 0.957 0.981 0.24425 0.753 0.753
#> MAD:hclust 2 0.981 0.959 0.977 0.08198 0.957 0.957
#> ATC:hclust 2 0.372 0.752 0.827 0.30574 0.742 0.742
get_stats(res_list, k = 3)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> SD:NMF 3 1.000 0.961 0.984 0.3716 0.774 0.588
#> CV:NMF 3 0.925 0.927 0.971 0.4244 0.795 0.613
#> MAD:NMF 3 0.697 0.801 0.909 0.3827 0.731 0.522
#> ATC:NMF 3 0.784 0.836 0.912 0.3327 0.694 0.479
#> SD:skmeans 3 0.948 0.938 0.974 0.3258 0.784 0.597
#> CV:skmeans 3 0.863 0.882 0.951 0.3534 0.703 0.486
#> MAD:skmeans 3 0.852 0.889 0.945 0.3287 0.770 0.573
#> ATC:skmeans 3 0.990 0.955 0.981 0.3613 0.756 0.555
#> SD:mclust 3 0.957 0.930 0.970 0.4130 0.808 0.653
#> CV:mclust 3 0.660 0.767 0.900 0.7195 0.705 0.542
#> MAD:mclust 3 0.903 0.904 0.956 0.3218 0.827 0.678
#> ATC:mclust 3 0.665 0.811 0.903 0.6372 0.702 0.514
#> SD:kmeans 3 0.723 0.849 0.888 0.3578 0.786 0.612
#> CV:kmeans 3 0.623 0.781 0.885 0.7670 0.675 0.553
#> MAD:kmeans 3 0.535 0.715 0.801 0.2610 0.910 0.835
#> ATC:kmeans 3 0.512 0.807 0.841 0.5163 0.797 0.633
#> SD:pam 3 0.552 0.664 0.845 0.2027 0.853 0.722
#> CV:pam 3 0.956 0.000 0.992 0.8695 1.000 1.000
#> MAD:pam 3 0.453 0.693 0.867 0.0663 0.915 0.839
#> ATC:pam 3 0.616 0.743 0.872 0.4033 0.764 0.572
#> SD:hclust 3 0.214 0.653 0.812 1.6086 0.771 0.754
#> CV:hclust 3 0.825 0.877 0.946 0.2102 0.987 0.983
#> MAD:hclust 3 0.181 0.522 0.639 3.7266 0.528 0.507
#> ATC:hclust 3 0.362 0.495 0.814 0.3931 0.972 0.962
get_stats(res_list, k = 4)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> SD:NMF 4 0.845 0.837 0.923 0.111 0.889 0.697
#> CV:NMF 4 0.805 0.861 0.919 0.136 0.850 0.618
#> MAD:NMF 4 0.687 0.740 0.850 0.100 0.787 0.481
#> ATC:NMF 4 1.000 0.966 0.986 0.117 0.854 0.622
#> SD:skmeans 4 0.855 0.851 0.926 0.133 0.858 0.618
#> CV:skmeans 4 0.637 0.671 0.842 0.154 0.811 0.527
#> MAD:skmeans 4 0.819 0.821 0.915 0.128 0.854 0.608
#> ATC:skmeans 4 0.969 0.939 0.974 0.117 0.873 0.651
#> SD:mclust 4 0.821 0.801 0.898 0.102 0.930 0.808
#> CV:mclust 4 0.583 0.690 0.804 0.125 0.925 0.795
#> MAD:mclust 4 0.705 0.491 0.674 0.110 0.744 0.454
#> ATC:mclust 4 0.858 0.857 0.934 0.115 0.884 0.680
#> SD:kmeans 4 0.807 0.812 0.884 0.111 0.939 0.831
#> CV:kmeans 4 0.526 0.614 0.754 0.205 0.756 0.493
#> MAD:kmeans 4 0.680 0.814 0.881 0.171 0.811 0.615
#> ATC:kmeans 4 0.862 0.916 0.929 0.170 0.889 0.710
#> SD:pam 4 0.655 0.666 0.859 0.122 0.913 0.798
#> CV:pam 4 1.000 0.962 0.991 0.504 0.985 0.985
#> MAD:pam 4 0.449 0.650 0.813 0.263 0.778 0.567
#> ATC:pam 4 0.759 0.775 0.892 0.127 0.898 0.724
#> SD:hclust 4 0.210 0.477 0.706 0.453 0.664 0.557
#> CV:hclust 4 0.566 0.822 0.898 0.200 0.994 0.991
#> MAD:hclust 4 0.114 0.469 0.665 0.276 0.633 0.459
#> ATC:hclust 4 0.422 0.606 0.813 0.259 0.750 0.654
get_stats(res_list, k = 5)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> SD:NMF 5 0.737 0.678 0.840 0.0613 0.943 0.812
#> CV:NMF 5 0.691 0.675 0.804 0.0757 0.946 0.810
#> MAD:NMF 5 0.653 0.625 0.792 0.0592 0.949 0.828
#> ATC:NMF 5 0.844 0.843 0.920 0.0826 0.900 0.665
#> SD:skmeans 5 0.725 0.721 0.841 0.0709 0.920 0.701
#> CV:skmeans 5 0.621 0.587 0.764 0.0709 0.885 0.597
#> MAD:skmeans 5 0.716 0.672 0.821 0.0721 0.906 0.659
#> ATC:skmeans 5 0.921 0.876 0.936 0.0619 0.940 0.778
#> SD:mclust 5 0.745 0.703 0.816 0.0620 0.934 0.786
#> CV:mclust 5 0.635 0.670 0.803 0.0967 0.850 0.544
#> MAD:mclust 5 0.795 0.807 0.888 0.0649 0.902 0.707
#> ATC:mclust 5 0.758 0.730 0.854 0.0611 0.883 0.612
#> SD:kmeans 5 0.777 0.757 0.850 0.0852 0.885 0.651
#> CV:kmeans 5 0.566 0.554 0.690 0.1007 0.813 0.496
#> MAD:kmeans 5 0.726 0.706 0.822 0.0981 0.889 0.666
#> ATC:kmeans 5 0.798 0.732 0.844 0.0787 0.965 0.878
#> SD:pam 5 0.680 0.674 0.853 0.0770 0.866 0.665
#> CV:pam 5 1.000 0.965 0.991 0.3256 0.985 0.985
#> MAD:pam 5 0.496 0.604 0.764 0.1110 0.891 0.684
#> ATC:pam 5 0.755 0.726 0.867 0.0848 0.900 0.670
#> SD:hclust 5 0.278 0.559 0.692 0.1632 0.770 0.569
#> CV:hclust 5 0.495 0.650 0.868 0.1105 0.923 0.895
#> MAD:hclust 5 0.111 0.539 0.662 0.1365 0.769 0.609
#> ATC:hclust 5 0.521 0.631 0.824 0.1068 0.914 0.822
get_stats(res_list, k = 6)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> SD:NMF 6 0.702 0.553 0.758 0.0485 0.911 0.688
#> CV:NMF 6 0.686 0.617 0.761 0.0540 0.920 0.681
#> MAD:NMF 6 0.658 0.574 0.729 0.0368 0.946 0.806
#> ATC:NMF 6 0.829 0.713 0.855 0.0454 0.952 0.791
#> SD:skmeans 6 0.698 0.623 0.778 0.0374 0.976 0.886
#> CV:skmeans 6 0.631 0.537 0.694 0.0396 0.957 0.796
#> MAD:skmeans 6 0.697 0.625 0.782 0.0390 0.912 0.619
#> ATC:skmeans 6 0.900 0.850 0.920 0.0512 0.937 0.724
#> SD:mclust 6 0.725 0.728 0.817 0.0376 0.920 0.715
#> CV:mclust 6 0.623 0.575 0.733 0.0316 0.954 0.790
#> MAD:mclust 6 0.848 0.750 0.879 0.0443 0.918 0.720
#> ATC:mclust 6 0.713 0.689 0.814 0.0411 0.936 0.722
#> SD:kmeans 6 0.772 0.701 0.805 0.0520 0.898 0.614
#> CV:kmeans 6 0.547 0.490 0.716 0.0507 0.914 0.693
#> MAD:kmeans 6 0.786 0.655 0.802 0.0579 0.885 0.582
#> ATC:kmeans 6 0.788 0.768 0.821 0.0527 0.902 0.635
#> SD:pam 6 0.683 0.612 0.812 0.0429 0.963 0.880
#> CV:pam 6 0.985 0.976 0.994 0.2744 0.986 0.985
#> MAD:pam 6 0.522 0.544 0.742 0.0413 0.964 0.862
#> ATC:pam 6 0.770 0.758 0.863 0.0438 0.944 0.761
#> SD:hclust 6 0.327 0.540 0.657 0.0698 0.934 0.819
#> CV:hclust 6 0.418 0.682 0.847 0.1070 0.946 0.918
#> MAD:hclust 6 0.130 0.482 0.675 0.0811 0.949 0.888
#> ATC:hclust 6 0.527 0.614 0.822 0.0960 0.909 0.781
Following heatmap plots the partition for each combination of methods and the lightness correspond to the silhouette scores for samples in each method. On top the consensus subgroup is inferred from all methods by taking the mean silhouette scores as weight.
collect_stats(res_list, k = 2)
collect_stats(res_list, k = 3)
collect_stats(res_list, k = 4)
collect_stats(res_list, k = 5)
collect_stats(res_list, k = 6)
Collect partitions from all methods:
collect_classes(res_list, k = 2)
collect_classes(res_list, k = 3)
collect_classes(res_list, k = 4)
collect_classes(res_list, k = 5)
collect_classes(res_list, k = 6)
Overlap of top rows from different top-row methods:
top_rows_overlap(res_list, top_n = 1000, method = "euler")
top_rows_overlap(res_list, top_n = 2000, method = "euler")
top_rows_overlap(res_list, top_n = 3000, method = "euler")
top_rows_overlap(res_list, top_n = 4000, method = "euler")
top_rows_overlap(res_list, top_n = 5000, method = "euler")
Also visualize the correspondance of rankings between different top-row methods:
top_rows_overlap(res_list, top_n = 1000, method = "correspondance")
top_rows_overlap(res_list, top_n = 2000, method = "correspondance")
top_rows_overlap(res_list, top_n = 3000, method = "correspondance")
top_rows_overlap(res_list, top_n = 4000, method = "correspondance")
top_rows_overlap(res_list, top_n = 5000, method = "correspondance")
Heatmaps of the top rows:
top_rows_heatmap(res_list, top_n = 1000)
top_rows_heatmap(res_list, top_n = 2000)
top_rows_heatmap(res_list, top_n = 3000)
top_rows_heatmap(res_list, top_n = 4000)
top_rows_heatmap(res_list, top_n = 5000)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res_list, k = 2)
#> n Hours(p) Media(p) State(p) k
#> SD:NMF 265 1.58e-05 5.27e-06 1.18e-28 2
#> CV:NMF 158 1.16e-01 3.03e-01 1.24e-18 2
#> MAD:NMF 263 6.78e-06 2.31e-06 1.25e-27 2
#> ATC:NMF 265 6.72e-11 9.62e-11 8.58e-39 2
#> SD:skmeans 265 5.15e-03 3.65e-03 8.95e-23 2
#> CV:skmeans 242 8.65e-06 7.71e-05 5.38e-20 2
#> MAD:skmeans 266 1.71e-02 2.51e-02 1.45e-20 2
#> ATC:skmeans 268 2.23e-09 2.42e-10 4.22e-39 2
#> SD:mclust 269 5.26e-05 5.40e-06 1.01e-24 2
#> CV:mclust 266 4.35e-23 4.90e-24 9.22e-31 2
#> MAD:mclust 268 4.41e-02 1.77e-02 4.17e-23 2
#> ATC:mclust 232 6.93e-06 5.89e-04 1.49e-29 2
#> SD:kmeans 268 1.41e-06 4.16e-07 6.50e-30 2
#> CV:kmeans 271 1.50e-13 1.66e-14 1.52e-20 2
#> MAD:kmeans 258 4.89e-05 3.67e-05 4.15e-26 2
#> ATC:kmeans 269 3.06e-08 3.10e-09 1.33e-35 2
#> SD:pam 252 1.57e-12 1.01e-11 1.86e-11 2
#> CV:pam 0 NA NA NA 2
#> MAD:pam 232 3.01e-14 2.29e-13 3.79e-16 2
#> ATC:pam 249 3.47e-13 3.91e-13 5.57e-18 2
#> SD:hclust 259 3.92e-01 3.85e-01 5.36e-01 2
#> CV:hclust 265 8.89e-11 1.03e-11 6.38e-17 2
#> MAD:hclust 269 3.72e-01 3.64e-01 5.27e-01 2
#> ATC:hclust 231 5.61e-47 2.26e-03 3.96e-02 2
test_to_known_factors(res_list, k = 3)
#> n Hours(p) Media(p) State(p) k
#> SD:NMF 265 1.76e-31 2.11e-34 1.05e-52 3
#> CV:NMF 261 3.91e-21 2.00e-23 4.10e-46 3
#> MAD:NMF 251 1.98e-28 1.28e-25 7.53e-51 3
#> ATC:NMF 250 6.33e-32 1.94e-33 4.12e-49 3
#> SD:skmeans 264 9.42e-29 2.51e-31 3.85e-51 3
#> CV:skmeans 256 7.06e-21 2.78e-23 9.05e-48 3
#> MAD:skmeans 261 2.74e-36 7.23e-39 1.58e-50 3
#> ATC:skmeans 266 5.91e-36 6.46e-39 4.62e-59 3
#> SD:mclust 264 2.90e-24 2.30e-27 2.28e-56 3
#> CV:mclust 236 3.63e-22 7.03e-21 2.10e-62 3
#> MAD:mclust 263 6.94e-29 6.43e-32 2.71e-47 3
#> ATC:mclust 252 7.00e-35 3.65e-12 3.03e-49 3
#> SD:kmeans 257 3.93e-30 6.91e-33 8.23e-52 3
#> CV:kmeans 248 2.04e-14 1.06e-16 4.25e-40 3
#> MAD:kmeans 243 7.06e-07 4.77e-08 1.06e-26 3
#> ATC:kmeans 247 1.05e-21 2.39e-22 5.77e-51 3
#> SD:pam 221 1.84e-23 8.70e-26 1.12e-30 3
#> CV:pam 0 NA NA NA 3
#> MAD:pam 223 1.36e-13 3.07e-13 1.46e-15 3
#> ATC:pam 230 1.25e-30 7.04e-33 3.28e-49 3
#> SD:hclust 235 2.59e-03 3.40e-03 6.09e-10 3
#> CV:hclust 259 3.45e-10 8.80e-11 1.95e-15 3
#> MAD:hclust 186 2.48e-03 2.25e-03 1.69e-10 3
#> ATC:hclust 184 1.21e-39 1.00e-02 4.36e-03 3
test_to_known_factors(res_list, k = 4)
#> n Hours(p) Media(p) State(p) k
#> SD:NMF 250 3.52e-26 2.82e-29 3.40e-47 4
#> CV:NMF 263 1.43e-17 7.01e-21 1.34e-42 4
#> MAD:NMF 247 7.22e-33 6.98e-36 5.28e-53 4
#> ATC:NMF 267 9.99e-61 1.60e-25 4.15e-48 4
#> SD:skmeans 253 2.58e-31 2.16e-30 2.45e-48 4
#> CV:skmeans 213 3.67e-23 2.96e-20 7.35e-41 4
#> MAD:skmeans 248 4.08e-37 7.20e-37 1.20e-43 4
#> ATC:skmeans 265 9.94e-77 2.91e-36 1.88e-54 4
#> SD:mclust 245 5.58e-24 1.30e-26 3.28e-52 4
#> CV:mclust 226 2.33e-33 3.40e-26 1.53e-65 4
#> MAD:mclust 171 1.08e-03 1.64e-02 8.47e-23 4
#> ATC:mclust 253 3.67e-78 5.71e-35 7.51e-60 4
#> SD:kmeans 259 3.55e-27 4.20e-30 7.01e-46 4
#> CV:kmeans 214 1.11e-20 9.00e-15 1.49e-26 4
#> MAD:kmeans 251 3.35e-34 7.64e-38 3.00e-45 4
#> ATC:kmeans 268 3.68e-58 3.11e-24 3.79e-48 4
#> SD:pam 217 2.41e-22 2.06e-25 1.16e-33 4
#> CV:pam 265 NA NA NA 4
#> MAD:pam 215 5.30e-18 6.66e-17 2.84e-32 4
#> ATC:pam 240 1.29e-59 4.34e-32 2.36e-48 4
#> SD:hclust 134 5.70e-02 2.01e-01 1.36e-04 4
#> CV:hclust 259 3.94e-10 8.80e-11 3.53e-15 4
#> MAD:hclust 173 1.80e-02 1.11e-02 4.74e-11 4
#> ATC:hclust 210 1.67e-52 5.36e-16 1.11e-19 4
test_to_known_factors(res_list, k = 5)
#> n Hours(p) Media(p) State(p) k
#> SD:NMF 228 1.40e-22 1.59e-25 3.11e-45 5
#> CV:NMF 226 2.78e-25 4.40e-27 6.20e-43 5
#> MAD:NMF 209 2.37e-29 4.35e-32 4.64e-45 5
#> ATC:NMF 255 5.05e-54 8.49e-24 4.41e-46 5
#> SD:skmeans 244 9.12e-31 3.10e-28 1.37e-48 5
#> CV:skmeans 175 6.31e-22 4.09e-18 1.23e-36 5
#> MAD:skmeans 225 2.59e-36 7.98e-33 3.56e-44 5
#> ATC:skmeans 257 2.32e-77 2.28e-38 9.24e-61 5
#> SD:mclust 208 2.56e-20 1.61e-23 4.13e-41 5
#> CV:mclust 217 3.91e-30 5.71e-20 1.52e-50 5
#> MAD:mclust 252 3.32e-26 4.78e-29 2.55e-46 5
#> ATC:mclust 216 3.14e-64 4.93e-25 4.90e-51 5
#> SD:kmeans 243 8.73e-22 2.21e-24 2.54e-41 5
#> CV:kmeans 192 3.50e-28 2.41e-18 1.26e-39 5
#> MAD:kmeans 231 1.79e-29 2.03e-31 1.23e-41 5
#> ATC:kmeans 238 2.31e-68 1.12e-36 7.82e-58 5
#> SD:pam 213 1.82e-20 3.37e-22 5.79e-33 5
#> CV:pam 264 NA NA NA 5
#> MAD:pam 211 5.46e-20 7.82e-17 3.87e-39 5
#> ATC:pam 230 4.90e-64 1.03e-37 2.69e-52 5
#> SD:hclust 166 1.94e-09 9.09e-12 4.83e-17 5
#> CV:hclust 232 1.47e-09 1.27e-08 8.53e-15 5
#> MAD:hclust 169 6.94e-04 2.12e-04 1.76e-05 5
#> ATC:hclust 201 8.85e-44 1.37e-12 1.67e-17 5
test_to_known_factors(res_list, k = 6)
#> n Hours(p) Media(p) State(p) k
#> SD:NMF 156 3.45e-20 8.26e-24 2.74e-36 6
#> CV:NMF 205 1.02e-23 9.59e-25 3.80e-47 6
#> MAD:NMF 185 1.09e-23 7.68e-27 3.76e-42 6
#> ATC:NMF 224 1.65e-58 4.21e-31 2.86e-49 6
#> SD:skmeans 220 1.81e-29 2.63e-26 2.68e-47 6
#> CV:skmeans 178 2.38e-24 1.68e-16 5.80e-34 6
#> MAD:skmeans 213 2.08e-37 2.80e-33 4.35e-44 6
#> ATC:skmeans 254 1.69e-72 1.20e-36 1.67e-60 6
#> SD:mclust 240 1.31e-20 1.75e-24 5.35e-43 6
#> CV:mclust 194 6.43e-32 1.84e-22 3.05e-48 6
#> MAD:mclust 238 6.20e-31 3.63e-35 5.99e-51 6
#> ATC:mclust 217 1.88e-62 1.82e-24 6.00e-50 6
#> SD:kmeans 226 3.91e-24 1.08e-22 1.31e-44 6
#> CV:kmeans 182 4.15e-16 2.70e-05 2.07e-19 6
#> MAD:kmeans 219 3.81e-33 6.87e-32 2.22e-46 6
#> ATC:kmeans 248 5.22e-69 1.84e-39 6.41e-59 6
#> SD:pam 196 1.39e-24 3.08e-22 1.46e-30 6
#> CV:pam 266 1.18e-01 1.08e-01 1.73e-01 6
#> MAD:pam 178 2.82e-19 3.70e-17 3.38e-33 6
#> ATC:pam 242 6.44e-64 4.82e-34 4.61e-48 6
#> SD:hclust 180 1.17e-17 3.63e-20 1.96e-25 6
#> CV:hclust 237 2.59e-10 7.02e-10 4.91e-18 6
#> MAD:hclust 121 6.93e-02 8.45e-02 5.16e-03 6
#> ATC:hclust 198 1.24e-48 8.37e-14 2.66e-19 6
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["SD", "hclust"]
# you can also extract it by
# res = res_list["SD:hclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'SD' method.
#> Subgroups are detected by 'hclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.709 0.858 0.933 0.1424 0.929 0.929
#> 3 3 0.214 0.653 0.812 1.6086 0.771 0.754
#> 4 4 0.210 0.477 0.706 0.4533 0.664 0.557
#> 5 5 0.278 0.559 0.692 0.1632 0.770 0.569
#> 6 6 0.327 0.540 0.657 0.0698 0.934 0.819
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.1184 0.9266 0.016 0.984
#> T0_CT_A03 2 0.1414 0.9256 0.020 0.980
#> T0_CT_A05 2 0.1414 0.9256 0.020 0.980
#> T0_CT_A06 2 0.1633 0.9256 0.024 0.976
#> T0_CT_A07 2 0.1414 0.9256 0.020 0.980
#> T0_CT_A08 2 0.7219 0.7453 0.200 0.800
#> T0_CT_A10 2 0.1633 0.9256 0.024 0.976
#> T0_CT_A11 1 0.0000 0.7152 1.000 0.000
#> T0_CT_B01 2 0.1843 0.9249 0.028 0.972
#> T0_CT_B03 2 0.0000 0.9265 0.000 1.000
#> T0_CT_B05 2 0.1633 0.9264 0.024 0.976
#> T0_CT_B07 2 0.1843 0.9248 0.028 0.972
#> T0_CT_B08 2 0.0376 0.9272 0.004 0.996
#> T0_CT_B09 2 0.1414 0.9256 0.020 0.980
#> T0_CT_C02 2 0.0000 0.9265 0.000 1.000
#> T0_CT_C03 2 0.3431 0.9065 0.064 0.936
#> T0_CT_C05 2 0.0938 0.9266 0.012 0.988
#> T0_CT_C06 2 0.2043 0.9245 0.032 0.968
#> T0_CT_C07 2 0.1843 0.9249 0.028 0.972
#> T0_CT_C08 2 0.1414 0.9256 0.020 0.980
#> T0_CT_C09 1 0.0000 0.7152 1.000 0.000
#> T0_CT_C11 2 0.1184 0.9253 0.016 0.984
#> T0_CT_C12 2 0.1414 0.9256 0.020 0.980
#> T0_CT_D01 2 0.0672 0.9274 0.008 0.992
#> T0_CT_D02 2 0.1843 0.9249 0.028 0.972
#> T0_CT_D03 2 0.1414 0.9256 0.020 0.980
#> T0_CT_D05 2 0.1843 0.9249 0.028 0.972
#> T0_CT_D06 2 0.0000 0.9265 0.000 1.000
#> T0_CT_D07 2 0.1414 0.9256 0.020 0.980
#> T0_CT_D08 2 0.0000 0.9265 0.000 1.000
#> T0_CT_D09 2 0.0000 0.9265 0.000 1.000
#> T0_CT_D11 2 0.0938 0.9266 0.012 0.988
#> T0_CT_D12 2 0.1414 0.9256 0.020 0.980
#> T0_CT_E01 2 0.1414 0.9256 0.020 0.980
#> T0_CT_E03 2 0.1843 0.9256 0.028 0.972
#> T0_CT_E04 2 0.0672 0.9268 0.008 0.992
#> T0_CT_E05 2 0.9970 -0.1701 0.468 0.532
#> T0_CT_E06 2 0.1843 0.9249 0.028 0.972
#> T0_CT_E07 2 0.1843 0.9249 0.028 0.972
#> T0_CT_E08 2 0.0000 0.9265 0.000 1.000
#> T0_CT_E09 2 0.0938 0.9270 0.012 0.988
#> T0_CT_E10 1 0.0000 0.7152 1.000 0.000
#> T0_CT_E11 2 0.1843 0.9249 0.028 0.972
#> T0_CT_E12 2 0.1843 0.9249 0.028 0.972
#> T0_CT_F01 2 0.1414 0.9256 0.020 0.980
#> T0_CT_F02 2 0.1843 0.9249 0.028 0.972
#> T0_CT_F03 2 0.1414 0.9256 0.020 0.980
#> T0_CT_F04 2 0.1843 0.9249 0.028 0.972
#> T0_CT_F05 2 0.0672 0.9268 0.008 0.992
#> T0_CT_F06 2 0.1414 0.9256 0.020 0.980
#> T0_CT_F07 2 0.1633 0.9254 0.024 0.976
#> T0_CT_F09 2 0.1184 0.9253 0.016 0.984
#> T0_CT_F11 2 0.1843 0.9249 0.028 0.972
#> T0_CT_F12 2 0.1843 0.9249 0.028 0.972
#> T0_CT_G01 2 0.1414 0.9256 0.020 0.980
#> T0_CT_G02 2 0.2043 0.9237 0.032 0.968
#> T0_CT_G03 2 0.1843 0.9249 0.028 0.972
#> T0_CT_G04 2 0.0000 0.9265 0.000 1.000
#> T0_CT_G07 2 0.0000 0.9265 0.000 1.000
#> T0_CT_G08 2 0.0000 0.9265 0.000 1.000
#> T0_CT_G09 2 0.1633 0.9238 0.024 0.976
#> T0_CT_G11 2 0.2423 0.9229 0.040 0.960
#> T0_CT_H01 2 0.1633 0.9261 0.024 0.976
#> T0_CT_H02 2 0.0376 0.9268 0.004 0.996
#> T0_CT_H04 2 0.1633 0.9256 0.024 0.976
#> T0_CT_H05 2 0.1843 0.9249 0.028 0.972
#> T0_CT_H08 2 0.1633 0.9261 0.024 0.976
#> T0_CT_H09 2 0.1843 0.9259 0.028 0.972
#> T0_CT_H12 2 0.1843 0.9249 0.028 0.972
#> T24_CT_A01 2 0.2236 0.9224 0.036 0.964
#> T24_CT_A03 2 0.0000 0.9265 0.000 1.000
#> T24_CT_A04 2 0.0672 0.9272 0.008 0.992
#> T24_CT_A05 2 0.3431 0.9067 0.064 0.936
#> T24_CT_A07 2 0.1184 0.9261 0.016 0.984
#> T24_CT_A08 2 0.6438 0.7968 0.164 0.836
#> T24_CT_A09 2 0.7950 0.6735 0.240 0.760
#> T24_CT_A10 2 0.2043 0.9225 0.032 0.968
#> T24_CT_B01 2 0.5408 0.8513 0.124 0.876
#> T24_CT_B02 2 0.8016 0.6552 0.244 0.756
#> T24_CT_B03 2 0.0000 0.9265 0.000 1.000
#> T24_CT_B05 2 0.0376 0.9266 0.004 0.996
#> T24_CT_B06 2 0.0672 0.9262 0.008 0.992
#> T24_CT_B07 2 0.8016 0.6642 0.244 0.756
#> T24_CT_B08 2 0.3114 0.9078 0.056 0.944
#> T24_CT_B09 2 0.7528 0.7145 0.216 0.784
#> T24_CT_B11 2 0.1414 0.9256 0.020 0.980
#> T24_CT_C01 2 0.8144 0.6447 0.252 0.748
#> T24_CT_C02 2 0.7528 0.7005 0.216 0.784
#> T24_CT_C03 2 0.9954 -0.1283 0.460 0.540
#> T24_CT_C05 2 0.3879 0.8894 0.076 0.924
#> T24_CT_C07 2 0.1633 0.9254 0.024 0.976
#> T24_CT_C08 2 0.0376 0.9271 0.004 0.996
#> T24_CT_C09 2 0.9866 0.0556 0.432 0.568
#> T24_CT_C10 2 0.4690 0.8774 0.100 0.900
#> T24_CT_C11 2 0.2778 0.9193 0.048 0.952
#> T24_CT_C12 2 0.0000 0.9265 0.000 1.000
#> T24_CT_D01 2 0.1633 0.9248 0.024 0.976
#> T24_CT_D02 2 0.0000 0.9265 0.000 1.000
#> T24_CT_D03 2 0.0672 0.9267 0.008 0.992
#> T24_CT_D04 2 0.5842 0.8336 0.140 0.860
#> T24_CT_D05 2 0.1414 0.9285 0.020 0.980
#> T24_CT_D06 2 0.4022 0.8941 0.080 0.920
#> T24_CT_D07 2 0.2948 0.9171 0.052 0.948
#> T24_CT_D08 2 0.1184 0.9255 0.016 0.984
#> T24_CT_D09 2 0.0000 0.9265 0.000 1.000
#> T24_CT_D10 2 0.0376 0.9267 0.004 0.996
#> T24_CT_D11 2 0.0672 0.9269 0.008 0.992
#> T24_CT_E01 2 0.2043 0.9220 0.032 0.968
#> T24_CT_E02 2 0.6623 0.7884 0.172 0.828
#> T24_CT_E04 2 0.1184 0.9273 0.016 0.984
#> T24_CT_E05 2 0.9087 0.4657 0.324 0.676
#> T24_CT_E07 2 0.0000 0.9265 0.000 1.000
#> T24_CT_E09 2 0.7528 0.7151 0.216 0.784
#> T24_CT_E11 2 0.3879 0.8972 0.076 0.924
#> T24_CT_E12 2 0.1633 0.9235 0.024 0.976
#> T24_CT_F01 2 0.2043 0.9227 0.032 0.968
#> T24_CT_F02 2 0.0000 0.9265 0.000 1.000
#> T24_CT_F03 2 0.1843 0.9226 0.028 0.972
#> T24_CT_F04 1 0.9998 0.2433 0.508 0.492
#> T24_CT_F05 2 0.1843 0.9226 0.028 0.972
#> T24_CT_F07 1 1.0000 0.2346 0.504 0.496
#> T24_CT_F08 2 0.8909 0.5152 0.308 0.692
#> T24_CT_F09 2 0.0000 0.9265 0.000 1.000
#> T24_CT_F10 2 0.0000 0.9265 0.000 1.000
#> T24_CT_F11 2 0.1843 0.9226 0.028 0.972
#> T24_CT_F12 2 0.0376 0.9267 0.004 0.996
#> T24_CT_G01 2 0.0376 0.9269 0.004 0.996
#> T24_CT_G02 2 0.8016 0.6644 0.244 0.756
#> T24_CT_G03 2 0.8608 0.5709 0.284 0.716
#> T24_CT_G04 2 0.0000 0.9265 0.000 1.000
#> T24_CT_G05 2 0.5059 0.8525 0.112 0.888
#> T24_CT_G06 2 0.4939 0.8687 0.108 0.892
#> T24_CT_G08 2 0.8207 0.6368 0.256 0.744
#> T24_CT_G10 2 0.0000 0.9265 0.000 1.000
#> T24_CT_G11 2 0.9000 0.4862 0.316 0.684
#> T24_CT_G12 2 0.4298 0.8878 0.088 0.912
#> T24_CT_H01 2 0.1414 0.9256 0.020 0.980
#> T24_CT_H02 2 0.4562 0.8796 0.096 0.904
#> T24_CT_H03 2 0.2778 0.9091 0.048 0.952
#> T24_CT_H05 2 0.4562 0.8782 0.096 0.904
#> T24_CT_H07 2 0.3584 0.9038 0.068 0.932
#> T24_CT_H09 2 0.8327 0.6180 0.264 0.736
#> T24_CT_H12 2 0.4298 0.8878 0.088 0.912
#> T48_CT_A01 2 0.0000 0.9265 0.000 1.000
#> T48_CT_A02 2 0.0376 0.9266 0.004 0.996
#> T48_CT_A03 2 0.7815 0.6871 0.232 0.768
#> T48_CT_A04 2 0.1843 0.9210 0.028 0.972
#> T48_CT_A05 2 0.0000 0.9265 0.000 1.000
#> T48_CT_A06 2 0.7883 0.6792 0.236 0.764
#> T48_CT_A07 2 0.0000 0.9265 0.000 1.000
#> T48_CT_A08 2 0.0000 0.9265 0.000 1.000
#> T48_CT_A09 2 0.2948 0.9121 0.052 0.948
#> T48_CT_A10 2 0.1414 0.9243 0.020 0.980
#> T48_CT_A11 2 0.0000 0.9265 0.000 1.000
#> T48_CT_A12 2 0.3584 0.9007 0.068 0.932
#> T48_CT_B01 2 0.2603 0.9144 0.044 0.956
#> T48_CT_B02 2 0.4022 0.8881 0.080 0.920
#> T48_CT_B03 2 0.8016 0.6642 0.244 0.756
#> T48_CT_B04 2 0.8081 0.6558 0.248 0.752
#> T48_CT_B06 2 0.0938 0.9273 0.012 0.988
#> T48_CT_B08 2 0.4690 0.8790 0.100 0.900
#> T48_CT_B10 2 0.2603 0.9144 0.044 0.956
#> T48_CT_B11 2 0.0376 0.9269 0.004 0.996
#> T48_CT_B12 2 0.3431 0.9076 0.064 0.936
#> T48_CT_C01 2 0.1184 0.9259 0.016 0.984
#> T48_CT_C02 1 0.5519 0.7124 0.872 0.128
#> T48_CT_C03 2 0.2778 0.9117 0.048 0.952
#> T48_CT_C04 2 0.8016 0.6642 0.244 0.756
#> T48_CT_C05 2 0.0000 0.9265 0.000 1.000
#> T48_CT_C06 2 0.0000 0.9265 0.000 1.000
#> T48_CT_C07 2 0.3431 0.9077 0.064 0.936
#> T48_CT_C09 2 0.0000 0.9265 0.000 1.000
#> T48_CT_C10 2 0.4431 0.8838 0.092 0.908
#> T48_CT_C11 2 0.0672 0.9272 0.008 0.992
#> T48_CT_D01 2 0.5842 0.8213 0.140 0.860
#> T48_CT_D02 2 0.9552 0.2873 0.376 0.624
#> T48_CT_D03 2 0.4939 0.8681 0.108 0.892
#> T48_CT_D04 2 0.0376 0.9269 0.004 0.996
#> T48_CT_D06 2 0.0000 0.9265 0.000 1.000
#> T48_CT_D07 2 0.1414 0.9259 0.020 0.980
#> T48_CT_D08 2 0.3274 0.9082 0.060 0.940
#> T48_CT_D09 2 0.8016 0.6345 0.244 0.756
#> T48_CT_D10 2 0.9635 0.2437 0.388 0.612
#> T48_CT_D11 2 0.0000 0.9265 0.000 1.000
#> T48_CT_D12 2 0.8499 0.5938 0.276 0.724
#> T48_CT_E01 2 0.0376 0.9272 0.004 0.996
#> T48_CT_E02 2 0.2603 0.9171 0.044 0.956
#> T48_CT_E03 2 0.0000 0.9265 0.000 1.000
#> T48_CT_E04 2 0.0938 0.9268 0.012 0.988
#> T48_CT_E05 2 0.0672 0.9267 0.008 0.992
#> T48_CT_E06 1 0.9963 0.3114 0.536 0.464
#> T48_CT_E07 2 0.6887 0.7684 0.184 0.816
#> T48_CT_E08 2 0.1184 0.9260 0.016 0.984
#> T48_CT_E10 2 0.4815 0.8723 0.104 0.896
#> T48_CT_E11 2 0.3114 0.9121 0.056 0.944
#> T48_CT_E12 2 0.0672 0.9274 0.008 0.992
#> T48_CT_F01 2 0.2423 0.9164 0.040 0.960
#> T48_CT_F02 2 0.2603 0.9184 0.044 0.956
#> T48_CT_F03 2 0.4815 0.8589 0.104 0.896
#> T48_CT_F05 2 0.3879 0.8944 0.076 0.924
#> T48_CT_F07 2 0.2603 0.9166 0.044 0.956
#> T48_CT_F09 2 0.0672 0.9271 0.008 0.992
#> T48_CT_F10 1 0.9996 0.2533 0.512 0.488
#> T48_CT_F11 2 0.5178 0.8609 0.116 0.884
#> T48_CT_G01 2 0.4298 0.8902 0.088 0.912
#> T48_CT_G02 2 0.0376 0.9269 0.004 0.996
#> T48_CT_G03 2 0.0938 0.9266 0.012 0.988
#> T48_CT_G07 2 0.1843 0.9227 0.028 0.972
#> T48_CT_G08 2 0.0000 0.9265 0.000 1.000
#> T48_CT_G09 2 0.0000 0.9265 0.000 1.000
#> T48_CT_G10 2 0.2778 0.9169 0.048 0.952
#> T48_CT_G11 2 0.2236 0.9231 0.036 0.964
#> T48_CT_G12 2 0.1843 0.9216 0.028 0.972
#> T48_CT_H01 2 0.5059 0.8474 0.112 0.888
#> T48_CT_H02 2 0.0000 0.9265 0.000 1.000
#> T48_CT_H04 1 0.2043 0.7195 0.968 0.032
#> T48_CT_H05 2 0.2603 0.9111 0.044 0.956
#> T48_CT_H06 2 0.1633 0.9242 0.024 0.976
#> T48_CT_H07 2 0.9393 0.3512 0.356 0.644
#> T48_CT_H08 2 0.0000 0.9265 0.000 1.000
#> T48_CT_H11 2 0.3879 0.8979 0.076 0.924
#> T48_CT_H12 2 0.1633 0.9243 0.024 0.976
#> T72_CT_A01 2 0.0376 0.9269 0.004 0.996
#> T72_CT_A05 2 0.0000 0.9265 0.000 1.000
#> T72_CT_A08 2 0.2948 0.9124 0.052 0.948
#> T72_CT_A09 2 0.0000 0.9265 0.000 1.000
#> T72_CT_A11 2 0.0000 0.9265 0.000 1.000
#> T72_CT_B01 2 0.0000 0.9265 0.000 1.000
#> T72_CT_B02 2 0.7219 0.7455 0.200 0.800
#> T72_CT_B03 2 0.2603 0.9170 0.044 0.956
#> T72_CT_B04 2 0.7745 0.6905 0.228 0.772
#> T72_CT_B05 2 0.0376 0.9272 0.004 0.996
#> T72_CT_B06 2 0.7674 0.7007 0.224 0.776
#> T72_CT_B08 2 0.0000 0.9265 0.000 1.000
#> T72_CT_B09 1 0.6438 0.6981 0.836 0.164
#> T72_CT_B11 2 0.1633 0.9238 0.024 0.976
#> T72_CT_B12 2 0.0000 0.9265 0.000 1.000
#> T72_CT_C04 2 0.0000 0.9265 0.000 1.000
#> T72_CT_C06 2 0.1414 0.9252 0.020 0.980
#> T72_CT_C07 2 0.0000 0.9265 0.000 1.000
#> T72_CT_C09 2 0.1633 0.9245 0.024 0.976
#> T72_CT_C11 2 0.0000 0.9265 0.000 1.000
#> T72_CT_D01 2 0.0000 0.9265 0.000 1.000
#> T72_CT_D03 2 0.3274 0.9077 0.060 0.940
#> T72_CT_D04 2 0.0000 0.9265 0.000 1.000
#> T72_CT_D05 2 0.1843 0.9232 0.028 0.972
#> T72_CT_D07 2 0.3431 0.9061 0.064 0.936
#> T72_CT_D10 2 0.0000 0.9265 0.000 1.000
#> T72_CT_D11 2 0.6623 0.7872 0.172 0.828
#> T72_CT_E04 2 0.1843 0.9234 0.028 0.972
#> T72_CT_E05 2 0.0376 0.9269 0.004 0.996
#> T72_CT_E07 2 0.0376 0.9277 0.004 0.996
#> T72_CT_F01 2 0.0000 0.9265 0.000 1.000
#> T72_CT_F05 2 0.0672 0.9272 0.008 0.992
#> T72_CT_F07 2 0.2043 0.9220 0.032 0.968
#> T72_CT_F10 2 0.0000 0.9265 0.000 1.000
#> T72_CT_F11 2 0.0000 0.9265 0.000 1.000
#> T72_CT_G03 2 0.7139 0.7519 0.196 0.804
#> T72_CT_G04 2 0.4939 0.8662 0.108 0.892
#> T72_CT_G06 2 0.0376 0.9272 0.004 0.996
#> T72_CT_G08 2 0.0938 0.9276 0.012 0.988
#> T72_CT_G10 2 0.0376 0.9269 0.004 0.996
#> T72_CT_G11 2 0.3879 0.8894 0.076 0.924
#> T72_CT_H01 2 0.0000 0.9265 0.000 1.000
#> T72_CT_H03 2 0.0376 0.9269 0.004 0.996
#> T72_CT_H05 2 0.0000 0.9265 0.000 1.000
#> T72_CT_H08 2 0.0376 0.9266 0.004 0.996
#> T72_CT_H09 2 0.1184 0.9278 0.016 0.984
#> T72_CT_H10 2 0.2423 0.9208 0.040 0.960
#> T72_CT_H11 2 0.1843 0.9226 0.028 0.972
#> T72_CT_H12 2 0.0376 0.9269 0.004 0.996
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 2 0.2959 0.7878 0.100 0.900 0.000
#> T0_CT_A03 2 0.5115 0.6922 0.228 0.768 0.004
#> T0_CT_A05 2 0.5115 0.6922 0.228 0.768 0.004
#> T0_CT_A06 2 0.4521 0.7404 0.180 0.816 0.004
#> T0_CT_A07 2 0.5404 0.6687 0.256 0.740 0.004
#> T0_CT_A08 1 0.5848 0.7218 0.720 0.268 0.012
#> T0_CT_A10 2 0.4575 0.7306 0.184 0.812 0.004
#> T0_CT_A11 3 0.1411 0.6285 0.036 0.000 0.964
#> T0_CT_B01 2 0.4531 0.7466 0.168 0.824 0.008
#> T0_CT_B03 2 0.2356 0.7908 0.072 0.928 0.000
#> T0_CT_B05 2 0.4784 0.7269 0.200 0.796 0.004
#> T0_CT_B07 2 0.4784 0.7254 0.200 0.796 0.004
#> T0_CT_B08 2 0.2711 0.7878 0.088 0.912 0.000
#> T0_CT_B09 2 0.5158 0.6913 0.232 0.764 0.004
#> T0_CT_C02 2 0.2356 0.7908 0.072 0.928 0.000
#> T0_CT_C03 2 0.5588 0.6234 0.276 0.720 0.004
#> T0_CT_C05 2 0.1751 0.7850 0.028 0.960 0.012
#> T0_CT_C06 2 0.4805 0.7496 0.176 0.812 0.012
#> T0_CT_C07 2 0.4755 0.7291 0.184 0.808 0.008
#> T0_CT_C08 2 0.5115 0.6922 0.228 0.768 0.004
#> T0_CT_C09 3 0.1411 0.6285 0.036 0.000 0.964
#> T0_CT_C11 2 0.1774 0.7813 0.024 0.960 0.016
#> T0_CT_C12 2 0.5070 0.6988 0.224 0.772 0.004
#> T0_CT_D01 2 0.2448 0.7946 0.076 0.924 0.000
#> T0_CT_D02 2 0.4700 0.7317 0.180 0.812 0.008
#> T0_CT_D03 2 0.4883 0.7129 0.208 0.788 0.004
#> T0_CT_D05 2 0.4413 0.7512 0.160 0.832 0.008
#> T0_CT_D06 2 0.2448 0.7906 0.076 0.924 0.000
#> T0_CT_D07 2 0.4733 0.7288 0.196 0.800 0.004
#> T0_CT_D08 2 0.2356 0.7908 0.072 0.928 0.000
#> T0_CT_D09 2 0.1289 0.7948 0.032 0.968 0.000
#> T0_CT_D11 2 0.1751 0.7850 0.028 0.960 0.012
#> T0_CT_D12 2 0.5115 0.6922 0.228 0.768 0.004
#> T0_CT_E01 2 0.4733 0.7252 0.196 0.800 0.004
#> T0_CT_E03 2 0.4733 0.7300 0.196 0.800 0.004
#> T0_CT_E04 2 0.1482 0.7868 0.020 0.968 0.012
#> T0_CT_E05 3 0.9904 0.2345 0.284 0.316 0.400
#> T0_CT_E06 2 0.4808 0.7278 0.188 0.804 0.008
#> T0_CT_E07 2 0.4912 0.7188 0.196 0.796 0.008
#> T0_CT_E08 2 0.2625 0.7884 0.084 0.916 0.000
#> T0_CT_E09 2 0.4521 0.7413 0.180 0.816 0.004
#> T0_CT_E10 3 0.1411 0.6285 0.036 0.000 0.964
#> T0_CT_E11 2 0.4755 0.7289 0.184 0.808 0.008
#> T0_CT_E12 2 0.4808 0.7262 0.188 0.804 0.008
#> T0_CT_F01 2 0.4733 0.7252 0.196 0.800 0.004
#> T0_CT_F02 2 0.4912 0.7188 0.196 0.796 0.008
#> T0_CT_F03 2 0.5115 0.6922 0.228 0.768 0.004
#> T0_CT_F04 2 0.5012 0.7118 0.204 0.788 0.008
#> T0_CT_F05 2 0.2229 0.7961 0.044 0.944 0.012
#> T0_CT_F06 2 0.4834 0.7172 0.204 0.792 0.004
#> T0_CT_F07 2 0.4629 0.7367 0.188 0.808 0.004
#> T0_CT_F09 2 0.2031 0.7858 0.032 0.952 0.016
#> T0_CT_F11 2 0.4755 0.7289 0.184 0.808 0.008
#> T0_CT_F12 2 0.5335 0.6900 0.232 0.760 0.008
#> T0_CT_G01 2 0.5115 0.6922 0.228 0.768 0.004
#> T0_CT_G02 2 0.4963 0.7246 0.200 0.792 0.008
#> T0_CT_G03 2 0.4861 0.7258 0.192 0.800 0.008
#> T0_CT_G04 2 0.2356 0.7908 0.072 0.928 0.000
#> T0_CT_G07 2 0.2356 0.7908 0.072 0.928 0.000
#> T0_CT_G08 2 0.2448 0.7906 0.076 0.924 0.000
#> T0_CT_G09 2 0.5763 0.6669 0.244 0.740 0.016
#> T0_CT_G11 2 0.5450 0.6997 0.228 0.760 0.012
#> T0_CT_H01 2 0.4291 0.7603 0.152 0.840 0.008
#> T0_CT_H02 2 0.1585 0.7901 0.028 0.964 0.008
#> T0_CT_H04 2 0.4521 0.7355 0.180 0.816 0.004
#> T0_CT_H05 2 0.4589 0.7490 0.172 0.820 0.008
#> T0_CT_H08 2 0.4473 0.7514 0.164 0.828 0.008
#> T0_CT_H09 2 0.4749 0.7529 0.172 0.816 0.012
#> T0_CT_H12 2 0.4589 0.7433 0.172 0.820 0.008
#> T24_CT_A01 2 0.6754 0.1824 0.432 0.556 0.012
#> T24_CT_A03 2 0.0892 0.7912 0.020 0.980 0.000
#> T24_CT_A04 2 0.1620 0.7811 0.024 0.964 0.012
#> T24_CT_A05 2 0.6783 0.3123 0.396 0.588 0.016
#> T24_CT_A07 2 0.1919 0.7805 0.024 0.956 0.020
#> T24_CT_A08 1 0.5884 0.7250 0.716 0.272 0.012
#> T24_CT_A09 1 0.6506 0.7220 0.720 0.236 0.044
#> T24_CT_A10 2 0.5928 0.5862 0.296 0.696 0.008
#> T24_CT_B01 2 0.6948 -0.0961 0.472 0.512 0.016
#> T24_CT_B02 1 0.6742 0.7034 0.708 0.240 0.052
#> T24_CT_B03 2 0.2496 0.7967 0.068 0.928 0.004
#> T24_CT_B05 2 0.1482 0.7843 0.020 0.968 0.012
#> T24_CT_B06 2 0.1482 0.7839 0.020 0.968 0.012
#> T24_CT_B07 1 0.5036 0.7021 0.808 0.172 0.020
#> T24_CT_B08 2 0.3484 0.7551 0.048 0.904 0.048
#> T24_CT_B09 1 0.5551 0.7326 0.768 0.212 0.020
#> T24_CT_B11 2 0.6255 0.5466 0.320 0.668 0.012
#> T24_CT_C01 1 0.7222 0.6803 0.684 0.244 0.072
#> T24_CT_C02 2 0.7918 0.3746 0.136 0.660 0.204
#> T24_CT_C03 1 0.9896 -0.2901 0.376 0.264 0.360
#> T24_CT_C05 2 0.4966 0.7002 0.100 0.840 0.060
#> T24_CT_C07 2 0.2434 0.7818 0.036 0.940 0.024
#> T24_CT_C08 2 0.1015 0.7861 0.012 0.980 0.008
#> T24_CT_C09 2 0.9334 -0.3102 0.164 0.428 0.408
#> T24_CT_C10 2 0.6505 0.0135 0.468 0.528 0.004
#> T24_CT_C11 2 0.6126 0.5802 0.268 0.712 0.020
#> T24_CT_C12 2 0.0892 0.7912 0.020 0.980 0.000
#> T24_CT_D01 2 0.2663 0.7727 0.044 0.932 0.024
#> T24_CT_D02 2 0.1170 0.7844 0.016 0.976 0.008
#> T24_CT_D03 2 0.1482 0.7828 0.020 0.968 0.012
#> T24_CT_D04 1 0.6421 0.4527 0.572 0.424 0.004
#> T24_CT_D05 2 0.4277 0.7778 0.132 0.852 0.016
#> T24_CT_D06 1 0.6948 0.3035 0.512 0.472 0.016
#> T24_CT_D07 2 0.6016 0.6486 0.256 0.724 0.020
#> T24_CT_D08 2 0.1919 0.7814 0.024 0.956 0.020
#> T24_CT_D09 2 0.0829 0.7862 0.012 0.984 0.004
#> T24_CT_D10 2 0.1267 0.7848 0.024 0.972 0.004
#> T24_CT_D11 2 0.1170 0.7887 0.016 0.976 0.008
#> T24_CT_E01 2 0.5848 0.6314 0.268 0.720 0.012
#> T24_CT_E02 1 0.8108 0.5408 0.536 0.392 0.072
#> T24_CT_E04 2 0.1774 0.7828 0.024 0.960 0.016
#> T24_CT_E05 1 0.6324 0.6091 0.764 0.160 0.076
#> T24_CT_E07 2 0.2680 0.7958 0.068 0.924 0.008
#> T24_CT_E09 1 0.5633 0.7275 0.768 0.208 0.024
#> T24_CT_E11 2 0.6925 0.0213 0.452 0.532 0.016
#> T24_CT_E12 2 0.2903 0.7673 0.048 0.924 0.028
#> T24_CT_F01 2 0.2564 0.7743 0.036 0.936 0.028
#> T24_CT_F02 2 0.1315 0.7859 0.020 0.972 0.008
#> T24_CT_F03 2 0.5619 0.6562 0.244 0.744 0.012
#> T24_CT_F04 3 0.9704 0.3656 0.280 0.264 0.456
#> T24_CT_F05 2 0.5578 0.6660 0.240 0.748 0.012
#> T24_CT_F07 3 0.9759 0.3607 0.284 0.272 0.444
#> T24_CT_F08 1 0.6794 0.6569 0.728 0.196 0.076
#> T24_CT_F09 2 0.0829 0.7862 0.012 0.984 0.004
#> T24_CT_F10 2 0.3459 0.7907 0.096 0.892 0.012
#> T24_CT_F11 2 0.5698 0.6495 0.252 0.736 0.012
#> T24_CT_F12 2 0.1878 0.7978 0.044 0.952 0.004
#> T24_CT_G01 2 0.0892 0.7904 0.020 0.980 0.000
#> T24_CT_G02 1 0.4840 0.6990 0.816 0.168 0.016
#> T24_CT_G03 1 0.6438 0.6850 0.748 0.188 0.064
#> T24_CT_G04 2 0.3207 0.7947 0.084 0.904 0.012
#> T24_CT_G05 2 0.6438 0.5830 0.136 0.764 0.100
#> T24_CT_G06 2 0.6813 -0.0567 0.468 0.520 0.012
#> T24_CT_G08 1 0.6348 0.7047 0.740 0.212 0.048
#> T24_CT_G10 2 0.1399 0.7890 0.028 0.968 0.004
#> T24_CT_G11 1 0.6757 0.6317 0.736 0.180 0.084
#> T24_CT_G12 2 0.6247 0.3707 0.376 0.620 0.004
#> T24_CT_H01 2 0.6200 0.5620 0.312 0.676 0.012
#> T24_CT_H02 1 0.6804 0.3418 0.528 0.460 0.012
#> T24_CT_H03 2 0.3947 0.7351 0.076 0.884 0.040
#> T24_CT_H05 2 0.7597 0.2396 0.384 0.568 0.048
#> T24_CT_H07 2 0.6617 0.3289 0.388 0.600 0.012
#> T24_CT_H09 1 0.6059 0.6971 0.764 0.188 0.048
#> T24_CT_H12 2 0.6247 0.3707 0.376 0.620 0.004
#> T48_CT_A01 2 0.0747 0.7933 0.016 0.984 0.000
#> T48_CT_A02 2 0.1337 0.7899 0.016 0.972 0.012
#> T48_CT_A03 1 0.5200 0.7155 0.796 0.184 0.020
#> T48_CT_A04 2 0.2443 0.7700 0.028 0.940 0.032
#> T48_CT_A05 2 0.2400 0.7934 0.064 0.932 0.004
#> T48_CT_A06 1 0.5147 0.7117 0.800 0.180 0.020
#> T48_CT_A07 2 0.1753 0.7972 0.048 0.952 0.000
#> T48_CT_A08 2 0.1031 0.7894 0.024 0.976 0.000
#> T48_CT_A09 2 0.6172 0.5656 0.308 0.680 0.012
#> T48_CT_A10 2 0.2187 0.7754 0.028 0.948 0.024
#> T48_CT_A11 2 0.0592 0.7928 0.012 0.988 0.000
#> T48_CT_A12 2 0.7230 0.3846 0.344 0.616 0.040
#> T48_CT_B01 2 0.3742 0.7385 0.072 0.892 0.036
#> T48_CT_B02 2 0.5243 0.6728 0.100 0.828 0.072
#> T48_CT_B03 1 0.5036 0.7021 0.808 0.172 0.020
#> T48_CT_B04 1 0.4979 0.6952 0.812 0.168 0.020
#> T48_CT_B06 2 0.1905 0.7789 0.028 0.956 0.016
#> T48_CT_B08 2 0.6518 -0.0995 0.484 0.512 0.004
#> T48_CT_B10 2 0.3649 0.7409 0.068 0.896 0.036
#> T48_CT_B11 2 0.1129 0.7847 0.020 0.976 0.004
#> T48_CT_B12 2 0.6258 0.6866 0.196 0.752 0.052
#> T48_CT_C01 2 0.1620 0.7822 0.024 0.964 0.012
#> T48_CT_C02 3 0.6584 0.5262 0.380 0.012 0.608
#> T48_CT_C03 2 0.4316 0.7205 0.088 0.868 0.044
#> T48_CT_C04 1 0.4979 0.6949 0.812 0.168 0.020
#> T48_CT_C05 2 0.1878 0.7941 0.044 0.952 0.004
#> T48_CT_C06 2 0.1529 0.7942 0.040 0.960 0.000
#> T48_CT_C07 2 0.6596 0.6140 0.256 0.704 0.040
#> T48_CT_C09 2 0.0892 0.7939 0.020 0.980 0.000
#> T48_CT_C10 2 0.6632 0.3272 0.392 0.596 0.012
#> T48_CT_C11 2 0.1315 0.7842 0.020 0.972 0.008
#> T48_CT_D01 2 0.6644 0.5582 0.140 0.752 0.108
#> T48_CT_D02 2 0.9892 -0.3812 0.268 0.392 0.340
#> T48_CT_D03 1 0.6973 0.4957 0.564 0.416 0.020
#> T48_CT_D04 2 0.1585 0.7935 0.028 0.964 0.008
#> T48_CT_D06 2 0.0747 0.7933 0.016 0.984 0.000
#> T48_CT_D07 2 0.1919 0.7801 0.024 0.956 0.020
#> T48_CT_D08 2 0.6724 0.1666 0.420 0.568 0.012
#> T48_CT_D09 2 0.8614 0.2070 0.172 0.600 0.228
#> T48_CT_D10 2 0.9928 -0.4287 0.276 0.372 0.352
#> T48_CT_D11 2 0.0747 0.7919 0.016 0.984 0.000
#> T48_CT_D12 1 0.5407 0.6545 0.804 0.156 0.040
#> T48_CT_E01 2 0.2774 0.7926 0.072 0.920 0.008
#> T48_CT_E02 2 0.6217 0.6116 0.264 0.712 0.024
#> T48_CT_E03 2 0.2955 0.7894 0.080 0.912 0.008
#> T48_CT_E04 2 0.4209 0.7698 0.128 0.856 0.016
#> T48_CT_E05 2 0.1620 0.7817 0.024 0.964 0.012
#> T48_CT_E06 1 0.5737 -0.1656 0.732 0.012 0.256
#> T48_CT_E07 1 0.5623 0.7144 0.716 0.280 0.004
#> T48_CT_E08 2 0.2050 0.7778 0.028 0.952 0.020
#> T48_CT_E10 2 0.6825 -0.1733 0.492 0.496 0.012
#> T48_CT_E11 2 0.6527 0.5242 0.320 0.660 0.020
#> T48_CT_E12 2 0.2096 0.7982 0.052 0.944 0.004
#> T48_CT_F01 2 0.3554 0.7460 0.064 0.900 0.036
#> T48_CT_F02 2 0.6066 0.6442 0.248 0.728 0.024
#> T48_CT_F03 2 0.8034 0.2690 0.336 0.584 0.080
#> T48_CT_F05 2 0.4921 0.7013 0.084 0.844 0.072
#> T48_CT_F07 2 0.6282 0.5199 0.324 0.664 0.012
#> T48_CT_F09 2 0.1585 0.7821 0.028 0.964 0.008
#> T48_CT_F10 3 0.9647 0.3696 0.264 0.268 0.468
#> T48_CT_F11 1 0.6647 0.5479 0.592 0.396 0.012
#> T48_CT_G01 1 0.6822 0.2367 0.508 0.480 0.012
#> T48_CT_G02 2 0.1399 0.7924 0.028 0.968 0.004
#> T48_CT_G03 2 0.1905 0.7803 0.028 0.956 0.016
#> T48_CT_G07 2 0.2918 0.7687 0.044 0.924 0.032
#> T48_CT_G08 2 0.1765 0.7980 0.040 0.956 0.004
#> T48_CT_G09 2 0.2945 0.7882 0.088 0.908 0.004
#> T48_CT_G10 2 0.6721 0.3822 0.380 0.604 0.016
#> T48_CT_G11 2 0.6143 0.5823 0.304 0.684 0.012
#> T48_CT_G12 2 0.3181 0.7589 0.064 0.912 0.024
#> T48_CT_H01 2 0.6511 0.5814 0.136 0.760 0.104
#> T48_CT_H02 2 0.2860 0.7893 0.084 0.912 0.004
#> T48_CT_H04 3 0.5465 0.5685 0.288 0.000 0.712
#> T48_CT_H05 2 0.4295 0.7184 0.104 0.864 0.032
#> T48_CT_H06 2 0.2918 0.7665 0.044 0.924 0.032
#> T48_CT_H07 2 0.9852 -0.3204 0.272 0.416 0.312
#> T48_CT_H08 2 0.0892 0.7930 0.020 0.980 0.000
#> T48_CT_H11 2 0.6950 0.6003 0.252 0.692 0.056
#> T48_CT_H12 2 0.2564 0.7720 0.036 0.936 0.028
#> T72_CT_A01 2 0.1129 0.7937 0.020 0.976 0.004
#> T72_CT_A05 2 0.0892 0.7922 0.020 0.980 0.000
#> T72_CT_A08 2 0.6282 0.5159 0.324 0.664 0.012
#> T72_CT_A09 2 0.1163 0.7937 0.028 0.972 0.000
#> T72_CT_A11 2 0.0747 0.7930 0.016 0.984 0.000
#> T72_CT_B01 2 0.0747 0.7927 0.016 0.984 0.000
#> T72_CT_B02 1 0.5812 0.7239 0.724 0.264 0.012
#> T72_CT_B03 2 0.5728 0.6282 0.272 0.720 0.008
#> T72_CT_B04 1 0.5200 0.7139 0.796 0.184 0.020
#> T72_CT_B05 2 0.2384 0.7961 0.056 0.936 0.008
#> T72_CT_B06 1 0.5486 0.7242 0.780 0.196 0.024
#> T72_CT_B08 2 0.1163 0.7965 0.028 0.972 0.000
#> T72_CT_B09 3 0.6735 0.5009 0.424 0.012 0.564
#> T72_CT_B11 2 0.5578 0.6715 0.240 0.748 0.012
#> T72_CT_B12 2 0.1031 0.7928 0.024 0.976 0.000
#> T72_CT_C04 2 0.1031 0.7930 0.024 0.976 0.000
#> T72_CT_C06 2 0.5360 0.6984 0.220 0.768 0.012
#> T72_CT_C07 2 0.0892 0.7922 0.020 0.980 0.000
#> T72_CT_C09 2 0.5219 0.7187 0.196 0.788 0.016
#> T72_CT_C11 2 0.1031 0.7939 0.024 0.976 0.000
#> T72_CT_D01 2 0.1031 0.7928 0.024 0.976 0.000
#> T72_CT_D03 2 0.5201 0.6764 0.236 0.760 0.004
#> T72_CT_D04 2 0.0892 0.7929 0.020 0.980 0.000
#> T72_CT_D05 2 0.5956 0.6419 0.264 0.720 0.016
#> T72_CT_D07 2 0.6333 0.5125 0.332 0.656 0.012
#> T72_CT_D10 2 0.2774 0.7914 0.072 0.920 0.008
#> T72_CT_D11 1 0.6448 0.6431 0.636 0.352 0.012
#> T72_CT_E04 2 0.6082 0.5943 0.296 0.692 0.012
#> T72_CT_E05 2 0.1031 0.7934 0.024 0.976 0.000
#> T72_CT_E07 2 0.1878 0.7969 0.044 0.952 0.004
#> T72_CT_F01 2 0.0892 0.7945 0.020 0.980 0.000
#> T72_CT_F05 2 0.1129 0.7940 0.020 0.976 0.004
#> T72_CT_F07 2 0.5812 0.6438 0.264 0.724 0.012
#> T72_CT_F10 2 0.1031 0.7928 0.024 0.976 0.000
#> T72_CT_F11 2 0.1031 0.7939 0.024 0.976 0.000
#> T72_CT_G03 1 0.5692 0.7214 0.724 0.268 0.008
#> T72_CT_G04 1 0.6763 0.4186 0.552 0.436 0.012
#> T72_CT_G06 2 0.1399 0.7916 0.028 0.968 0.004
#> T72_CT_G08 2 0.4059 0.7785 0.128 0.860 0.012
#> T72_CT_G10 2 0.1031 0.7934 0.024 0.976 0.000
#> T72_CT_G11 2 0.7337 0.4632 0.300 0.644 0.056
#> T72_CT_H01 2 0.0747 0.7927 0.016 0.984 0.000
#> T72_CT_H03 2 0.1163 0.7937 0.028 0.972 0.000
#> T72_CT_H05 2 0.2066 0.7982 0.060 0.940 0.000
#> T72_CT_H08 2 0.1989 0.7976 0.048 0.948 0.004
#> T72_CT_H09 2 0.4164 0.7672 0.144 0.848 0.008
#> T72_CT_H10 2 0.5803 0.6606 0.248 0.736 0.016
#> T72_CT_H11 2 0.5881 0.6499 0.256 0.728 0.016
#> T72_CT_H12 2 0.1031 0.7934 0.024 0.976 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 2 0.4675 0.6329 0.244 0.736 0.000 0.020
#> T0_CT_A03 1 0.5435 0.1518 0.564 0.420 0.000 0.016
#> T0_CT_A05 1 0.5435 0.1518 0.564 0.420 0.000 0.016
#> T0_CT_A06 2 0.5337 0.2917 0.424 0.564 0.000 0.012
#> T0_CT_A07 1 0.5614 0.3530 0.628 0.336 0.000 0.036
#> T0_CT_A08 1 0.5985 0.3022 0.596 0.052 0.000 0.352
#> T0_CT_A10 2 0.5263 0.2306 0.448 0.544 0.000 0.008
#> T0_CT_A11 3 0.0376 0.4031 0.004 0.000 0.992 0.004
#> T0_CT_B01 2 0.5517 0.2965 0.412 0.568 0.000 0.020
#> T0_CT_B03 2 0.3486 0.6813 0.188 0.812 0.000 0.000
#> T0_CT_B05 2 0.5865 0.2393 0.412 0.552 0.000 0.036
#> T0_CT_B07 2 0.5865 0.2433 0.412 0.552 0.000 0.036
#> T0_CT_B08 2 0.3688 0.6641 0.208 0.792 0.000 0.000
#> T0_CT_B09 1 0.5671 0.2027 0.572 0.400 0.000 0.028
#> T0_CT_C02 2 0.3528 0.6786 0.192 0.808 0.000 0.000
#> T0_CT_C03 2 0.6926 -0.1373 0.432 0.460 0.000 0.108
#> T0_CT_C05 2 0.1510 0.7512 0.016 0.956 0.000 0.028
#> T0_CT_C06 2 0.5476 0.3357 0.396 0.584 0.000 0.020
#> T0_CT_C07 2 0.5459 0.2551 0.432 0.552 0.000 0.016
#> T0_CT_C08 1 0.5427 0.1627 0.568 0.416 0.000 0.016
#> T0_CT_C09 3 0.0376 0.4031 0.004 0.000 0.992 0.004
#> T0_CT_C11 2 0.1305 0.7455 0.000 0.960 0.004 0.036
#> T0_CT_C12 1 0.5427 0.1648 0.568 0.416 0.000 0.016
#> T0_CT_D01 2 0.4253 0.6758 0.208 0.776 0.000 0.016
#> T0_CT_D02 2 0.5360 0.2611 0.436 0.552 0.000 0.012
#> T0_CT_D03 1 0.5408 -0.0778 0.500 0.488 0.000 0.012
#> T0_CT_D05 2 0.5376 0.3353 0.396 0.588 0.000 0.016
#> T0_CT_D06 2 0.3528 0.6774 0.192 0.808 0.000 0.000
#> T0_CT_D07 2 0.5738 0.2106 0.432 0.540 0.000 0.028
#> T0_CT_D08 2 0.3528 0.6774 0.192 0.808 0.000 0.000
#> T0_CT_D09 2 0.2053 0.7566 0.072 0.924 0.000 0.004
#> T0_CT_D11 2 0.1109 0.7492 0.004 0.968 0.000 0.028
#> T0_CT_D12 1 0.5427 0.1627 0.568 0.416 0.000 0.016
#> T0_CT_E01 1 0.5407 -0.0665 0.504 0.484 0.000 0.012
#> T0_CT_E03 2 0.5288 0.1709 0.472 0.520 0.000 0.008
#> T0_CT_E04 2 0.1406 0.7534 0.016 0.960 0.000 0.024
#> T0_CT_E05 4 0.8899 0.4388 0.084 0.160 0.344 0.412
#> T0_CT_E06 2 0.5378 0.2347 0.448 0.540 0.000 0.012
#> T0_CT_E07 2 0.5500 0.1742 0.464 0.520 0.000 0.016
#> T0_CT_E08 2 0.3726 0.6623 0.212 0.788 0.000 0.000
#> T0_CT_E09 2 0.5366 0.2347 0.440 0.548 0.000 0.012
#> T0_CT_E10 3 0.0376 0.4031 0.004 0.000 0.992 0.004
#> T0_CT_E11 2 0.5372 0.2422 0.444 0.544 0.000 0.012
#> T0_CT_E12 2 0.5466 0.2454 0.436 0.548 0.000 0.016
#> T0_CT_F01 1 0.5407 -0.0665 0.504 0.484 0.000 0.012
#> T0_CT_F02 2 0.5497 0.1869 0.460 0.524 0.000 0.016
#> T0_CT_F03 1 0.5435 0.1518 0.564 0.420 0.000 0.016
#> T0_CT_F04 2 0.5510 0.1276 0.480 0.504 0.000 0.016
#> T0_CT_F05 2 0.2843 0.7399 0.088 0.892 0.000 0.020
#> T0_CT_F06 2 0.5407 0.1192 0.484 0.504 0.000 0.012
#> T0_CT_F07 2 0.5700 0.2760 0.412 0.560 0.000 0.028
#> T0_CT_F09 2 0.1543 0.7510 0.008 0.956 0.004 0.032
#> T0_CT_F11 2 0.5366 0.2463 0.440 0.548 0.000 0.012
#> T0_CT_F12 1 0.5673 0.0499 0.528 0.448 0.000 0.024
#> T0_CT_G01 1 0.5435 0.1518 0.564 0.420 0.000 0.016
#> T0_CT_G02 2 0.5865 0.2473 0.412 0.552 0.000 0.036
#> T0_CT_G03 2 0.5402 0.1661 0.472 0.516 0.000 0.012
#> T0_CT_G04 2 0.3400 0.6873 0.180 0.820 0.000 0.000
#> T0_CT_G07 2 0.3528 0.6786 0.192 0.808 0.000 0.000
#> T0_CT_G08 2 0.3569 0.6731 0.196 0.804 0.000 0.000
#> T0_CT_G09 1 0.6607 0.2849 0.516 0.400 0.000 0.084
#> T0_CT_G11 2 0.5996 0.1462 0.448 0.512 0.000 0.040
#> T0_CT_H01 2 0.5339 0.3558 0.384 0.600 0.000 0.016
#> T0_CT_H02 2 0.1724 0.7565 0.032 0.948 0.000 0.020
#> T0_CT_H04 2 0.5244 0.2714 0.436 0.556 0.000 0.008
#> T0_CT_H05 2 0.5465 0.3294 0.392 0.588 0.000 0.020
#> T0_CT_H08 2 0.5376 0.3334 0.396 0.588 0.000 0.016
#> T0_CT_H09 2 0.5326 0.3714 0.380 0.604 0.000 0.016
#> T0_CT_H12 2 0.5417 0.3004 0.412 0.572 0.000 0.016
#> T24_CT_A01 1 0.5613 0.5243 0.724 0.188 0.004 0.084
#> T24_CT_A03 2 0.1545 0.7570 0.040 0.952 0.000 0.008
#> T24_CT_A04 2 0.1209 0.7482 0.004 0.964 0.000 0.032
#> T24_CT_A05 1 0.6135 0.5205 0.688 0.204 0.008 0.100
#> T24_CT_A07 2 0.1443 0.7477 0.004 0.960 0.008 0.028
#> T24_CT_A08 1 0.6077 0.3161 0.612 0.052 0.004 0.332
#> T24_CT_A09 1 0.7273 0.2528 0.548 0.068 0.040 0.344
#> T24_CT_A10 1 0.6299 0.4701 0.600 0.320 0.000 0.080
#> T24_CT_B01 1 0.7241 0.5132 0.592 0.212 0.012 0.184
#> T24_CT_B02 1 0.7383 0.2294 0.536 0.064 0.048 0.352
#> T24_CT_B03 2 0.4163 0.6798 0.188 0.792 0.000 0.020
#> T24_CT_B05 2 0.0712 0.7517 0.008 0.984 0.004 0.004
#> T24_CT_B06 2 0.1082 0.7507 0.004 0.972 0.004 0.020
#> T24_CT_B07 1 0.5337 0.2002 0.564 0.012 0.000 0.424
#> T24_CT_B08 2 0.2797 0.7280 0.008 0.908 0.028 0.056
#> T24_CT_B09 1 0.5977 0.2552 0.572 0.036 0.004 0.388
#> T24_CT_B11 1 0.5445 0.5034 0.708 0.240 0.004 0.048
#> T24_CT_C01 1 0.7505 0.2098 0.532 0.064 0.056 0.348
#> T24_CT_C02 2 0.7302 0.1575 0.020 0.600 0.164 0.216
#> T24_CT_C03 4 0.8932 0.3336 0.108 0.136 0.320 0.436
#> T24_CT_C05 2 0.4669 0.6293 0.016 0.808 0.048 0.128
#> T24_CT_C07 2 0.1877 0.7477 0.012 0.948 0.020 0.020
#> T24_CT_C08 2 0.0672 0.7533 0.008 0.984 0.000 0.008
#> T24_CT_C09 3 0.8397 -0.3874 0.024 0.368 0.376 0.232
#> T24_CT_C10 1 0.6881 0.5276 0.592 0.236 0.000 0.172
#> T24_CT_C11 2 0.7241 -0.1720 0.428 0.460 0.012 0.100
#> T24_CT_C12 2 0.1545 0.7570 0.040 0.952 0.000 0.008
#> T24_CT_D01 2 0.2039 0.7433 0.008 0.940 0.016 0.036
#> T24_CT_D02 2 0.1059 0.7539 0.012 0.972 0.000 0.016
#> T24_CT_D03 2 0.0779 0.7495 0.000 0.980 0.004 0.016
#> T24_CT_D04 1 0.6492 0.4710 0.636 0.144 0.000 0.220
#> T24_CT_D05 2 0.5082 0.5823 0.248 0.720 0.004 0.028
#> T24_CT_D06 1 0.6033 0.4981 0.700 0.160 0.004 0.136
#> T24_CT_D07 2 0.6447 0.1133 0.380 0.552 0.004 0.064
#> T24_CT_D08 2 0.1443 0.7472 0.004 0.960 0.008 0.028
#> T24_CT_D09 2 0.0779 0.7543 0.016 0.980 0.000 0.004
#> T24_CT_D10 2 0.1042 0.7530 0.008 0.972 0.000 0.020
#> T24_CT_D11 2 0.1406 0.7573 0.024 0.960 0.000 0.016
#> T24_CT_E01 1 0.6698 0.3746 0.532 0.372 0.000 0.096
#> T24_CT_E02 1 0.8035 0.3206 0.564 0.132 0.068 0.236
#> T24_CT_E04 2 0.1059 0.7486 0.000 0.972 0.012 0.016
#> T24_CT_E05 1 0.6863 0.1104 0.468 0.032 0.040 0.460
#> T24_CT_E07 2 0.4348 0.6705 0.196 0.780 0.000 0.024
#> T24_CT_E09 1 0.5863 0.2425 0.608 0.024 0.012 0.356
#> T24_CT_E11 1 0.6215 0.5201 0.668 0.192 0.000 0.140
#> T24_CT_E12 2 0.2040 0.7357 0.004 0.936 0.012 0.048
#> T24_CT_F01 2 0.1854 0.7462 0.008 0.948 0.024 0.020
#> T24_CT_F02 2 0.1042 0.7526 0.008 0.972 0.000 0.020
#> T24_CT_F03 1 0.6554 0.3642 0.540 0.376 0.000 0.084
#> T24_CT_F04 3 0.8494 -0.5033 0.056 0.148 0.400 0.396
#> T24_CT_F05 1 0.6574 0.3392 0.532 0.384 0.000 0.084
#> T24_CT_F07 4 0.8492 0.3592 0.056 0.148 0.388 0.408
#> T24_CT_F08 1 0.7409 0.1253 0.492 0.040 0.068 0.400
#> T24_CT_F09 2 0.0779 0.7543 0.016 0.980 0.000 0.004
#> T24_CT_F10 2 0.4576 0.6286 0.232 0.748 0.000 0.020
#> T24_CT_F11 1 0.6658 0.3587 0.532 0.376 0.000 0.092
#> T24_CT_F12 2 0.3161 0.7322 0.124 0.864 0.000 0.012
#> T24_CT_G01 2 0.1411 0.7531 0.020 0.960 0.000 0.020
#> T24_CT_G02 1 0.5345 0.1964 0.560 0.012 0.000 0.428
#> T24_CT_G03 1 0.6974 0.1660 0.500 0.032 0.048 0.420
#> T24_CT_G04 2 0.4059 0.6697 0.200 0.788 0.000 0.012
#> T24_CT_G05 2 0.5882 0.4339 0.016 0.708 0.064 0.212
#> T24_CT_G06 1 0.6943 0.5131 0.604 0.220 0.004 0.172
#> T24_CT_G08 1 0.7102 0.2123 0.536 0.052 0.040 0.372
#> T24_CT_G10 2 0.0707 0.7550 0.020 0.980 0.000 0.000
#> T24_CT_G11 1 0.7298 0.1238 0.484 0.036 0.064 0.416
#> T24_CT_G12 1 0.7136 0.4119 0.488 0.376 0.000 0.136
#> T24_CT_H01 1 0.5315 0.4962 0.712 0.244 0.004 0.040
#> T24_CT_H02 1 0.6604 0.4743 0.644 0.160 0.004 0.192
#> T24_CT_H03 2 0.3617 0.6821 0.012 0.852 0.012 0.124
#> T24_CT_H05 1 0.7715 0.4983 0.568 0.248 0.036 0.148
#> T24_CT_H07 1 0.6248 0.5461 0.640 0.260 0.000 0.100
#> T24_CT_H09 1 0.6577 0.1854 0.532 0.028 0.032 0.408
#> T24_CT_H12 1 0.7136 0.4119 0.488 0.376 0.000 0.136
#> T48_CT_A01 2 0.2335 0.7522 0.060 0.920 0.000 0.020
#> T48_CT_A02 2 0.1229 0.7554 0.020 0.968 0.004 0.008
#> T48_CT_A03 1 0.5329 0.2065 0.568 0.012 0.000 0.420
#> T48_CT_A04 2 0.1767 0.7386 0.000 0.944 0.012 0.044
#> T48_CT_A05 2 0.4655 0.6610 0.208 0.760 0.000 0.032
#> T48_CT_A06 1 0.5329 0.2034 0.568 0.012 0.000 0.420
#> T48_CT_A07 2 0.3757 0.7150 0.152 0.828 0.000 0.020
#> T48_CT_A08 2 0.1677 0.7595 0.040 0.948 0.000 0.012
#> T48_CT_A09 1 0.6653 0.4517 0.568 0.328 0.000 0.104
#> T48_CT_A10 2 0.1722 0.7377 0.000 0.944 0.008 0.048
#> T48_CT_A11 2 0.2002 0.7562 0.044 0.936 0.000 0.020
#> T48_CT_A12 1 0.7904 0.3997 0.500 0.272 0.016 0.212
#> T48_CT_B01 2 0.3510 0.6925 0.008 0.868 0.028 0.096
#> T48_CT_B02 2 0.4923 0.6034 0.016 0.788 0.048 0.148
#> T48_CT_B03 1 0.5345 0.1948 0.560 0.012 0.000 0.428
#> T48_CT_B04 1 0.5353 0.1906 0.556 0.012 0.000 0.432
#> T48_CT_B06 2 0.1398 0.7417 0.000 0.956 0.004 0.040
#> T48_CT_B08 1 0.6320 0.5196 0.660 0.180 0.000 0.160
#> T48_CT_B10 2 0.3236 0.6998 0.004 0.880 0.028 0.088
#> T48_CT_B11 2 0.0779 0.7504 0.004 0.980 0.000 0.016
#> T48_CT_B12 2 0.7903 0.0139 0.372 0.464 0.028 0.136
#> T48_CT_C01 2 0.1114 0.7497 0.004 0.972 0.008 0.016
#> T48_CT_C02 3 0.6531 0.3223 0.064 0.008 0.564 0.364
#> T48_CT_C03 2 0.3997 0.6624 0.012 0.840 0.028 0.120
#> T48_CT_C04 1 0.5229 0.1869 0.564 0.008 0.000 0.428
#> T48_CT_C05 2 0.3803 0.7238 0.132 0.836 0.000 0.032
#> T48_CT_C06 2 0.3013 0.7476 0.080 0.888 0.000 0.032
#> T48_CT_C07 1 0.7450 0.3871 0.520 0.356 0.028 0.096
#> T48_CT_C09 2 0.2450 0.7517 0.072 0.912 0.000 0.016
#> T48_CT_C10 1 0.7079 0.5316 0.556 0.276 0.000 0.168
#> T48_CT_C11 2 0.0844 0.7510 0.004 0.980 0.004 0.012
#> T48_CT_D01 2 0.6312 0.4372 0.028 0.692 0.076 0.204
#> T48_CT_D02 4 0.8951 0.4974 0.068 0.232 0.276 0.424
#> T48_CT_D03 1 0.6692 0.4469 0.656 0.128 0.016 0.200
#> T48_CT_D04 2 0.2111 0.7572 0.044 0.932 0.000 0.024
#> T48_CT_D06 2 0.2256 0.7521 0.056 0.924 0.000 0.020
#> T48_CT_D07 2 0.1297 0.7453 0.000 0.964 0.016 0.020
#> T48_CT_D08 1 0.6265 0.5261 0.656 0.220 0.000 0.124
#> T48_CT_D09 2 0.7849 -0.2093 0.020 0.512 0.180 0.288
#> T48_CT_D10 4 0.8831 0.4942 0.056 0.232 0.292 0.420
#> T48_CT_D11 2 0.2060 0.7534 0.052 0.932 0.000 0.016
#> T48_CT_D12 1 0.5443 0.1486 0.532 0.008 0.004 0.456
#> T48_CT_E01 2 0.4706 0.6463 0.224 0.748 0.000 0.028
#> T48_CT_E02 1 0.7240 0.4337 0.536 0.336 0.012 0.116
#> T48_CT_E03 2 0.4775 0.6332 0.232 0.740 0.000 0.028
#> T48_CT_E04 2 0.6226 0.4531 0.320 0.612 0.004 0.064
#> T48_CT_E05 2 0.1004 0.7449 0.000 0.972 0.004 0.024
#> T48_CT_E06 4 0.7425 -0.2068 0.280 0.000 0.212 0.508
#> T48_CT_E07 1 0.6041 0.3226 0.608 0.060 0.000 0.332
#> T48_CT_E08 2 0.1489 0.7399 0.000 0.952 0.004 0.044
#> T48_CT_E10 1 0.6580 0.5161 0.632 0.196 0.000 0.172
#> T48_CT_E11 1 0.6799 0.4972 0.584 0.300 0.004 0.112
#> T48_CT_E12 2 0.3324 0.7267 0.136 0.852 0.000 0.012
#> T48_CT_F01 2 0.3232 0.7073 0.012 0.888 0.028 0.072
#> T48_CT_F02 1 0.7140 0.3904 0.524 0.364 0.012 0.100
#> T48_CT_F03 1 0.8590 0.2645 0.452 0.260 0.044 0.244
#> T48_CT_F05 2 0.4669 0.6370 0.016 0.808 0.048 0.128
#> T48_CT_F07 1 0.6415 0.5132 0.612 0.288 0.000 0.100
#> T48_CT_F09 2 0.0921 0.7463 0.000 0.972 0.000 0.028
#> T48_CT_F10 3 0.8303 -0.4864 0.036 0.168 0.424 0.372
#> T48_CT_F11 1 0.6281 0.4077 0.660 0.104 0.004 0.232
#> T48_CT_G01 1 0.6255 0.4943 0.696 0.148 0.012 0.144
#> T48_CT_G02 2 0.1913 0.7559 0.040 0.940 0.000 0.020
#> T48_CT_G03 2 0.1302 0.7423 0.000 0.956 0.000 0.044
#> T48_CT_G07 2 0.2353 0.7296 0.008 0.924 0.012 0.056
#> T48_CT_G08 2 0.3335 0.7318 0.128 0.856 0.000 0.016
#> T48_CT_G09 2 0.4900 0.6313 0.236 0.732 0.000 0.032
#> T48_CT_G10 1 0.5810 0.5233 0.708 0.196 0.004 0.092
#> T48_CT_G11 1 0.6500 0.4494 0.580 0.328 0.000 0.092
#> T48_CT_G12 2 0.3006 0.7038 0.008 0.888 0.012 0.092
#> T48_CT_H01 2 0.5980 0.4579 0.020 0.712 0.072 0.196
#> T48_CT_H02 2 0.4932 0.6241 0.240 0.728 0.000 0.032
#> T48_CT_H04 3 0.4720 0.3731 0.004 0.000 0.672 0.324
#> T48_CT_H05 2 0.4000 0.6512 0.016 0.828 0.012 0.144
#> T48_CT_H06 2 0.2587 0.7232 0.008 0.916 0.020 0.056
#> T48_CT_H07 4 0.8876 0.4528 0.056 0.280 0.252 0.412
#> T48_CT_H08 2 0.2222 0.7513 0.060 0.924 0.000 0.016
#> T48_CT_H11 1 0.7668 0.3755 0.504 0.360 0.036 0.100
#> T48_CT_H12 2 0.2700 0.7396 0.020 0.916 0.020 0.044
#> T72_CT_A01 2 0.2300 0.7544 0.048 0.924 0.000 0.028
#> T72_CT_A05 2 0.2101 0.7531 0.060 0.928 0.000 0.012
#> T72_CT_A08 1 0.6528 0.5063 0.596 0.300 0.000 0.104
#> T72_CT_A09 2 0.2635 0.7489 0.076 0.904 0.000 0.020
#> T72_CT_A11 2 0.2089 0.7538 0.048 0.932 0.000 0.020
#> T72_CT_B01 2 0.2060 0.7524 0.052 0.932 0.000 0.016
#> T72_CT_B02 1 0.5755 0.3020 0.624 0.044 0.000 0.332
#> T72_CT_B03 1 0.6605 0.2291 0.480 0.440 0.000 0.080
#> T72_CT_B04 1 0.5427 0.2081 0.568 0.016 0.000 0.416
#> T72_CT_B05 2 0.4139 0.6998 0.176 0.800 0.000 0.024
#> T72_CT_B06 1 0.5387 0.2176 0.584 0.016 0.000 0.400
#> T72_CT_B08 2 0.2867 0.7452 0.104 0.884 0.000 0.012
#> T72_CT_B09 3 0.6882 0.2907 0.084 0.008 0.520 0.388
#> T72_CT_B11 1 0.6607 0.2875 0.516 0.400 0.000 0.084
#> T72_CT_B12 2 0.2256 0.7507 0.056 0.924 0.000 0.020
#> T72_CT_C04 2 0.2060 0.7529 0.052 0.932 0.000 0.016
#> T72_CT_C06 1 0.6438 0.1993 0.496 0.436 0.000 0.068
#> T72_CT_C07 2 0.2101 0.7531 0.060 0.928 0.000 0.012
#> T72_CT_C09 2 0.6276 -0.0413 0.464 0.480 0.000 0.056
#> T72_CT_C11 2 0.2563 0.7510 0.072 0.908 0.000 0.020
#> T72_CT_D01 2 0.2413 0.7500 0.064 0.916 0.000 0.020
#> T72_CT_D03 2 0.6806 0.1854 0.344 0.544 0.000 0.112
#> T72_CT_D04 2 0.2256 0.7517 0.056 0.924 0.000 0.020
#> T72_CT_D05 1 0.6574 0.3350 0.532 0.384 0.000 0.084
#> T72_CT_D07 1 0.7225 0.4463 0.496 0.352 0.000 0.152
#> T72_CT_D10 2 0.4706 0.6431 0.224 0.748 0.000 0.028
#> T72_CT_D11 1 0.6558 0.3892 0.596 0.108 0.000 0.296
#> T72_CT_E04 1 0.6554 0.4022 0.540 0.376 0.000 0.084
#> T72_CT_E05 2 0.2282 0.7522 0.052 0.924 0.000 0.024
#> T72_CT_E07 2 0.3335 0.7380 0.120 0.860 0.000 0.020
#> T72_CT_F01 2 0.1820 0.7562 0.036 0.944 0.000 0.020
#> T72_CT_F05 2 0.2131 0.7548 0.036 0.932 0.000 0.032
#> T72_CT_F07 1 0.6727 0.3320 0.520 0.384 0.000 0.096
#> T72_CT_F10 2 0.2335 0.7499 0.060 0.920 0.000 0.020
#> T72_CT_F11 2 0.2563 0.7510 0.072 0.908 0.000 0.020
#> T72_CT_G03 1 0.5970 0.3069 0.600 0.052 0.000 0.348
#> T72_CT_G04 1 0.6205 0.4535 0.668 0.136 0.000 0.196
#> T72_CT_G06 2 0.1854 0.7555 0.048 0.940 0.000 0.012
#> T72_CT_G08 2 0.5026 0.4857 0.312 0.672 0.000 0.016
#> T72_CT_G10 2 0.2111 0.7529 0.044 0.932 0.000 0.024
#> T72_CT_G11 1 0.8108 0.4140 0.496 0.296 0.032 0.176
#> T72_CT_H01 2 0.2060 0.7524 0.052 0.932 0.000 0.016
#> T72_CT_H03 2 0.2111 0.7537 0.044 0.932 0.000 0.024
#> T72_CT_H05 2 0.3356 0.7089 0.176 0.824 0.000 0.000
#> T72_CT_H08 2 0.3249 0.7249 0.140 0.852 0.000 0.008
#> T72_CT_H09 2 0.5756 0.4160 0.348 0.616 0.004 0.032
#> T72_CT_H10 1 0.6653 0.3195 0.528 0.392 0.004 0.076
#> T72_CT_H11 1 0.6510 0.3333 0.540 0.380 0.000 0.080
#> T72_CT_H12 2 0.2282 0.7522 0.052 0.924 0.000 0.024
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 2 0.5192 0.49232 0.028 0.664 0.284 0.012 0.012
#> T0_CT_A03 3 0.6384 0.53341 0.088 0.252 0.616 0.024 0.020
#> T0_CT_A05 3 0.6384 0.53341 0.088 0.252 0.616 0.024 0.020
#> T0_CT_A06 3 0.6011 0.42073 0.052 0.416 0.508 0.016 0.008
#> T0_CT_A07 3 0.6276 0.39275 0.116 0.120 0.688 0.036 0.040
#> T0_CT_A08 1 0.4511 0.80295 0.708 0.020 0.260 0.000 0.012
#> T0_CT_A10 3 0.6166 0.44353 0.060 0.412 0.500 0.024 0.004
#> T0_CT_A11 4 0.3779 0.64033 0.012 0.000 0.000 0.752 0.236
#> T0_CT_B01 3 0.6271 0.37788 0.056 0.440 0.472 0.016 0.016
#> T0_CT_B03 2 0.4240 0.56045 0.036 0.736 0.228 0.000 0.000
#> T0_CT_B05 3 0.6441 0.42298 0.072 0.408 0.488 0.012 0.020
#> T0_CT_B07 3 0.6436 0.43272 0.072 0.404 0.492 0.012 0.020
#> T0_CT_B08 2 0.4622 0.52063 0.044 0.712 0.240 0.000 0.004
#> T0_CT_B09 3 0.6444 0.51561 0.092 0.228 0.628 0.032 0.020
#> T0_CT_C02 2 0.4269 0.55475 0.036 0.732 0.232 0.000 0.000
#> T0_CT_C03 3 0.7064 0.49237 0.176 0.324 0.472 0.004 0.024
#> T0_CT_C05 2 0.1579 0.80321 0.000 0.944 0.024 0.000 0.032
#> T0_CT_C06 3 0.6222 0.33533 0.052 0.456 0.460 0.016 0.016
#> T0_CT_C07 3 0.6308 0.42811 0.068 0.420 0.484 0.020 0.008
#> T0_CT_C08 3 0.6361 0.53174 0.088 0.248 0.620 0.024 0.020
#> T0_CT_C09 4 0.3779 0.64033 0.012 0.000 0.000 0.752 0.236
#> T0_CT_C11 2 0.1525 0.79939 0.000 0.948 0.012 0.004 0.036
#> T0_CT_C12 3 0.6368 0.53098 0.084 0.244 0.624 0.028 0.020
#> T0_CT_D01 2 0.4917 0.59979 0.024 0.712 0.236 0.016 0.012
#> T0_CT_D02 3 0.6258 0.42576 0.064 0.420 0.488 0.020 0.008
#> T0_CT_D03 3 0.6380 0.52192 0.072 0.340 0.552 0.024 0.012
#> T0_CT_D05 3 0.6188 0.35199 0.056 0.456 0.460 0.016 0.012
#> T0_CT_D06 2 0.4210 0.56169 0.036 0.740 0.224 0.000 0.000
#> T0_CT_D07 3 0.6305 0.44165 0.068 0.404 0.500 0.016 0.012
#> T0_CT_D08 2 0.4269 0.55176 0.036 0.732 0.232 0.000 0.000
#> T0_CT_D09 2 0.2458 0.80653 0.012 0.912 0.052 0.008 0.016
#> T0_CT_D11 2 0.1281 0.80259 0.000 0.956 0.012 0.000 0.032
#> T0_CT_D12 3 0.6361 0.53174 0.088 0.248 0.620 0.024 0.020
#> T0_CT_E01 3 0.6392 0.53351 0.076 0.328 0.560 0.024 0.012
#> T0_CT_E03 3 0.6214 0.49854 0.060 0.364 0.544 0.016 0.016
#> T0_CT_E04 2 0.1399 0.80375 0.000 0.952 0.020 0.000 0.028
#> T0_CT_E05 5 0.5610 0.50653 0.048 0.032 0.080 0.096 0.744
#> T0_CT_E06 3 0.6188 0.44913 0.060 0.404 0.508 0.020 0.008
#> T0_CT_E07 3 0.6300 0.47062 0.064 0.392 0.512 0.024 0.008
#> T0_CT_E08 2 0.4547 0.50976 0.044 0.704 0.252 0.000 0.000
#> T0_CT_E09 3 0.6478 0.39991 0.068 0.416 0.480 0.024 0.012
#> T0_CT_E10 4 0.3779 0.64033 0.012 0.000 0.000 0.752 0.236
#> T0_CT_E11 3 0.6168 0.43967 0.064 0.412 0.500 0.016 0.008
#> T0_CT_E12 3 0.6222 0.43665 0.068 0.416 0.492 0.016 0.008
#> T0_CT_F01 3 0.6392 0.53351 0.076 0.328 0.560 0.024 0.012
#> T0_CT_F02 3 0.6306 0.46398 0.064 0.396 0.508 0.024 0.008
#> T0_CT_F03 3 0.6406 0.53654 0.088 0.256 0.612 0.024 0.020
#> T0_CT_F04 3 0.6304 0.49380 0.068 0.368 0.532 0.024 0.008
#> T0_CT_F05 2 0.3018 0.75908 0.024 0.876 0.080 0.000 0.020
#> T0_CT_F06 3 0.6374 0.50081 0.068 0.356 0.540 0.024 0.012
#> T0_CT_F07 3 0.6485 0.40863 0.068 0.412 0.484 0.020 0.016
#> T0_CT_F09 2 0.1708 0.80463 0.004 0.944 0.016 0.004 0.032
#> T0_CT_F11 3 0.6172 0.43670 0.064 0.416 0.496 0.016 0.008
#> T0_CT_F12 3 0.6590 0.55060 0.092 0.284 0.580 0.024 0.020
#> T0_CT_G01 3 0.6384 0.53341 0.088 0.252 0.616 0.024 0.020
#> T0_CT_G02 3 0.6529 0.42110 0.072 0.408 0.484 0.016 0.020
#> T0_CT_G03 3 0.6371 0.48993 0.072 0.376 0.520 0.024 0.008
#> T0_CT_G04 2 0.4054 0.57763 0.028 0.748 0.224 0.000 0.000
#> T0_CT_G07 2 0.4269 0.55475 0.036 0.732 0.232 0.000 0.000
#> T0_CT_G08 2 0.4150 0.57279 0.036 0.748 0.216 0.000 0.000
#> T0_CT_G09 3 0.6546 0.47321 0.040 0.212 0.616 0.008 0.124
#> T0_CT_G11 3 0.6758 0.48103 0.076 0.380 0.496 0.016 0.032
#> T0_CT_H01 3 0.6458 0.35248 0.052 0.448 0.456 0.024 0.020
#> T0_CT_H02 2 0.1822 0.80427 0.000 0.936 0.036 0.004 0.024
#> T0_CT_H04 3 0.5837 0.43600 0.048 0.412 0.520 0.016 0.004
#> T0_CT_H05 3 0.6325 0.37046 0.060 0.444 0.464 0.016 0.016
#> T0_CT_H08 3 0.6155 0.37310 0.048 0.440 0.480 0.020 0.012
#> T0_CT_H09 2 0.6124 -0.26550 0.052 0.488 0.432 0.012 0.016
#> T0_CT_H12 3 0.6232 0.39520 0.060 0.432 0.480 0.016 0.012
#> T24_CT_A01 3 0.5681 0.03409 0.276 0.032 0.648 0.024 0.020
#> T24_CT_A03 2 0.1699 0.80674 0.004 0.944 0.036 0.008 0.008
#> T24_CT_A04 2 0.1399 0.80291 0.000 0.952 0.020 0.000 0.028
#> T24_CT_A05 3 0.6154 0.04443 0.232 0.024 0.652 0.044 0.048
#> T24_CT_A07 2 0.1596 0.79990 0.000 0.948 0.012 0.012 0.028
#> T24_CT_A08 1 0.4594 0.80539 0.692 0.012 0.280 0.004 0.012
#> T24_CT_A09 1 0.5172 0.80755 0.708 0.012 0.224 0.024 0.032
#> T24_CT_A10 3 0.6828 0.40399 0.104 0.140 0.632 0.012 0.112
#> T24_CT_B01 3 0.7026 -0.04258 0.300 0.072 0.544 0.016 0.068
#> T24_CT_B02 1 0.5445 0.78213 0.688 0.012 0.232 0.024 0.044
#> T24_CT_B03 2 0.5741 0.54845 0.032 0.676 0.232 0.032 0.028
#> T24_CT_B05 2 0.0854 0.80376 0.000 0.976 0.008 0.004 0.012
#> T24_CT_B06 2 0.1059 0.80347 0.000 0.968 0.008 0.004 0.020
#> T24_CT_B07 1 0.3086 0.82208 0.816 0.004 0.180 0.000 0.000
#> T24_CT_B08 2 0.2887 0.77761 0.000 0.884 0.016 0.028 0.072
#> T24_CT_B09 1 0.3873 0.82707 0.768 0.012 0.212 0.000 0.008
#> T24_CT_B11 3 0.5568 0.21151 0.148 0.032 0.732 0.044 0.044
#> T24_CT_C01 1 0.6057 0.75514 0.652 0.008 0.228 0.044 0.068
#> T24_CT_C02 2 0.6796 0.16370 0.012 0.568 0.040 0.104 0.276
#> T24_CT_C03 5 0.7090 0.34372 0.140 0.028 0.080 0.132 0.620
#> T24_CT_C05 2 0.4442 0.67756 0.004 0.788 0.032 0.036 0.140
#> T24_CT_C07 2 0.2401 0.80135 0.012 0.920 0.020 0.020 0.028
#> T24_CT_C08 2 0.0693 0.80464 0.000 0.980 0.008 0.000 0.012
#> T24_CT_C09 5 0.7645 0.33111 0.012 0.340 0.040 0.192 0.416
#> T24_CT_C10 3 0.6619 0.09221 0.256 0.084 0.592 0.004 0.064
#> T24_CT_C11 3 0.7943 0.39415 0.152 0.348 0.400 0.008 0.092
#> T24_CT_C12 2 0.1699 0.80674 0.004 0.944 0.036 0.008 0.008
#> T24_CT_D01 2 0.2213 0.79389 0.004 0.924 0.016 0.016 0.040
#> T24_CT_D02 2 0.1117 0.80554 0.000 0.964 0.020 0.000 0.016
#> T24_CT_D03 2 0.1059 0.80272 0.000 0.968 0.008 0.004 0.020
#> T24_CT_D04 3 0.6172 -0.43095 0.456 0.048 0.460 0.004 0.032
#> T24_CT_D05 2 0.6450 0.31652 0.064 0.588 0.296 0.028 0.024
#> T24_CT_D06 3 0.6194 -0.30352 0.408 0.036 0.508 0.008 0.040
#> T24_CT_D07 2 0.7030 -0.21793 0.116 0.468 0.372 0.008 0.036
#> T24_CT_D08 2 0.1547 0.80281 0.000 0.948 0.016 0.004 0.032
#> T24_CT_D09 2 0.0833 0.80482 0.004 0.976 0.016 0.000 0.004
#> T24_CT_D10 2 0.1117 0.80379 0.000 0.964 0.016 0.000 0.020
#> T24_CT_D11 2 0.1173 0.80859 0.004 0.964 0.012 0.000 0.020
#> T24_CT_E01 3 0.6673 0.44657 0.052 0.168 0.628 0.012 0.140
#> T24_CT_E02 1 0.7459 0.49903 0.412 0.024 0.376 0.020 0.168
#> T24_CT_E04 2 0.1306 0.80334 0.000 0.960 0.008 0.016 0.016
#> T24_CT_E05 1 0.4319 0.75969 0.796 0.008 0.140 0.032 0.024
#> T24_CT_E07 2 0.5787 0.51819 0.032 0.660 0.252 0.032 0.024
#> T24_CT_E09 1 0.4546 0.81275 0.736 0.008 0.224 0.016 0.016
#> T24_CT_E11 3 0.6490 -0.08940 0.320 0.064 0.552 0.000 0.064
#> T24_CT_E12 2 0.2069 0.78988 0.000 0.924 0.012 0.012 0.052
#> T24_CT_F01 2 0.2015 0.79840 0.004 0.932 0.008 0.020 0.036
#> T24_CT_F02 2 0.1117 0.80443 0.000 0.964 0.020 0.000 0.016
#> T24_CT_F03 3 0.6444 0.45281 0.036 0.168 0.640 0.012 0.144
#> T24_CT_F04 5 0.5096 0.50808 0.036 0.032 0.040 0.124 0.768
#> T24_CT_F05 3 0.6479 0.45848 0.032 0.168 0.644 0.020 0.136
#> T24_CT_F07 5 0.5003 0.50749 0.036 0.032 0.040 0.116 0.776
#> T24_CT_F08 1 0.5679 0.75636 0.700 0.004 0.176 0.052 0.068
#> T24_CT_F09 2 0.0833 0.80482 0.004 0.976 0.016 0.000 0.004
#> T24_CT_F10 2 0.5834 0.45456 0.036 0.640 0.276 0.028 0.020
#> T24_CT_F11 3 0.6509 0.46206 0.036 0.176 0.632 0.012 0.144
#> T24_CT_F12 2 0.3741 0.72488 0.020 0.816 0.148 0.004 0.012
#> T24_CT_G01 2 0.1498 0.80732 0.000 0.952 0.024 0.008 0.016
#> T24_CT_G02 1 0.3128 0.81598 0.824 0.004 0.168 0.004 0.000
#> T24_CT_G03 1 0.4138 0.79497 0.788 0.004 0.168 0.020 0.020
#> T24_CT_G04 2 0.5363 0.54235 0.032 0.688 0.240 0.028 0.012
#> T24_CT_G05 2 0.5735 0.48552 0.012 0.680 0.040 0.048 0.220
#> T24_CT_G06 3 0.6986 -0.03046 0.292 0.080 0.540 0.004 0.084
#> T24_CT_G08 1 0.4830 0.79710 0.732 0.004 0.208 0.028 0.028
#> T24_CT_G10 2 0.1116 0.80754 0.004 0.964 0.028 0.000 0.004
#> T24_CT_G11 1 0.5136 0.75833 0.740 0.004 0.160 0.060 0.036
#> T24_CT_G12 3 0.7511 0.37155 0.252 0.260 0.444 0.004 0.040
#> T24_CT_H01 3 0.5563 0.23078 0.140 0.036 0.736 0.044 0.044
#> T24_CT_H02 3 0.6476 -0.44804 0.428 0.032 0.472 0.012 0.056
#> T24_CT_H03 2 0.3849 0.72845 0.012 0.828 0.024 0.016 0.120
#> T24_CT_H05 3 0.7544 0.13433 0.216 0.072 0.536 0.016 0.160
#> T24_CT_H07 3 0.6808 0.23420 0.212 0.100 0.600 0.004 0.084
#> T24_CT_H09 1 0.4171 0.80509 0.784 0.004 0.172 0.016 0.024
#> T24_CT_H12 3 0.7511 0.37155 0.252 0.260 0.444 0.004 0.040
#> T48_CT_A01 2 0.2872 0.79449 0.020 0.892 0.064 0.012 0.012
#> T48_CT_A02 2 0.1202 0.80832 0.004 0.960 0.032 0.004 0.000
#> T48_CT_A03 1 0.3160 0.82414 0.808 0.004 0.188 0.000 0.000
#> T48_CT_A04 2 0.1921 0.79222 0.000 0.932 0.012 0.012 0.044
#> T48_CT_A05 2 0.6300 0.51432 0.040 0.640 0.240 0.036 0.044
#> T48_CT_A06 1 0.3123 0.82287 0.812 0.004 0.184 0.000 0.000
#> T48_CT_A07 2 0.4279 0.67995 0.028 0.772 0.184 0.008 0.008
#> T48_CT_A08 2 0.2199 0.80617 0.000 0.916 0.060 0.008 0.016
#> T48_CT_A09 3 0.6481 0.41416 0.080 0.136 0.656 0.008 0.120
#> T48_CT_A10 2 0.1843 0.79165 0.000 0.932 0.008 0.008 0.052
#> T48_CT_A11 2 0.2242 0.80381 0.012 0.920 0.052 0.008 0.008
#> T48_CT_A12 3 0.7192 0.17047 0.108 0.068 0.548 0.012 0.264
#> T48_CT_B01 2 0.3634 0.73974 0.008 0.844 0.024 0.020 0.104
#> T48_CT_B02 2 0.4880 0.63914 0.008 0.756 0.040 0.032 0.164
#> T48_CT_B03 1 0.3048 0.81950 0.820 0.004 0.176 0.000 0.000
#> T48_CT_B04 1 0.3010 0.81715 0.824 0.004 0.172 0.000 0.000
#> T48_CT_B06 2 0.1569 0.79809 0.000 0.944 0.008 0.004 0.044
#> T48_CT_B08 3 0.6305 -0.17417 0.344 0.060 0.552 0.004 0.040
#> T48_CT_B10 2 0.3382 0.75271 0.008 0.860 0.020 0.020 0.092
#> T48_CT_B11 2 0.0932 0.80291 0.000 0.972 0.004 0.004 0.020
#> T48_CT_B12 3 0.8108 0.23119 0.048 0.260 0.444 0.036 0.212
#> T48_CT_C01 2 0.1082 0.80328 0.000 0.964 0.000 0.008 0.028
#> T48_CT_C02 4 0.4999 0.62397 0.348 0.000 0.008 0.616 0.028
#> T48_CT_C03 2 0.4328 0.69926 0.012 0.804 0.036 0.024 0.124
#> T48_CT_C04 1 0.3010 0.81981 0.824 0.004 0.172 0.000 0.000
#> T48_CT_C05 2 0.5356 0.67630 0.036 0.736 0.164 0.032 0.032
#> T48_CT_C06 2 0.3788 0.76785 0.032 0.840 0.096 0.008 0.024
#> T48_CT_C07 3 0.6357 0.42914 0.036 0.148 0.632 0.004 0.180
#> T48_CT_C09 2 0.3053 0.79179 0.020 0.880 0.076 0.008 0.016
#> T48_CT_C10 3 0.6975 0.27799 0.184 0.104 0.596 0.004 0.112
#> T48_CT_C11 2 0.1059 0.80640 0.000 0.968 0.008 0.004 0.020
#> T48_CT_D01 2 0.6141 0.42419 0.024 0.628 0.052 0.028 0.268
#> T48_CT_D02 5 0.4514 0.58642 0.012 0.080 0.076 0.028 0.804
#> T48_CT_D03 1 0.6358 0.50855 0.472 0.028 0.436 0.012 0.052
#> T48_CT_D04 2 0.2260 0.80840 0.004 0.920 0.048 0.012 0.016
#> T48_CT_D06 2 0.2694 0.79655 0.020 0.900 0.060 0.008 0.012
#> T48_CT_D07 2 0.1300 0.80130 0.000 0.956 0.000 0.016 0.028
#> T48_CT_D08 3 0.6776 -0.01121 0.288 0.072 0.560 0.004 0.076
#> T48_CT_D09 5 0.6608 0.20591 0.012 0.444 0.040 0.056 0.448
#> T48_CT_D10 5 0.4543 0.58277 0.004 0.080 0.068 0.048 0.800
#> T48_CT_D11 2 0.2560 0.79542 0.012 0.904 0.064 0.008 0.012
#> T48_CT_D12 1 0.3111 0.78952 0.840 0.004 0.144 0.012 0.000
#> T48_CT_E01 2 0.6289 0.46788 0.040 0.624 0.264 0.028 0.044
#> T48_CT_E02 3 0.6758 0.39282 0.064 0.128 0.616 0.008 0.184
#> T48_CT_E03 2 0.6152 0.47817 0.040 0.632 0.264 0.036 0.028
#> T48_CT_E04 2 0.7875 -0.10983 0.052 0.416 0.380 0.048 0.104
#> T48_CT_E05 2 0.1026 0.80050 0.000 0.968 0.004 0.004 0.024
#> T48_CT_E06 1 0.3858 0.18548 0.760 0.000 0.008 0.224 0.008
#> T48_CT_E07 1 0.4726 0.78610 0.684 0.020 0.280 0.000 0.016
#> T48_CT_E08 2 0.1569 0.79650 0.000 0.944 0.008 0.004 0.044
#> T48_CT_E10 3 0.6651 -0.19925 0.364 0.076 0.504 0.000 0.056
#> T48_CT_E11 3 0.6429 0.37426 0.092 0.112 0.656 0.004 0.136
#> T48_CT_E12 2 0.3905 0.70766 0.020 0.800 0.164 0.004 0.012
#> T48_CT_F01 2 0.3238 0.75727 0.004 0.864 0.012 0.028 0.092
#> T48_CT_F02 3 0.6691 0.44685 0.056 0.168 0.612 0.004 0.160
#> T48_CT_F03 3 0.7822 0.14545 0.096 0.092 0.480 0.028 0.304
#> T48_CT_F05 2 0.4912 0.66913 0.012 0.772 0.040 0.048 0.128
#> T48_CT_F07 3 0.6651 0.33380 0.140 0.104 0.636 0.004 0.116
#> T48_CT_F09 2 0.1116 0.80273 0.000 0.964 0.004 0.004 0.028
#> T48_CT_F10 5 0.4969 0.50956 0.004 0.052 0.036 0.156 0.752
#> T48_CT_F11 1 0.6041 0.56245 0.504 0.028 0.412 0.000 0.056
#> T48_CT_G01 3 0.6514 -0.27326 0.384 0.036 0.516 0.028 0.036
#> T48_CT_G02 2 0.2043 0.80688 0.004 0.928 0.048 0.008 0.012
#> T48_CT_G03 2 0.1492 0.79892 0.000 0.948 0.008 0.004 0.040
#> T48_CT_G07 2 0.2451 0.78034 0.004 0.904 0.012 0.008 0.072
#> T48_CT_G08 2 0.4389 0.72583 0.024 0.792 0.144 0.012 0.028
#> T48_CT_G09 2 0.6987 0.39695 0.056 0.576 0.272 0.052 0.044
#> T48_CT_G10 3 0.5967 0.06677 0.224 0.024 0.668 0.040 0.044
#> T48_CT_G11 3 0.6013 0.44558 0.068 0.140 0.688 0.004 0.100
#> T48_CT_G12 2 0.3025 0.75644 0.004 0.868 0.024 0.004 0.100
#> T48_CT_H01 2 0.5707 0.47719 0.012 0.672 0.040 0.040 0.236
#> T48_CT_H02 2 0.6478 0.44650 0.040 0.608 0.272 0.036 0.044
#> T48_CT_H04 4 0.3976 0.66810 0.216 0.000 0.004 0.760 0.020
#> T48_CT_H05 2 0.4206 0.69514 0.012 0.800 0.028 0.016 0.144
#> T48_CT_H06 2 0.2760 0.77572 0.008 0.896 0.020 0.012 0.064
#> T48_CT_H07 5 0.5284 0.56213 0.044 0.100 0.076 0.020 0.760
#> T48_CT_H08 2 0.2775 0.79340 0.016 0.896 0.064 0.012 0.012
#> T48_CT_H11 3 0.6486 0.42229 0.028 0.156 0.616 0.008 0.192
#> T48_CT_H12 2 0.3415 0.77726 0.016 0.872 0.024 0.040 0.048
#> T72_CT_A01 2 0.2728 0.80034 0.016 0.896 0.068 0.008 0.012
#> T72_CT_A05 2 0.2728 0.79412 0.016 0.896 0.068 0.008 0.012
#> T72_CT_A08 3 0.6780 0.35596 0.140 0.120 0.624 0.004 0.112
#> T72_CT_A09 2 0.3292 0.78373 0.028 0.868 0.080 0.008 0.016
#> T72_CT_A11 2 0.2471 0.79808 0.016 0.908 0.060 0.004 0.012
#> T72_CT_B01 2 0.2458 0.79805 0.016 0.912 0.052 0.008 0.012
#> T72_CT_B02 1 0.4583 0.79956 0.696 0.020 0.272 0.000 0.012
#> T72_CT_B03 3 0.7665 0.48596 0.148 0.272 0.488 0.008 0.084
#> T72_CT_B04 1 0.3352 0.82132 0.800 0.004 0.192 0.004 0.000
#> T72_CT_B05 2 0.5538 0.61351 0.028 0.704 0.204 0.028 0.036
#> T72_CT_B06 1 0.3700 0.82432 0.784 0.004 0.200 0.004 0.008
#> T72_CT_B08 2 0.3561 0.76438 0.016 0.840 0.120 0.012 0.012
#> T72_CT_B09 4 0.5283 0.58634 0.384 0.000 0.012 0.572 0.032
#> T72_CT_B11 3 0.6754 0.47368 0.048 0.212 0.600 0.008 0.132
#> T72_CT_B12 2 0.2760 0.79249 0.020 0.896 0.064 0.008 0.012
#> T72_CT_C04 2 0.2354 0.79957 0.012 0.916 0.052 0.008 0.012
#> T72_CT_C06 3 0.6662 0.48107 0.044 0.240 0.596 0.008 0.112
#> T72_CT_C07 2 0.2728 0.79412 0.016 0.896 0.068 0.008 0.012
#> T72_CT_C09 3 0.7136 0.44500 0.044 0.280 0.544 0.020 0.112
#> T72_CT_C11 2 0.3137 0.78843 0.028 0.872 0.084 0.008 0.008
#> T72_CT_D01 2 0.3068 0.78759 0.028 0.880 0.072 0.008 0.012
#> T72_CT_D03 2 0.7193 -0.31050 0.160 0.416 0.388 0.004 0.032
#> T72_CT_D04 2 0.2694 0.79461 0.020 0.900 0.060 0.008 0.012
#> T72_CT_D05 3 0.6780 0.47260 0.068 0.196 0.612 0.008 0.116
#> T72_CT_D07 3 0.7519 0.38746 0.192 0.204 0.508 0.000 0.096
#> T72_CT_D10 2 0.6057 0.49734 0.040 0.640 0.260 0.032 0.028
#> T72_CT_D11 1 0.5579 0.66480 0.588 0.040 0.348 0.000 0.024
#> T72_CT_E04 3 0.6978 0.45728 0.116 0.188 0.600 0.008 0.088
#> T72_CT_E05 2 0.2562 0.79965 0.016 0.908 0.052 0.008 0.016
#> T72_CT_E07 2 0.4541 0.73416 0.020 0.784 0.148 0.024 0.024
#> T72_CT_F01 2 0.2470 0.80476 0.020 0.916 0.036 0.012 0.016
#> T72_CT_F05 2 0.2264 0.80724 0.012 0.924 0.032 0.008 0.024
#> T72_CT_F07 3 0.6768 0.47037 0.056 0.196 0.608 0.008 0.132
#> T72_CT_F10 2 0.2917 0.78923 0.024 0.888 0.068 0.008 0.012
#> T72_CT_F11 2 0.3137 0.78843 0.028 0.872 0.084 0.008 0.008
#> T72_CT_G03 1 0.4536 0.80187 0.704 0.020 0.264 0.000 0.012
#> T72_CT_G04 1 0.6127 0.49552 0.496 0.036 0.416 0.000 0.052
#> T72_CT_G06 2 0.1970 0.79277 0.004 0.924 0.060 0.000 0.012
#> T72_CT_G08 2 0.6165 0.01513 0.036 0.556 0.360 0.028 0.020
#> T72_CT_G10 2 0.2451 0.80311 0.016 0.916 0.040 0.012 0.016
#> T72_CT_G11 3 0.7273 0.30947 0.056 0.100 0.564 0.032 0.248
#> T72_CT_H01 2 0.2458 0.79805 0.016 0.912 0.052 0.008 0.012
#> T72_CT_H03 2 0.2771 0.80186 0.016 0.900 0.052 0.012 0.020
#> T72_CT_H05 2 0.4483 0.64981 0.032 0.752 0.200 0.004 0.012
#> T72_CT_H08 2 0.3885 0.70617 0.024 0.800 0.164 0.004 0.008
#> T72_CT_H09 2 0.6498 0.00904 0.052 0.532 0.364 0.032 0.020
#> T72_CT_H10 3 0.6145 0.47859 0.020 0.184 0.652 0.012 0.132
#> T72_CT_H11 3 0.6112 0.46604 0.024 0.168 0.668 0.016 0.124
#> T72_CT_H12 2 0.2562 0.79965 0.016 0.908 0.052 0.008 0.016
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 2 0.5342 0.4376 0.008 0.624 0.264 0.012 0.092 0.000
#> T0_CT_A03 3 0.3481 0.4825 0.012 0.228 0.756 0.004 0.000 0.000
#> T0_CT_A05 3 0.3481 0.4825 0.012 0.228 0.756 0.004 0.000 0.000
#> T0_CT_A06 3 0.4379 0.5213 0.004 0.400 0.576 0.000 0.020 0.000
#> T0_CT_A07 3 0.3605 0.2879 0.040 0.104 0.824 0.004 0.028 0.000
#> T0_CT_A08 1 0.4818 0.7860 0.648 0.008 0.272 0.000 0.072 0.000
#> T0_CT_A10 3 0.4368 0.5422 0.008 0.384 0.592 0.000 0.016 0.000
#> T0_CT_A11 6 0.3979 0.6462 0.008 0.000 0.000 0.264 0.020 0.708
#> T0_CT_B01 3 0.4942 0.4884 0.012 0.420 0.532 0.004 0.032 0.000
#> T0_CT_B03 2 0.3586 0.4947 0.004 0.712 0.280 0.000 0.000 0.004
#> T0_CT_B05 3 0.5879 0.4420 0.028 0.380 0.488 0.000 0.104 0.000
#> T0_CT_B07 3 0.5873 0.4505 0.028 0.376 0.492 0.000 0.104 0.000
#> T0_CT_B08 2 0.3791 0.4496 0.008 0.688 0.300 0.000 0.000 0.004
#> T0_CT_B09 3 0.3560 0.4511 0.012 0.204 0.772 0.004 0.008 0.000
#> T0_CT_C02 2 0.3606 0.4889 0.004 0.708 0.284 0.000 0.000 0.004
#> T0_CT_C03 3 0.7374 0.1251 0.152 0.288 0.380 0.000 0.180 0.000
#> T0_CT_C05 2 0.1950 0.7773 0.000 0.924 0.032 0.028 0.016 0.000
#> T0_CT_C06 3 0.5080 0.4531 0.012 0.432 0.516 0.012 0.028 0.000
#> T0_CT_C07 3 0.4619 0.5277 0.012 0.396 0.572 0.004 0.016 0.000
#> T0_CT_C08 3 0.3454 0.4783 0.012 0.224 0.760 0.004 0.000 0.000
#> T0_CT_C09 6 0.3979 0.6462 0.008 0.000 0.000 0.264 0.020 0.708
#> T0_CT_C11 2 0.1911 0.7740 0.004 0.928 0.012 0.036 0.020 0.000
#> T0_CT_C12 3 0.3566 0.4690 0.012 0.220 0.760 0.004 0.004 0.000
#> T0_CT_D01 2 0.5092 0.5554 0.008 0.676 0.212 0.008 0.092 0.004
#> T0_CT_D02 3 0.4529 0.5258 0.008 0.396 0.576 0.004 0.016 0.000
#> T0_CT_D03 3 0.4042 0.5164 0.016 0.316 0.664 0.004 0.000 0.000
#> T0_CT_D05 3 0.4932 0.4619 0.008 0.436 0.516 0.004 0.036 0.000
#> T0_CT_D06 2 0.3565 0.4959 0.004 0.716 0.276 0.000 0.000 0.004
#> T0_CT_D07 3 0.5578 0.4788 0.024 0.376 0.520 0.000 0.080 0.000
#> T0_CT_D08 2 0.3606 0.4840 0.004 0.708 0.284 0.000 0.000 0.004
#> T0_CT_D09 2 0.2720 0.7821 0.004 0.884 0.036 0.008 0.064 0.004
#> T0_CT_D11 2 0.1710 0.7779 0.000 0.936 0.020 0.028 0.016 0.000
#> T0_CT_D12 3 0.3357 0.4784 0.008 0.224 0.764 0.004 0.000 0.000
#> T0_CT_E01 3 0.3990 0.5164 0.016 0.304 0.676 0.004 0.000 0.000
#> T0_CT_E03 3 0.4274 0.5404 0.004 0.336 0.636 0.000 0.024 0.000
#> T0_CT_E04 2 0.1794 0.7784 0.000 0.932 0.028 0.024 0.016 0.000
#> T0_CT_E05 4 0.5807 0.4546 0.060 0.000 0.032 0.672 0.152 0.084
#> T0_CT_E06 3 0.4305 0.5408 0.004 0.380 0.600 0.004 0.012 0.000
#> T0_CT_E07 3 0.4285 0.5432 0.008 0.368 0.612 0.004 0.008 0.000
#> T0_CT_E08 2 0.3928 0.4425 0.008 0.684 0.300 0.004 0.000 0.004
#> T0_CT_E09 3 0.4284 0.4861 0.016 0.392 0.588 0.004 0.000 0.000
#> T0_CT_E10 6 0.3979 0.6462 0.008 0.000 0.000 0.264 0.020 0.708
#> T0_CT_E11 3 0.4428 0.5363 0.008 0.388 0.588 0.004 0.012 0.000
#> T0_CT_E12 3 0.4528 0.5338 0.012 0.392 0.580 0.004 0.012 0.000
#> T0_CT_F01 3 0.3990 0.5164 0.016 0.304 0.676 0.004 0.000 0.000
#> T0_CT_F02 3 0.4296 0.5428 0.008 0.372 0.608 0.004 0.008 0.000
#> T0_CT_F03 3 0.3507 0.4850 0.012 0.232 0.752 0.004 0.000 0.000
#> T0_CT_F04 3 0.4076 0.5430 0.004 0.336 0.648 0.004 0.008 0.000
#> T0_CT_F05 2 0.3264 0.7228 0.004 0.840 0.116 0.020 0.016 0.004
#> T0_CT_F06 3 0.4105 0.5140 0.016 0.332 0.648 0.004 0.000 0.000
#> T0_CT_F07 3 0.5747 0.4528 0.024 0.384 0.496 0.000 0.096 0.000
#> T0_CT_F09 2 0.1966 0.7799 0.000 0.924 0.024 0.028 0.024 0.000
#> T0_CT_F11 3 0.4437 0.5331 0.008 0.392 0.584 0.004 0.012 0.000
#> T0_CT_F12 3 0.3914 0.5105 0.008 0.256 0.720 0.008 0.008 0.000
#> T0_CT_G01 3 0.3481 0.4825 0.012 0.228 0.756 0.004 0.000 0.000
#> T0_CT_G02 3 0.5973 0.4512 0.028 0.380 0.488 0.004 0.100 0.000
#> T0_CT_G03 3 0.4296 0.5440 0.004 0.348 0.628 0.004 0.016 0.000
#> T0_CT_G04 2 0.3521 0.5132 0.004 0.724 0.268 0.000 0.000 0.004
#> T0_CT_G07 2 0.3606 0.4889 0.004 0.708 0.284 0.000 0.000 0.004
#> T0_CT_G08 2 0.3521 0.5092 0.004 0.724 0.268 0.000 0.000 0.004
#> T0_CT_G09 5 0.5922 0.7343 0.012 0.116 0.320 0.008 0.540 0.004
#> T0_CT_G11 3 0.6186 0.4659 0.044 0.352 0.504 0.008 0.092 0.000
#> T0_CT_H01 3 0.5239 0.4641 0.008 0.424 0.504 0.004 0.060 0.000
#> T0_CT_H02 2 0.2076 0.7794 0.000 0.920 0.040 0.020 0.016 0.004
#> T0_CT_H04 3 0.4353 0.5335 0.004 0.388 0.588 0.000 0.020 0.000
#> T0_CT_H05 3 0.5028 0.4835 0.016 0.424 0.524 0.004 0.032 0.000
#> T0_CT_H08 3 0.4853 0.4877 0.008 0.420 0.536 0.004 0.032 0.000
#> T0_CT_H09 3 0.5035 0.3779 0.012 0.464 0.488 0.012 0.024 0.000
#> T0_CT_H12 3 0.4808 0.5070 0.016 0.412 0.548 0.004 0.020 0.000
#> T24_CT_A01 3 0.3776 -0.0148 0.196 0.016 0.768 0.004 0.016 0.000
#> T24_CT_A03 2 0.2006 0.7822 0.000 0.916 0.016 0.004 0.060 0.004
#> T24_CT_A04 2 0.1718 0.7778 0.000 0.936 0.020 0.024 0.020 0.000
#> T24_CT_A05 3 0.3972 0.0355 0.144 0.012 0.792 0.004 0.036 0.012
#> T24_CT_A07 2 0.1911 0.7746 0.004 0.928 0.012 0.036 0.020 0.000
#> T24_CT_A08 1 0.4740 0.7946 0.644 0.008 0.288 0.000 0.060 0.000
#> T24_CT_A09 1 0.5026 0.8004 0.672 0.004 0.252 0.020 0.036 0.016
#> T24_CT_A10 5 0.6363 0.6939 0.080 0.056 0.388 0.012 0.464 0.000
#> T24_CT_B01 3 0.7073 -0.3024 0.256 0.024 0.464 0.036 0.216 0.004
#> T24_CT_B02 1 0.5726 0.7723 0.628 0.004 0.252 0.020 0.064 0.032
#> T24_CT_B03 2 0.6144 0.4016 0.004 0.556 0.096 0.016 0.300 0.028
#> T24_CT_B05 2 0.1325 0.7815 0.000 0.956 0.012 0.012 0.016 0.004
#> T24_CT_B06 2 0.1078 0.7804 0.000 0.964 0.008 0.016 0.012 0.000
#> T24_CT_B07 1 0.3388 0.8149 0.764 0.004 0.224 0.000 0.004 0.004
#> T24_CT_B08 2 0.3060 0.7503 0.000 0.860 0.020 0.084 0.032 0.004
#> T24_CT_B09 1 0.3875 0.8206 0.716 0.008 0.260 0.000 0.016 0.000
#> T24_CT_B11 3 0.2823 0.1351 0.068 0.016 0.880 0.004 0.028 0.004
#> T24_CT_C01 1 0.5814 0.7555 0.652 0.008 0.200 0.020 0.088 0.032
#> T24_CT_C02 2 0.6299 0.2551 0.000 0.552 0.024 0.296 0.072 0.056
#> T24_CT_C03 4 0.6666 0.2929 0.152 0.000 0.052 0.604 0.100 0.092
#> T24_CT_C05 2 0.4252 0.6729 0.000 0.776 0.016 0.136 0.056 0.016
#> T24_CT_C07 2 0.2356 0.7772 0.004 0.900 0.004 0.044 0.048 0.000
#> T24_CT_C08 2 0.1065 0.7799 0.000 0.964 0.020 0.008 0.008 0.000
#> T24_CT_C09 4 0.6999 0.1645 0.000 0.336 0.016 0.444 0.080 0.124
#> T24_CT_C10 3 0.6913 -0.4347 0.252 0.040 0.412 0.008 0.288 0.000
#> T24_CT_C11 3 0.8118 -0.1220 0.112 0.300 0.340 0.044 0.200 0.004
#> T24_CT_C12 2 0.2006 0.7822 0.000 0.916 0.016 0.004 0.060 0.004
#> T24_CT_D01 2 0.2500 0.7693 0.004 0.900 0.012 0.048 0.032 0.004
#> T24_CT_D02 2 0.1364 0.7824 0.000 0.952 0.020 0.012 0.016 0.000
#> T24_CT_D03 2 0.1364 0.7782 0.000 0.952 0.016 0.012 0.020 0.000
#> T24_CT_D04 1 0.6391 0.4448 0.416 0.020 0.404 0.012 0.148 0.000
#> T24_CT_D05 2 0.7083 0.1404 0.040 0.488 0.180 0.012 0.260 0.020
#> T24_CT_D06 3 0.6143 -0.4054 0.336 0.020 0.508 0.012 0.124 0.000
#> T24_CT_D07 2 0.7359 -0.2207 0.092 0.412 0.280 0.012 0.204 0.000
#> T24_CT_D08 2 0.1699 0.7790 0.000 0.936 0.016 0.032 0.016 0.000
#> T24_CT_D09 2 0.1138 0.7798 0.000 0.960 0.024 0.004 0.012 0.000
#> T24_CT_D10 2 0.1262 0.7787 0.000 0.956 0.020 0.016 0.008 0.000
#> T24_CT_D11 2 0.1690 0.7873 0.004 0.940 0.016 0.020 0.020 0.000
#> T24_CT_E01 5 0.6157 0.7538 0.048 0.072 0.332 0.016 0.532 0.000
#> T24_CT_E02 1 0.7712 0.3993 0.368 0.008 0.332 0.116 0.160 0.016
#> T24_CT_E04 2 0.1292 0.7830 0.004 0.956 0.004 0.028 0.004 0.004
#> T24_CT_E05 1 0.4360 0.7617 0.760 0.008 0.164 0.012 0.008 0.048
#> T24_CT_E07 2 0.6270 0.3686 0.004 0.540 0.108 0.016 0.304 0.028
#> T24_CT_E09 1 0.4363 0.7974 0.684 0.008 0.280 0.004 0.016 0.008
#> T24_CT_E11 3 0.6726 -0.3772 0.284 0.024 0.412 0.008 0.272 0.000
#> T24_CT_E12 2 0.2329 0.7661 0.004 0.904 0.012 0.056 0.024 0.000
#> T24_CT_F01 2 0.2244 0.7750 0.004 0.912 0.008 0.048 0.024 0.004
#> T24_CT_F02 2 0.1448 0.7798 0.000 0.948 0.024 0.012 0.016 0.000
#> T24_CT_F03 5 0.5680 0.7526 0.020 0.072 0.348 0.012 0.548 0.000
#> T24_CT_F04 4 0.4927 0.4521 0.044 0.000 0.008 0.732 0.124 0.092
#> T24_CT_F05 5 0.5790 0.7531 0.016 0.076 0.352 0.012 0.540 0.004
#> T24_CT_F07 4 0.4933 0.4506 0.044 0.000 0.008 0.732 0.120 0.096
#> T24_CT_F08 1 0.5839 0.7421 0.660 0.004 0.192 0.044 0.036 0.064
#> T24_CT_F09 2 0.1138 0.7798 0.000 0.960 0.024 0.004 0.012 0.000
#> T24_CT_F10 2 0.6598 0.2895 0.012 0.524 0.160 0.016 0.268 0.020
#> T24_CT_F11 5 0.5899 0.7537 0.024 0.072 0.344 0.020 0.540 0.000
#> T24_CT_F12 2 0.3896 0.6855 0.000 0.780 0.156 0.008 0.052 0.004
#> T24_CT_G01 2 0.1628 0.7854 0.000 0.940 0.008 0.012 0.036 0.004
#> T24_CT_G02 1 0.3081 0.8101 0.776 0.004 0.220 0.000 0.000 0.000
#> T24_CT_G03 1 0.4123 0.7914 0.748 0.004 0.204 0.004 0.012 0.028
#> T24_CT_G04 2 0.6248 0.4072 0.016 0.592 0.148 0.012 0.212 0.020
#> T24_CT_G05 2 0.5553 0.5209 0.004 0.660 0.024 0.220 0.064 0.028
#> T24_CT_G06 3 0.6959 -0.4206 0.268 0.040 0.392 0.008 0.292 0.000
#> T24_CT_G08 1 0.4444 0.7935 0.704 0.004 0.248 0.008 0.024 0.012
#> T24_CT_G10 2 0.1225 0.7867 0.004 0.956 0.004 0.004 0.032 0.000
#> T24_CT_G11 1 0.5126 0.7546 0.704 0.004 0.188 0.016 0.028 0.060
#> T24_CT_G12 3 0.7650 -0.1922 0.224 0.216 0.328 0.000 0.232 0.000
#> T24_CT_H01 3 0.2714 0.1441 0.060 0.020 0.888 0.004 0.024 0.004
#> T24_CT_H02 3 0.6337 -0.5344 0.388 0.012 0.432 0.016 0.152 0.000
#> T24_CT_H03 2 0.3859 0.7000 0.004 0.800 0.020 0.124 0.052 0.000
#> T24_CT_H05 3 0.7522 -0.4563 0.188 0.024 0.436 0.072 0.272 0.008
#> T24_CT_H07 3 0.6936 -0.5022 0.176 0.052 0.424 0.012 0.336 0.000
#> T24_CT_H09 1 0.4487 0.7943 0.724 0.004 0.216 0.008 0.020 0.028
#> T24_CT_H12 3 0.7650 -0.1922 0.224 0.216 0.328 0.000 0.232 0.000
#> T48_CT_A01 2 0.3104 0.7621 0.000 0.852 0.020 0.012 0.104 0.012
#> T48_CT_A02 2 0.1605 0.7880 0.000 0.936 0.016 0.004 0.044 0.000
#> T48_CT_A03 1 0.3384 0.8175 0.760 0.004 0.228 0.000 0.008 0.000
#> T48_CT_A04 2 0.1932 0.7728 0.000 0.924 0.020 0.040 0.016 0.000
#> T48_CT_A05 2 0.6194 0.3612 0.004 0.520 0.080 0.020 0.348 0.028
#> T48_CT_A06 1 0.3163 0.8160 0.764 0.004 0.232 0.000 0.000 0.000
#> T48_CT_A07 2 0.4194 0.6356 0.004 0.744 0.196 0.004 0.048 0.004
#> T48_CT_A08 2 0.2631 0.7807 0.000 0.884 0.020 0.016 0.076 0.004
#> T48_CT_A09 5 0.6284 0.7249 0.076 0.064 0.356 0.008 0.496 0.000
#> T48_CT_A10 2 0.2228 0.7654 0.004 0.908 0.008 0.056 0.024 0.000
#> T48_CT_A11 2 0.2238 0.7795 0.000 0.900 0.016 0.004 0.076 0.004
#> T48_CT_A12 3 0.7358 -0.5423 0.080 0.016 0.388 0.160 0.352 0.004
#> T48_CT_B01 2 0.3668 0.7104 0.004 0.816 0.020 0.112 0.048 0.000
#> T48_CT_B02 2 0.4830 0.6148 0.004 0.720 0.024 0.176 0.072 0.004
#> T48_CT_B03 1 0.3248 0.8141 0.768 0.004 0.224 0.000 0.000 0.004
#> T48_CT_B04 1 0.3221 0.8122 0.772 0.004 0.220 0.000 0.000 0.004
#> T48_CT_B06 2 0.1963 0.7789 0.000 0.924 0.016 0.044 0.012 0.004
#> T48_CT_B08 3 0.6651 -0.3517 0.312 0.024 0.400 0.004 0.260 0.000
#> T48_CT_B10 2 0.3219 0.7278 0.000 0.840 0.016 0.104 0.040 0.000
#> T48_CT_B11 2 0.0964 0.7815 0.000 0.968 0.000 0.016 0.012 0.004
#> T48_CT_B12 5 0.6101 0.4579 0.004 0.112 0.136 0.100 0.640 0.008
#> T48_CT_C01 2 0.1036 0.7820 0.000 0.964 0.004 0.024 0.008 0.000
#> T48_CT_C02 6 0.3555 0.6140 0.280 0.000 0.000 0.008 0.000 0.712
#> T48_CT_C03 2 0.4154 0.6679 0.004 0.776 0.020 0.136 0.064 0.000
#> T48_CT_C04 1 0.3192 0.8131 0.776 0.004 0.216 0.000 0.004 0.000
#> T48_CT_C05 2 0.5646 0.5503 0.004 0.628 0.060 0.020 0.260 0.028
#> T48_CT_C06 2 0.4037 0.7106 0.004 0.776 0.036 0.016 0.164 0.004
#> T48_CT_C07 5 0.6168 0.7455 0.024 0.068 0.340 0.040 0.528 0.000
#> T48_CT_C09 2 0.3143 0.7607 0.004 0.848 0.028 0.008 0.108 0.004
#> T48_CT_C10 5 0.6584 0.5828 0.176 0.036 0.364 0.004 0.420 0.000
#> T48_CT_C11 2 0.1096 0.7849 0.000 0.964 0.004 0.020 0.008 0.004
#> T48_CT_D01 2 0.5999 0.4110 0.008 0.588 0.028 0.252 0.120 0.004
#> T48_CT_D02 4 0.4625 0.4761 0.016 0.008 0.028 0.740 0.184 0.024
#> T48_CT_D03 1 0.6495 0.4831 0.416 0.012 0.408 0.016 0.140 0.008
#> T48_CT_D04 2 0.2345 0.7850 0.000 0.904 0.028 0.012 0.052 0.004
#> T48_CT_D06 2 0.2698 0.7691 0.000 0.872 0.020 0.008 0.096 0.004
#> T48_CT_D07 2 0.1457 0.7815 0.000 0.948 0.004 0.028 0.016 0.004
#> T48_CT_D08 3 0.6926 -0.4275 0.252 0.028 0.404 0.016 0.300 0.000
#> T48_CT_D09 4 0.6475 0.1706 0.008 0.396 0.016 0.444 0.116 0.020
#> T48_CT_D10 4 0.4187 0.4686 0.020 0.008 0.012 0.780 0.152 0.028
#> T48_CT_D11 2 0.2758 0.7700 0.000 0.872 0.028 0.008 0.088 0.004
#> T48_CT_D12 1 0.3534 0.7913 0.772 0.004 0.200 0.000 0.000 0.024
#> T48_CT_E01 2 0.6262 0.3422 0.004 0.524 0.132 0.012 0.308 0.020
#> T48_CT_E02 5 0.6469 0.7185 0.044 0.044 0.356 0.060 0.496 0.000
#> T48_CT_E03 2 0.6513 0.3335 0.004 0.516 0.128 0.020 0.304 0.028
#> T48_CT_E04 5 0.6468 0.3023 0.004 0.264 0.132 0.032 0.548 0.020
#> T48_CT_E05 2 0.1294 0.7783 0.004 0.956 0.008 0.024 0.008 0.000
#> T48_CT_E06 1 0.3073 0.2436 0.788 0.000 0.008 0.000 0.000 0.204
#> T48_CT_E07 1 0.5041 0.7696 0.624 0.008 0.280 0.000 0.088 0.000
#> T48_CT_E08 2 0.1806 0.7729 0.000 0.928 0.008 0.044 0.020 0.000
#> T48_CT_E10 3 0.6863 -0.3850 0.324 0.028 0.392 0.012 0.244 0.000
#> T48_CT_E11 5 0.6188 0.6839 0.084 0.040 0.380 0.012 0.484 0.000
#> T48_CT_E12 2 0.3892 0.6672 0.000 0.772 0.168 0.004 0.052 0.004
#> T48_CT_F01 2 0.3164 0.7329 0.000 0.844 0.012 0.096 0.048 0.000
#> T48_CT_F02 5 0.6435 0.7470 0.040 0.068 0.348 0.040 0.504 0.000
#> T48_CT_F03 3 0.8142 -0.4879 0.068 0.044 0.348 0.216 0.304 0.020
#> T48_CT_F05 2 0.4776 0.6345 0.000 0.740 0.024 0.140 0.080 0.016
#> T48_CT_F07 5 0.6558 0.6270 0.100 0.044 0.412 0.020 0.424 0.000
#> T48_CT_F09 2 0.1167 0.7806 0.000 0.960 0.012 0.020 0.008 0.000
#> T48_CT_F10 4 0.4791 0.4113 0.012 0.004 0.016 0.740 0.104 0.124
#> T48_CT_F11 1 0.6276 0.5090 0.460 0.020 0.348 0.004 0.168 0.000
#> T48_CT_G01 3 0.5898 -0.3425 0.316 0.016 0.556 0.012 0.096 0.004
#> T48_CT_G02 2 0.2245 0.7829 0.000 0.908 0.028 0.008 0.052 0.004
#> T48_CT_G03 2 0.1586 0.7775 0.004 0.940 0.012 0.040 0.004 0.000
#> T48_CT_G07 2 0.2792 0.7577 0.004 0.884 0.020 0.060 0.028 0.004
#> T48_CT_G08 2 0.4798 0.6258 0.000 0.692 0.036 0.020 0.236 0.016
#> T48_CT_G09 5 0.6430 -0.0989 0.004 0.412 0.076 0.024 0.448 0.036
#> T48_CT_G10 3 0.3804 0.0263 0.144 0.012 0.800 0.004 0.032 0.008
#> T48_CT_G11 3 0.6344 -0.6725 0.060 0.064 0.436 0.016 0.424 0.000
#> T48_CT_G12 2 0.3031 0.7357 0.000 0.852 0.016 0.100 0.032 0.000
#> T48_CT_H01 2 0.5564 0.4855 0.004 0.644 0.020 0.232 0.084 0.016
#> T48_CT_H02 2 0.6302 0.2474 0.004 0.476 0.084 0.020 0.388 0.028
#> T48_CT_H04 6 0.2623 0.6566 0.132 0.000 0.000 0.016 0.000 0.852
#> T48_CT_H05 2 0.4212 0.6665 0.004 0.768 0.020 0.148 0.060 0.000
#> T48_CT_H06 2 0.2970 0.7497 0.004 0.872 0.016 0.068 0.036 0.004
#> T48_CT_H07 4 0.5451 0.3609 0.060 0.004 0.012 0.604 0.304 0.016
#> T48_CT_H08 2 0.2858 0.7628 0.000 0.864 0.028 0.008 0.096 0.004
#> T48_CT_H11 5 0.6235 0.7392 0.024 0.060 0.320 0.056 0.540 0.000
#> T48_CT_H12 2 0.3707 0.7471 0.000 0.828 0.020 0.056 0.080 0.016
#> T72_CT_A01 2 0.2753 0.7756 0.000 0.876 0.028 0.012 0.080 0.004
#> T72_CT_A05 2 0.3026 0.7653 0.004 0.860 0.032 0.008 0.092 0.004
#> T72_CT_A08 5 0.6704 0.6312 0.104 0.048 0.404 0.024 0.420 0.000
#> T72_CT_A09 2 0.3394 0.7474 0.004 0.828 0.032 0.008 0.124 0.004
#> T72_CT_A11 2 0.2637 0.7674 0.000 0.872 0.024 0.008 0.096 0.000
#> T72_CT_B01 2 0.2516 0.7735 0.000 0.884 0.024 0.004 0.084 0.004
#> T72_CT_B02 1 0.4925 0.7882 0.648 0.008 0.256 0.000 0.088 0.000
#> T72_CT_B03 5 0.7598 0.3574 0.124 0.208 0.328 0.004 0.332 0.004
#> T72_CT_B04 1 0.3763 0.8116 0.752 0.004 0.220 0.000 0.016 0.008
#> T72_CT_B05 2 0.5795 0.5222 0.004 0.624 0.132 0.008 0.208 0.024
#> T72_CT_B06 1 0.3979 0.8150 0.736 0.004 0.228 0.000 0.024 0.008
#> T72_CT_B08 2 0.3869 0.7351 0.004 0.808 0.092 0.008 0.080 0.008
#> T72_CT_B09 6 0.3922 0.5726 0.320 0.000 0.000 0.016 0.000 0.664
#> T72_CT_B11 5 0.6055 0.7355 0.020 0.116 0.312 0.008 0.540 0.004
#> T72_CT_B12 2 0.2828 0.7618 0.000 0.864 0.024 0.008 0.100 0.004
#> T72_CT_C04 2 0.2408 0.7746 0.000 0.896 0.024 0.008 0.068 0.004
#> T72_CT_C06 5 0.6297 0.6944 0.020 0.140 0.296 0.008 0.528 0.008
#> T72_CT_C07 2 0.3026 0.7653 0.004 0.860 0.032 0.008 0.092 0.004
#> T72_CT_C09 5 0.6217 0.6062 0.012 0.172 0.260 0.012 0.540 0.004
#> T72_CT_C11 2 0.3345 0.7595 0.008 0.844 0.044 0.008 0.092 0.004
#> T72_CT_D01 2 0.3188 0.7548 0.004 0.844 0.028 0.008 0.112 0.004
#> T72_CT_D03 2 0.7736 -0.2969 0.148 0.368 0.276 0.004 0.196 0.008
#> T72_CT_D04 2 0.2780 0.7648 0.000 0.868 0.024 0.008 0.096 0.004
#> T72_CT_D05 5 0.6466 0.7283 0.044 0.116 0.324 0.008 0.504 0.004
#> T72_CT_D07 5 0.7424 0.6408 0.156 0.120 0.296 0.008 0.416 0.004
#> T72_CT_D10 2 0.6469 0.3516 0.004 0.524 0.124 0.020 0.300 0.028
#> T72_CT_D11 1 0.5977 0.6340 0.524 0.020 0.320 0.004 0.132 0.000
#> T72_CT_E04 5 0.6826 0.6364 0.088 0.120 0.372 0.004 0.416 0.000
#> T72_CT_E05 2 0.2728 0.7705 0.000 0.876 0.024 0.012 0.084 0.004
#> T72_CT_E07 2 0.4749 0.6795 0.008 0.740 0.068 0.008 0.156 0.020
#> T72_CT_F01 2 0.1988 0.7820 0.000 0.912 0.008 0.004 0.072 0.004
#> T72_CT_F05 2 0.2458 0.7840 0.000 0.892 0.016 0.024 0.068 0.000
#> T72_CT_F07 5 0.6165 0.7440 0.032 0.104 0.316 0.008 0.536 0.004
#> T72_CT_F10 2 0.2954 0.7580 0.000 0.856 0.028 0.008 0.104 0.004
#> T72_CT_F11 2 0.3345 0.7595 0.008 0.844 0.044 0.008 0.092 0.004
#> T72_CT_G03 1 0.4867 0.7834 0.644 0.008 0.272 0.000 0.076 0.000
#> T72_CT_G04 1 0.6369 0.4661 0.432 0.012 0.352 0.008 0.196 0.000
#> T72_CT_G06 2 0.2302 0.7649 0.000 0.900 0.072 0.012 0.012 0.004
#> T72_CT_G08 2 0.5110 -0.1481 0.004 0.528 0.396 0.000 0.072 0.000
#> T72_CT_G10 2 0.2338 0.7800 0.000 0.900 0.016 0.012 0.068 0.004
#> T72_CT_G11 5 0.7441 0.5900 0.044 0.036 0.368 0.140 0.396 0.016
#> T72_CT_H01 2 0.2516 0.7735 0.000 0.884 0.024 0.004 0.084 0.004
#> T72_CT_H03 2 0.2610 0.7744 0.000 0.880 0.016 0.012 0.088 0.004
#> T72_CT_H05 2 0.4333 0.6038 0.012 0.724 0.224 0.004 0.032 0.004
#> T72_CT_H08 2 0.3998 0.6660 0.004 0.772 0.164 0.004 0.052 0.004
#> T72_CT_H09 2 0.5655 -0.0856 0.024 0.504 0.396 0.004 0.072 0.000
#> T72_CT_H10 5 0.5849 0.7355 0.016 0.092 0.364 0.012 0.516 0.000
#> T72_CT_H11 5 0.5650 0.7469 0.020 0.072 0.360 0.004 0.540 0.004
#> T72_CT_H12 2 0.2675 0.7718 0.000 0.880 0.024 0.012 0.080 0.004
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> SD:hclust 259 3.92e-01 3.85e-01 5.36e-01 2
#> SD:hclust 235 2.59e-03 3.40e-03 6.09e-10 3
#> SD:hclust 134 5.70e-02 2.01e-01 1.36e-04 4
#> SD:hclust 166 1.94e-09 9.09e-12 4.83e-17 5
#> SD:hclust 180 1.17e-17 3.63e-20 1.96e-25 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["SD", "kmeans"]
# you can also extract it by
# res = res_list["SD:kmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'SD' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.978 0.953 0.975 0.4660 0.535 0.535
#> 3 3 0.723 0.849 0.888 0.3578 0.786 0.612
#> 4 4 0.807 0.812 0.884 0.1114 0.939 0.831
#> 5 5 0.777 0.757 0.850 0.0852 0.885 0.651
#> 6 6 0.772 0.701 0.805 0.0520 0.898 0.614
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.9718 0.000 1.000
#> T0_CT_A03 2 0.0000 0.9718 0.000 1.000
#> T0_CT_A05 2 0.0000 0.9718 0.000 1.000
#> T0_CT_A06 2 0.0000 0.9718 0.000 1.000
#> T0_CT_A07 2 0.0000 0.9718 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9794 1.000 0.000
#> T0_CT_A10 2 0.0376 0.9711 0.004 0.996
#> T0_CT_A11 1 0.0000 0.9794 1.000 0.000
#> T0_CT_B01 2 0.6973 0.7913 0.188 0.812
#> T0_CT_B03 2 0.0000 0.9718 0.000 1.000
#> T0_CT_B05 2 0.0672 0.9698 0.008 0.992
#> T0_CT_B07 2 0.0000 0.9718 0.000 1.000
#> T0_CT_B08 2 0.0000 0.9718 0.000 1.000
#> T0_CT_B09 2 0.0000 0.9718 0.000 1.000
#> T0_CT_C02 2 0.0000 0.9718 0.000 1.000
#> T0_CT_C03 1 0.0376 0.9759 0.996 0.004
#> T0_CT_C05 2 0.0376 0.9728 0.004 0.996
#> T0_CT_C06 2 0.8909 0.5875 0.308 0.692
#> T0_CT_C07 2 0.1414 0.9631 0.020 0.980
#> T0_CT_C08 2 0.0000 0.9718 0.000 1.000
#> T0_CT_C09 1 0.9087 0.5065 0.676 0.324
#> T0_CT_C11 2 0.1414 0.9753 0.020 0.980
#> T0_CT_C12 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D01 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D02 2 0.8555 0.6128 0.280 0.720
#> T0_CT_D03 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D05 2 0.1414 0.9753 0.020 0.980
#> T0_CT_D06 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D07 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D08 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D09 2 0.0000 0.9718 0.000 1.000
#> T0_CT_D11 2 0.0672 0.9736 0.008 0.992
#> T0_CT_D12 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E01 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E03 2 0.0376 0.9711 0.004 0.996
#> T0_CT_E04 2 0.1414 0.9753 0.020 0.980
#> T0_CT_E05 1 0.0000 0.9794 1.000 0.000
#> T0_CT_E06 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E07 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E08 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E09 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E10 1 0.9044 0.5155 0.680 0.320
#> T0_CT_E11 2 0.0000 0.9718 0.000 1.000
#> T0_CT_E12 2 0.9608 0.3721 0.384 0.616
#> T0_CT_F01 2 0.0000 0.9718 0.000 1.000
#> T0_CT_F02 2 0.0000 0.9718 0.000 1.000
#> T0_CT_F03 2 0.0000 0.9718 0.000 1.000
#> T0_CT_F04 2 0.0376 0.9711 0.004 0.996
#> T0_CT_F05 2 0.0000 0.9718 0.000 1.000
#> T0_CT_F06 2 0.0000 0.9718 0.000 1.000
#> T0_CT_F07 2 0.0000 0.9718 0.000 1.000
#> T0_CT_F09 2 0.1414 0.9753 0.020 0.980
#> T0_CT_F11 2 0.2603 0.9432 0.044 0.956
#> T0_CT_F12 2 0.0376 0.9711 0.004 0.996
#> T0_CT_G01 2 0.0000 0.9718 0.000 1.000
#> T0_CT_G02 2 0.4939 0.8932 0.108 0.892
#> T0_CT_G03 2 0.0376 0.9711 0.004 0.996
#> T0_CT_G04 2 0.0000 0.9718 0.000 1.000
#> T0_CT_G07 2 0.0000 0.9718 0.000 1.000
#> T0_CT_G08 2 0.0000 0.9718 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9794 1.000 0.000
#> T0_CT_G11 2 0.4690 0.9025 0.100 0.900
#> T0_CT_H01 2 0.3879 0.9280 0.076 0.924
#> T0_CT_H02 2 0.0000 0.9718 0.000 1.000
#> T0_CT_H04 2 0.0000 0.9718 0.000 1.000
#> T0_CT_H05 2 0.1843 0.9703 0.028 0.972
#> T0_CT_H08 2 0.0000 0.9718 0.000 1.000
#> T0_CT_H09 2 0.1414 0.9753 0.020 0.980
#> T0_CT_H12 2 0.5946 0.8503 0.144 0.856
#> T24_CT_A01 1 0.0000 0.9794 1.000 0.000
#> T24_CT_A03 2 0.1414 0.9753 0.020 0.980
#> T24_CT_A04 2 0.1414 0.9753 0.020 0.980
#> T24_CT_A05 1 0.1414 0.9609 0.980 0.020
#> T24_CT_A07 2 0.1414 0.9753 0.020 0.980
#> T24_CT_A08 1 0.0000 0.9794 1.000 0.000
#> T24_CT_A09 1 0.0000 0.9794 1.000 0.000
#> T24_CT_A10 1 0.0000 0.9794 1.000 0.000
#> T24_CT_B01 1 0.0000 0.9794 1.000 0.000
#> T24_CT_B02 1 0.0000 0.9794 1.000 0.000
#> T24_CT_B03 2 0.1414 0.9753 0.020 0.980
#> T24_CT_B05 2 0.1414 0.9753 0.020 0.980
#> T24_CT_B06 2 0.1414 0.9753 0.020 0.980
#> T24_CT_B07 1 0.0000 0.9794 1.000 0.000
#> T24_CT_B08 2 0.1414 0.9753 0.020 0.980
#> T24_CT_B09 1 0.0000 0.9794 1.000 0.000
#> T24_CT_B11 1 0.5737 0.8505 0.864 0.136
#> T24_CT_C01 1 0.0000 0.9794 1.000 0.000
#> T24_CT_C02 2 0.4690 0.9022 0.100 0.900
#> T24_CT_C03 1 0.0000 0.9794 1.000 0.000
#> T24_CT_C05 2 0.1414 0.9753 0.020 0.980
#> T24_CT_C07 2 0.1414 0.9753 0.020 0.980
#> T24_CT_C08 2 0.1414 0.9753 0.020 0.980
#> T24_CT_C09 2 0.4022 0.9234 0.080 0.920
#> T24_CT_C10 1 0.0000 0.9794 1.000 0.000
#> T24_CT_C11 1 0.3274 0.9210 0.940 0.060
#> T24_CT_C12 2 0.1414 0.9753 0.020 0.980
#> T24_CT_D01 2 0.1414 0.9753 0.020 0.980
#> T24_CT_D02 2 0.0000 0.9718 0.000 1.000
#> T24_CT_D03 2 0.1414 0.9753 0.020 0.980
#> T24_CT_D04 1 0.0000 0.9794 1.000 0.000
#> T24_CT_D05 1 0.0000 0.9794 1.000 0.000
#> T24_CT_D06 1 0.0000 0.9794 1.000 0.000
#> T24_CT_D07 2 0.8861 0.5861 0.304 0.696
#> T24_CT_D08 2 0.1414 0.9753 0.020 0.980
#> T24_CT_D09 2 0.0672 0.9736 0.008 0.992
#> T24_CT_D10 2 0.1414 0.9753 0.020 0.980
#> T24_CT_D11 2 0.1414 0.9753 0.020 0.980
#> T24_CT_E01 1 0.0000 0.9794 1.000 0.000
#> T24_CT_E02 1 0.0000 0.9794 1.000 0.000
#> T24_CT_E04 2 0.1414 0.9753 0.020 0.980
#> T24_CT_E05 1 0.0000 0.9794 1.000 0.000
#> T24_CT_E07 2 0.1414 0.9753 0.020 0.980
#> T24_CT_E09 1 0.0000 0.9794 1.000 0.000
#> T24_CT_E11 1 0.0000 0.9794 1.000 0.000
#> T24_CT_E12 2 0.1414 0.9753 0.020 0.980
#> T24_CT_F01 2 0.1414 0.9753 0.020 0.980
#> T24_CT_F02 2 0.1414 0.9753 0.020 0.980
#> T24_CT_F03 1 0.0000 0.9794 1.000 0.000
#> T24_CT_F04 1 0.0000 0.9794 1.000 0.000
#> T24_CT_F05 1 0.0000 0.9794 1.000 0.000
#> T24_CT_F07 1 0.0000 0.9794 1.000 0.000
#> T24_CT_F08 1 0.0000 0.9794 1.000 0.000
#> T24_CT_F09 2 0.0000 0.9718 0.000 1.000
#> T24_CT_F10 2 0.1414 0.9753 0.020 0.980
#> T24_CT_F11 1 0.0000 0.9794 1.000 0.000
#> T24_CT_F12 2 0.0000 0.9718 0.000 1.000
#> T24_CT_G01 2 0.1414 0.9753 0.020 0.980
#> T24_CT_G02 1 0.0000 0.9794 1.000 0.000
#> T24_CT_G03 1 0.0000 0.9794 1.000 0.000
#> T24_CT_G04 2 0.1414 0.9753 0.020 0.980
#> T24_CT_G05 2 0.1414 0.9753 0.020 0.980
#> T24_CT_G06 1 0.0000 0.9794 1.000 0.000
#> T24_CT_G08 1 0.0000 0.9794 1.000 0.000
#> T24_CT_G10 2 0.1414 0.9753 0.020 0.980
#> T24_CT_G11 1 0.0000 0.9794 1.000 0.000
#> T24_CT_G12 1 0.0000 0.9794 1.000 0.000
#> T24_CT_H01 2 0.0376 0.9711 0.004 0.996
#> T24_CT_H02 1 0.0000 0.9794 1.000 0.000
#> T24_CT_H03 2 0.1414 0.9753 0.020 0.980
#> T24_CT_H05 1 0.0000 0.9794 1.000 0.000
#> T24_CT_H07 1 0.0000 0.9794 1.000 0.000
#> T24_CT_H09 1 0.0000 0.9794 1.000 0.000
#> T24_CT_H12 1 0.0000 0.9794 1.000 0.000
#> T48_CT_A01 2 0.0938 0.9742 0.012 0.988
#> T48_CT_A02 2 0.1414 0.9753 0.020 0.980
#> T48_CT_A03 1 0.0000 0.9794 1.000 0.000
#> T48_CT_A04 2 0.1414 0.9753 0.020 0.980
#> T48_CT_A05 2 0.1414 0.9753 0.020 0.980
#> T48_CT_A06 1 0.0000 0.9794 1.000 0.000
#> T48_CT_A07 2 0.0000 0.9718 0.000 1.000
#> T48_CT_A08 2 0.1414 0.9753 0.020 0.980
#> T48_CT_A09 1 0.0000 0.9794 1.000 0.000
#> T48_CT_A10 2 0.1414 0.9753 0.020 0.980
#> T48_CT_A11 2 0.1414 0.9753 0.020 0.980
#> T48_CT_A12 1 0.0000 0.9794 1.000 0.000
#> T48_CT_B01 2 0.1414 0.9753 0.020 0.980
#> T48_CT_B02 2 0.1414 0.9753 0.020 0.980
#> T48_CT_B03 1 0.0000 0.9794 1.000 0.000
#> T48_CT_B04 1 0.0000 0.9794 1.000 0.000
#> T48_CT_B06 2 0.1414 0.9753 0.020 0.980
#> T48_CT_B08 1 0.0000 0.9794 1.000 0.000
#> T48_CT_B10 2 0.1414 0.9753 0.020 0.980
#> T48_CT_B11 2 0.1414 0.9753 0.020 0.980
#> T48_CT_B12 1 0.0000 0.9794 1.000 0.000
#> T48_CT_C01 2 0.1414 0.9753 0.020 0.980
#> T48_CT_C02 1 0.0000 0.9794 1.000 0.000
#> T48_CT_C03 2 0.1414 0.9753 0.020 0.980
#> T48_CT_C04 1 0.0000 0.9794 1.000 0.000
#> T48_CT_C05 2 0.1414 0.9753 0.020 0.980
#> T48_CT_C06 2 0.1414 0.9753 0.020 0.980
#> T48_CT_C07 1 0.0000 0.9794 1.000 0.000
#> T48_CT_C09 2 0.0000 0.9718 0.000 1.000
#> T48_CT_C10 1 0.0000 0.9794 1.000 0.000
#> T48_CT_C11 2 0.1414 0.9753 0.020 0.980
#> T48_CT_D01 1 0.9963 0.0992 0.536 0.464
#> T48_CT_D02 1 0.0000 0.9794 1.000 0.000
#> T48_CT_D03 1 0.0000 0.9794 1.000 0.000
#> T48_CT_D04 2 0.1414 0.9753 0.020 0.980
#> T48_CT_D06 2 0.0000 0.9718 0.000 1.000
#> T48_CT_D07 2 0.1414 0.9753 0.020 0.980
#> T48_CT_D08 1 0.0000 0.9794 1.000 0.000
#> T48_CT_D09 2 0.1414 0.9753 0.020 0.980
#> T48_CT_D10 1 0.0000 0.9794 1.000 0.000
#> T48_CT_D11 2 0.0000 0.9718 0.000 1.000
#> T48_CT_D12 1 0.0000 0.9794 1.000 0.000
#> T48_CT_E01 2 0.1414 0.9753 0.020 0.980
#> T48_CT_E02 1 0.0000 0.9794 1.000 0.000
#> T48_CT_E03 2 0.1414 0.9753 0.020 0.980
#> T48_CT_E04 2 0.9896 0.2419 0.440 0.560
#> T48_CT_E05 2 0.1414 0.9753 0.020 0.980
#> T48_CT_E06 1 0.0000 0.9794 1.000 0.000
#> T48_CT_E07 1 0.0000 0.9794 1.000 0.000
#> T48_CT_E08 2 0.1414 0.9753 0.020 0.980
#> T48_CT_E10 1 0.0000 0.9794 1.000 0.000
#> T48_CT_E11 1 0.0000 0.9794 1.000 0.000
#> T48_CT_E12 2 0.0000 0.9718 0.000 1.000
#> T48_CT_F01 2 0.1414 0.9753 0.020 0.980
#> T48_CT_F02 1 0.0000 0.9794 1.000 0.000
#> T48_CT_F03 1 0.0000 0.9794 1.000 0.000
#> T48_CT_F05 2 0.1414 0.9753 0.020 0.980
#> T48_CT_F07 1 0.0000 0.9794 1.000 0.000
#> T48_CT_F09 2 0.1414 0.9753 0.020 0.980
#> T48_CT_F10 1 0.0000 0.9794 1.000 0.000
#> T48_CT_F11 1 0.0000 0.9794 1.000 0.000
#> T48_CT_G01 1 0.0000 0.9794 1.000 0.000
#> T48_CT_G02 2 0.1414 0.9753 0.020 0.980
#> T48_CT_G03 2 0.1414 0.9753 0.020 0.980
#> T48_CT_G07 2 0.1414 0.9753 0.020 0.980
#> T48_CT_G08 2 0.1414 0.9753 0.020 0.980
#> T48_CT_G09 2 0.1414 0.9753 0.020 0.980
#> T48_CT_G10 1 0.1414 0.9609 0.980 0.020
#> T48_CT_G11 1 0.0000 0.9794 1.000 0.000
#> T48_CT_G12 2 0.1414 0.9753 0.020 0.980
#> T48_CT_H01 2 0.4161 0.9193 0.084 0.916
#> T48_CT_H02 2 0.1184 0.9748 0.016 0.984
#> T48_CT_H04 1 0.0000 0.9794 1.000 0.000
#> T48_CT_H05 2 0.1414 0.9753 0.020 0.980
#> T48_CT_H06 2 0.1414 0.9753 0.020 0.980
#> T48_CT_H07 1 0.0000 0.9794 1.000 0.000
#> T48_CT_H08 2 0.1414 0.9753 0.020 0.980
#> T48_CT_H11 1 0.0000 0.9794 1.000 0.000
#> T48_CT_H12 2 0.1414 0.9753 0.020 0.980
#> T72_CT_A01 2 0.1414 0.9753 0.020 0.980
#> T72_CT_A05 2 0.0000 0.9718 0.000 1.000
#> T72_CT_A08 1 0.0000 0.9794 1.000 0.000
#> T72_CT_A09 2 0.0000 0.9718 0.000 1.000
#> T72_CT_A11 2 0.1414 0.9753 0.020 0.980
#> T72_CT_B01 2 0.1414 0.9753 0.020 0.980
#> T72_CT_B02 1 0.0000 0.9794 1.000 0.000
#> T72_CT_B03 1 0.5519 0.8441 0.872 0.128
#> T72_CT_B04 1 0.0000 0.9794 1.000 0.000
#> T72_CT_B05 2 0.1414 0.9753 0.020 0.980
#> T72_CT_B06 1 0.0000 0.9794 1.000 0.000
#> T72_CT_B08 2 0.0000 0.9718 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9794 1.000 0.000
#> T72_CT_B11 1 0.0000 0.9794 1.000 0.000
#> T72_CT_B12 2 0.1414 0.9753 0.020 0.980
#> T72_CT_C04 2 0.1414 0.9753 0.020 0.980
#> T72_CT_C06 1 0.7815 0.6939 0.768 0.232
#> T72_CT_C07 2 0.0000 0.9718 0.000 1.000
#> T72_CT_C09 1 0.7815 0.6933 0.768 0.232
#> T72_CT_C11 2 0.0000 0.9718 0.000 1.000
#> T72_CT_D01 2 0.1414 0.9753 0.020 0.980
#> T72_CT_D03 2 0.8499 0.6401 0.276 0.724
#> T72_CT_D04 2 0.0672 0.9736 0.008 0.992
#> T72_CT_D05 1 0.0000 0.9794 1.000 0.000
#> T72_CT_D07 1 0.0000 0.9794 1.000 0.000
#> T72_CT_D10 2 0.1414 0.9753 0.020 0.980
#> T72_CT_D11 1 0.0000 0.9794 1.000 0.000
#> T72_CT_E04 1 0.0000 0.9794 1.000 0.000
#> T72_CT_E05 2 0.1414 0.9753 0.020 0.980
#> T72_CT_E07 2 0.1414 0.9753 0.020 0.980
#> T72_CT_F01 2 0.1414 0.9753 0.020 0.980
#> T72_CT_F05 2 0.1414 0.9753 0.020 0.980
#> T72_CT_F07 1 0.0000 0.9794 1.000 0.000
#> T72_CT_F10 2 0.1414 0.9753 0.020 0.980
#> T72_CT_F11 2 0.0000 0.9718 0.000 1.000
#> T72_CT_G03 1 0.0000 0.9794 1.000 0.000
#> T72_CT_G04 1 0.0000 0.9794 1.000 0.000
#> T72_CT_G06 2 0.0000 0.9718 0.000 1.000
#> T72_CT_G08 2 0.1414 0.9753 0.020 0.980
#> T72_CT_G10 2 0.1414 0.9753 0.020 0.980
#> T72_CT_G11 1 0.0000 0.9794 1.000 0.000
#> T72_CT_H01 2 0.1414 0.9753 0.020 0.980
#> T72_CT_H03 2 0.1414 0.9753 0.020 0.980
#> T72_CT_H05 2 0.0000 0.9718 0.000 1.000
#> T72_CT_H08 2 0.0000 0.9718 0.000 1.000
#> T72_CT_H09 2 0.0000 0.9718 0.000 1.000
#> T72_CT_H10 1 0.0000 0.9794 1.000 0.000
#> T72_CT_H11 1 0.0000 0.9794 1.000 0.000
#> T72_CT_H12 2 0.1414 0.9753 0.020 0.980
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_A03 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_A05 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_A06 3 0.5558 0.9282 0.048 0.152 0.800
#> T0_CT_A07 3 0.5598 0.9289 0.052 0.148 0.800
#> T0_CT_A08 1 0.0424 0.9354 0.992 0.000 0.008
#> T0_CT_A10 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_A11 1 0.7227 0.7590 0.704 0.096 0.200
#> T0_CT_B01 2 0.8436 0.3211 0.324 0.568 0.108
#> T0_CT_B03 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_B05 3 0.5667 0.9254 0.060 0.140 0.800
#> T0_CT_B07 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_B08 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_B09 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_C02 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_C03 1 0.0424 0.9355 0.992 0.000 0.008
#> T0_CT_C05 2 0.1411 0.8786 0.000 0.964 0.036
#> T0_CT_C06 2 0.7145 0.1187 0.440 0.536 0.024
#> T0_CT_C07 3 0.5507 0.9219 0.056 0.136 0.808
#> T0_CT_C08 3 0.5598 0.9289 0.052 0.148 0.800
#> T0_CT_C09 2 0.9520 0.0485 0.340 0.460 0.200
#> T0_CT_C11 2 0.0000 0.8770 0.000 1.000 0.000
#> T0_CT_C12 3 0.5598 0.9289 0.052 0.148 0.800
#> T0_CT_D01 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_D02 3 0.5810 0.9097 0.072 0.132 0.796
#> T0_CT_D03 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_D05 2 0.7207 0.2142 0.032 0.584 0.384
#> T0_CT_D06 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_D07 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_D08 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_D09 2 0.2796 0.8695 0.000 0.908 0.092
#> T0_CT_D11 2 0.0237 0.8779 0.000 0.996 0.004
#> T0_CT_D12 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_E01 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_E03 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_E04 2 0.0237 0.8779 0.000 0.996 0.004
#> T0_CT_E05 1 0.7107 0.7633 0.712 0.092 0.196
#> T0_CT_E06 3 0.5558 0.9282 0.048 0.152 0.800
#> T0_CT_E07 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_E08 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_E09 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_E10 2 0.9531 0.0337 0.344 0.456 0.200
#> T0_CT_E11 3 0.5558 0.9282 0.048 0.152 0.800
#> T0_CT_E12 3 0.4121 0.7174 0.024 0.108 0.868
#> T0_CT_F01 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_F02 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_F03 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_F04 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_F05 2 0.5291 0.4691 0.000 0.732 0.268
#> T0_CT_F06 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_F07 3 0.5988 0.9162 0.056 0.168 0.776
#> T0_CT_F09 2 0.0237 0.8779 0.000 0.996 0.004
#> T0_CT_F11 3 0.4270 0.7333 0.024 0.116 0.860
#> T0_CT_F12 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_G01 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_G02 3 0.8690 0.5983 0.308 0.132 0.560
#> T0_CT_G03 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_G04 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_G07 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_G08 3 0.4555 0.9095 0.000 0.200 0.800
#> T0_CT_G09 1 0.0424 0.9355 0.992 0.000 0.008
#> T0_CT_G11 1 0.9125 0.2249 0.540 0.268 0.192
#> T0_CT_H01 2 0.8050 0.1334 0.436 0.500 0.064
#> T0_CT_H02 2 0.2796 0.8695 0.000 0.908 0.092
#> T0_CT_H04 3 0.5598 0.9289 0.052 0.148 0.800
#> T0_CT_H05 3 0.8120 0.7803 0.136 0.224 0.640
#> T0_CT_H08 3 0.5634 0.9288 0.056 0.144 0.800
#> T0_CT_H09 2 0.1337 0.8622 0.012 0.972 0.016
#> T0_CT_H12 3 0.7413 0.8047 0.104 0.204 0.692
#> T24_CT_A01 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_A03 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_A04 2 0.0747 0.8793 0.000 0.984 0.016
#> T24_CT_A05 3 0.6308 -0.1243 0.492 0.000 0.508
#> T24_CT_A07 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_A08 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_A09 1 0.1529 0.9273 0.960 0.000 0.040
#> T24_CT_A10 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_B01 1 0.0892 0.9341 0.980 0.000 0.020
#> T24_CT_B02 1 0.2261 0.9133 0.932 0.000 0.068
#> T24_CT_B03 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_B05 2 0.0237 0.8779 0.000 0.996 0.004
#> T24_CT_B06 2 0.0237 0.8779 0.000 0.996 0.004
#> T24_CT_B07 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_B08 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_B09 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_B11 3 0.5008 0.7638 0.180 0.016 0.804
#> T24_CT_C01 1 0.2261 0.9133 0.932 0.000 0.068
#> T24_CT_C02 2 0.4452 0.7045 0.000 0.808 0.192
#> T24_CT_C03 1 0.6922 0.7752 0.720 0.080 0.200
#> T24_CT_C05 2 0.1643 0.8447 0.000 0.956 0.044
#> T24_CT_C07 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_C08 2 0.0237 0.8779 0.000 0.996 0.004
#> T24_CT_C09 2 0.4452 0.7045 0.000 0.808 0.192
#> T24_CT_C10 1 0.0000 0.9354 1.000 0.000 0.000
#> T24_CT_C11 1 0.6719 0.7205 0.728 0.204 0.068
#> T24_CT_C12 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_D01 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_D02 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_D03 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_D04 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_D05 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_D06 1 0.0237 0.9356 0.996 0.000 0.004
#> T24_CT_D07 2 0.8489 0.2550 0.412 0.496 0.092
#> T24_CT_D08 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_D09 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_D10 2 0.2261 0.8751 0.000 0.932 0.068
#> T24_CT_D11 2 0.0237 0.8779 0.000 0.996 0.004
#> T24_CT_E01 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_E02 1 0.2356 0.9151 0.928 0.000 0.072
#> T24_CT_E04 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_E05 1 0.2261 0.9133 0.932 0.000 0.068
#> T24_CT_E07 2 0.3670 0.8621 0.020 0.888 0.092
#> T24_CT_E09 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_E11 1 0.1529 0.9283 0.960 0.000 0.040
#> T24_CT_E12 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_F02 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_F03 1 0.0592 0.9355 0.988 0.000 0.012
#> T24_CT_F04 1 0.7107 0.7633 0.712 0.092 0.196
#> T24_CT_F05 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_F07 1 0.7153 0.7631 0.708 0.092 0.200
#> T24_CT_F08 1 0.3482 0.8827 0.872 0.000 0.128
#> T24_CT_F09 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_F10 2 0.6546 0.6166 0.044 0.716 0.240
#> T24_CT_F11 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_F12 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_G01 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_G02 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_G03 1 0.1964 0.9198 0.944 0.000 0.056
#> T24_CT_G04 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_G05 2 0.4178 0.7240 0.000 0.828 0.172
#> T24_CT_G06 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_G08 1 0.1529 0.9272 0.960 0.000 0.040
#> T24_CT_G10 2 0.2796 0.8695 0.000 0.908 0.092
#> T24_CT_G11 1 0.3038 0.8962 0.896 0.000 0.104
#> T24_CT_G12 1 0.0237 0.9356 0.996 0.000 0.004
#> T24_CT_H01 3 0.5634 0.9288 0.056 0.144 0.800
#> T24_CT_H02 1 0.0424 0.9354 0.992 0.000 0.008
#> T24_CT_H03 2 0.0000 0.8770 0.000 1.000 0.000
#> T24_CT_H05 1 0.2448 0.9113 0.924 0.000 0.076
#> T24_CT_H07 1 0.0424 0.9355 0.992 0.000 0.008
#> T24_CT_H09 1 0.0747 0.9342 0.984 0.000 0.016
#> T24_CT_H12 1 0.0000 0.9354 1.000 0.000 0.000
#> T48_CT_A01 2 0.2796 0.8695 0.000 0.908 0.092
#> T48_CT_A02 2 0.1529 0.8783 0.000 0.960 0.040
#> T48_CT_A03 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_A04 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_A05 2 0.3030 0.8688 0.004 0.904 0.092
#> T48_CT_A06 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_A07 3 0.4555 0.9095 0.000 0.200 0.800
#> T48_CT_A08 2 0.2796 0.8695 0.000 0.908 0.092
#> T48_CT_A09 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_A10 2 0.0237 0.8747 0.000 0.996 0.004
#> T48_CT_A11 2 0.0237 0.8779 0.000 0.996 0.004
#> T48_CT_A12 1 0.2356 0.9122 0.928 0.000 0.072
#> T48_CT_B01 2 0.1860 0.8379 0.000 0.948 0.052
#> T48_CT_B02 2 0.1529 0.8482 0.000 0.960 0.040
#> T48_CT_B03 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_B04 1 0.0592 0.9350 0.988 0.000 0.012
#> T48_CT_B06 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_B08 1 0.0237 0.9354 0.996 0.000 0.004
#> T48_CT_B10 2 0.0747 0.8666 0.000 0.984 0.016
#> T48_CT_B11 2 0.0747 0.8790 0.000 0.984 0.016
#> T48_CT_B12 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_C01 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_C02 1 0.5167 0.8299 0.792 0.016 0.192
#> T48_CT_C03 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_C04 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_C05 2 0.2796 0.8695 0.000 0.908 0.092
#> T48_CT_C06 2 0.2625 0.8719 0.000 0.916 0.084
#> T48_CT_C07 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_C09 2 0.3038 0.8605 0.000 0.896 0.104
#> T48_CT_C10 1 0.0000 0.9354 1.000 0.000 0.000
#> T48_CT_C11 2 0.0237 0.8779 0.000 0.996 0.004
#> T48_CT_D01 2 0.4805 0.7114 0.012 0.812 0.176
#> T48_CT_D02 1 0.6458 0.7963 0.752 0.072 0.176
#> T48_CT_D03 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_D04 2 0.0237 0.8779 0.000 0.996 0.004
#> T48_CT_D06 2 0.2796 0.8695 0.000 0.908 0.092
#> T48_CT_D07 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_D08 1 0.2356 0.9138 0.928 0.000 0.072
#> T48_CT_D09 2 0.4346 0.7122 0.000 0.816 0.184
#> T48_CT_D10 1 0.6860 0.7771 0.732 0.092 0.176
#> T48_CT_D11 2 0.2878 0.8667 0.000 0.904 0.096
#> T48_CT_D12 1 0.0747 0.9342 0.984 0.000 0.016
#> T48_CT_E01 2 0.3528 0.8642 0.016 0.892 0.092
#> T48_CT_E02 1 0.1860 0.9213 0.948 0.000 0.052
#> T48_CT_E03 2 0.5285 0.7809 0.040 0.812 0.148
#> T48_CT_E04 2 0.6779 0.2535 0.444 0.544 0.012
#> T48_CT_E05 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_E06 1 0.2711 0.9043 0.912 0.000 0.088
#> T48_CT_E07 1 0.0237 0.9354 0.996 0.000 0.004
#> T48_CT_E08 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_E10 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_E11 1 0.0237 0.9356 0.996 0.000 0.004
#> T48_CT_E12 3 0.4555 0.9095 0.000 0.200 0.800
#> T48_CT_F01 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_F02 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_F03 1 0.6447 0.7939 0.744 0.060 0.196
#> T48_CT_F05 2 0.3619 0.7598 0.000 0.864 0.136
#> T48_CT_F07 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_F09 2 0.0592 0.8788 0.000 0.988 0.012
#> T48_CT_F10 1 0.7107 0.7633 0.712 0.092 0.196
#> T48_CT_F11 1 0.0424 0.9354 0.992 0.000 0.008
#> T48_CT_G01 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_G02 2 0.2796 0.8695 0.000 0.908 0.092
#> T48_CT_G03 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_G08 2 0.2625 0.8720 0.000 0.916 0.084
#> T48_CT_G09 2 0.3030 0.8688 0.004 0.904 0.092
#> T48_CT_G10 1 0.5760 0.4801 0.672 0.000 0.328
#> T48_CT_G11 1 0.0424 0.9355 0.992 0.000 0.008
#> T48_CT_G12 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_H01 2 0.4452 0.7045 0.000 0.808 0.192
#> T48_CT_H02 2 0.4519 0.8291 0.032 0.852 0.116
#> T48_CT_H04 1 0.5167 0.8299 0.792 0.016 0.192
#> T48_CT_H05 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.8770 0.000 1.000 0.000
#> T48_CT_H07 1 0.6807 0.7805 0.736 0.092 0.172
#> T48_CT_H08 2 0.2796 0.8695 0.000 0.908 0.092
#> T48_CT_H11 1 0.0747 0.9350 0.984 0.000 0.016
#> T48_CT_H12 2 0.0000 0.8770 0.000 1.000 0.000
#> T72_CT_A01 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_A05 2 0.2878 0.8667 0.000 0.904 0.096
#> T72_CT_A08 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_A09 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_A11 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_B01 2 0.2537 0.8729 0.000 0.920 0.080
#> T72_CT_B02 1 0.0424 0.9354 0.992 0.000 0.008
#> T72_CT_B03 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_B04 1 0.0424 0.9354 0.992 0.000 0.008
#> T72_CT_B05 2 0.4056 0.8509 0.032 0.876 0.092
#> T72_CT_B06 1 0.0237 0.9354 0.996 0.000 0.004
#> T72_CT_B08 3 0.4555 0.9095 0.000 0.200 0.800
#> T72_CT_B09 1 0.4452 0.8410 0.808 0.000 0.192
#> T72_CT_B11 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_B12 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_C04 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_C06 1 0.2774 0.8750 0.920 0.072 0.008
#> T72_CT_C07 2 0.3412 0.8419 0.000 0.876 0.124
#> T72_CT_C09 1 0.2866 0.8706 0.916 0.076 0.008
#> T72_CT_C11 3 0.4555 0.9095 0.000 0.200 0.800
#> T72_CT_D01 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_D03 1 0.8582 -0.1664 0.452 0.452 0.096
#> T72_CT_D04 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_D05 1 0.0237 0.9356 0.996 0.000 0.004
#> T72_CT_D07 1 0.0000 0.9354 1.000 0.000 0.000
#> T72_CT_D10 2 0.4399 0.8396 0.044 0.864 0.092
#> T72_CT_D11 1 0.0424 0.9354 0.992 0.000 0.008
#> T72_CT_E04 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_E05 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_E07 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_F01 2 0.0747 0.8790 0.000 0.984 0.016
#> T72_CT_F05 2 0.0747 0.8790 0.000 0.984 0.016
#> T72_CT_F07 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_F10 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_F11 2 0.3192 0.8535 0.000 0.888 0.112
#> T72_CT_G03 1 0.0424 0.9354 0.992 0.000 0.008
#> T72_CT_G04 1 0.0424 0.9354 0.992 0.000 0.008
#> T72_CT_G06 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_G08 2 0.7826 0.3857 0.076 0.612 0.312
#> T72_CT_G10 2 0.0747 0.8790 0.000 0.984 0.016
#> T72_CT_G11 1 0.1411 0.9285 0.964 0.000 0.036
#> T72_CT_H01 2 0.2796 0.8695 0.000 0.908 0.092
#> T72_CT_H03 2 0.2625 0.8719 0.000 0.916 0.084
#> T72_CT_H05 3 0.4555 0.9095 0.000 0.200 0.800
#> T72_CT_H08 3 0.4555 0.9095 0.000 0.200 0.800
#> T72_CT_H09 3 0.5634 0.9288 0.056 0.144 0.800
#> T72_CT_H10 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_H11 1 0.0424 0.9355 0.992 0.000 0.008
#> T72_CT_H12 2 0.1860 0.8772 0.000 0.948 0.052
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_A03 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_A05 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_A06 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_A07 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_A08 1 0.5033 0.8154 0.760 0.000 0.072 0.168
#> T0_CT_A10 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_A11 4 0.3307 0.7652 0.028 0.104 0.000 0.868
#> T0_CT_B01 2 0.7962 0.1082 0.248 0.476 0.012 0.264
#> T0_CT_B03 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_B05 3 0.4698 0.8151 0.120 0.068 0.804 0.008
#> T0_CT_B07 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_B08 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_B09 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_C02 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_C03 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T0_CT_C05 2 0.0817 0.8985 0.000 0.976 0.000 0.024
#> T0_CT_C06 2 0.7463 0.0993 0.364 0.456 0.000 0.180
#> T0_CT_C07 3 0.1978 0.9493 0.004 0.068 0.928 0.000
#> T0_CT_C08 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_C09 4 0.3707 0.7661 0.028 0.132 0.000 0.840
#> T0_CT_C11 2 0.2216 0.8620 0.000 0.908 0.000 0.092
#> T0_CT_C12 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_D01 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_D02 3 0.2234 0.9428 0.008 0.064 0.924 0.004
#> T0_CT_D03 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_D05 2 0.6788 0.4513 0.132 0.624 0.236 0.008
#> T0_CT_D06 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_D07 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_D08 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_D09 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T0_CT_D11 2 0.1389 0.8892 0.000 0.952 0.000 0.048
#> T0_CT_D12 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E01 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E03 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E04 2 0.1211 0.8926 0.000 0.960 0.000 0.040
#> T0_CT_E05 4 0.3444 0.7465 0.184 0.000 0.000 0.816
#> T0_CT_E06 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E07 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E08 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E09 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E10 4 0.3707 0.7661 0.028 0.132 0.000 0.840
#> T0_CT_E11 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_E12 3 0.3462 0.8366 0.004 0.020 0.860 0.116
#> T0_CT_F01 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_F02 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_F03 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_F04 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_F05 3 0.7021 0.2153 0.000 0.400 0.480 0.120
#> T0_CT_F06 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_F07 3 0.2983 0.9056 0.008 0.108 0.880 0.004
#> T0_CT_F09 2 0.1022 0.8959 0.000 0.968 0.000 0.032
#> T0_CT_F11 3 0.3367 0.8506 0.000 0.028 0.864 0.108
#> T0_CT_F12 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_G01 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_G02 3 0.6489 0.3431 0.396 0.056 0.540 0.008
#> T0_CT_G03 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_G04 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_G07 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_G08 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_G09 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T0_CT_G11 1 0.7674 0.0362 0.564 0.244 0.164 0.028
#> T0_CT_H01 2 0.6541 0.1709 0.444 0.500 0.024 0.032
#> T0_CT_H02 2 0.0188 0.9022 0.000 0.996 0.000 0.004
#> T0_CT_H04 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T0_CT_H05 3 0.7145 0.5738 0.212 0.100 0.640 0.048
#> T0_CT_H08 3 0.2053 0.9513 0.000 0.072 0.924 0.004
#> T0_CT_H09 2 0.4875 0.7242 0.068 0.772 0.000 0.160
#> T0_CT_H12 3 0.5766 0.7748 0.104 0.060 0.764 0.072
#> T24_CT_A01 1 0.3088 0.8226 0.888 0.000 0.060 0.052
#> T24_CT_A03 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_A04 2 0.0921 0.8972 0.000 0.972 0.000 0.028
#> T24_CT_A05 3 0.4829 0.5912 0.068 0.000 0.776 0.156
#> T24_CT_A07 2 0.1211 0.8926 0.000 0.960 0.000 0.040
#> T24_CT_A08 1 0.4944 0.8171 0.768 0.000 0.072 0.160
#> T24_CT_A09 1 0.5565 0.7890 0.700 0.000 0.068 0.232
#> T24_CT_A10 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T24_CT_B01 1 0.1022 0.7989 0.968 0.000 0.000 0.032
#> T24_CT_B02 1 0.5590 0.7831 0.692 0.000 0.064 0.244
#> T24_CT_B03 2 0.2048 0.8536 0.064 0.928 0.000 0.008
#> T24_CT_B05 2 0.0188 0.9023 0.000 0.996 0.000 0.004
#> T24_CT_B06 2 0.0469 0.9012 0.000 0.988 0.000 0.012
#> T24_CT_B07 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T24_CT_B08 2 0.2149 0.8651 0.000 0.912 0.000 0.088
#> T24_CT_B09 1 0.5392 0.8024 0.724 0.000 0.072 0.204
#> T24_CT_B11 3 0.0672 0.8692 0.008 0.008 0.984 0.000
#> T24_CT_C01 1 0.5723 0.7784 0.684 0.000 0.072 0.244
#> T24_CT_C02 4 0.4387 0.6939 0.012 0.236 0.000 0.752
#> T24_CT_C03 4 0.3219 0.7444 0.164 0.000 0.000 0.836
#> T24_CT_C05 2 0.2973 0.8133 0.000 0.856 0.000 0.144
#> T24_CT_C07 2 0.0817 0.8991 0.000 0.976 0.000 0.024
#> T24_CT_C08 2 0.0336 0.9020 0.000 0.992 0.000 0.008
#> T24_CT_C09 4 0.4137 0.7192 0.012 0.208 0.000 0.780
#> T24_CT_C10 1 0.3754 0.8244 0.852 0.000 0.064 0.084
#> T24_CT_C11 1 0.7189 -0.1128 0.532 0.300 0.000 0.168
#> T24_CT_C12 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.2149 0.8651 0.000 0.912 0.000 0.088
#> T24_CT_D02 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_D03 2 0.1637 0.8834 0.000 0.940 0.000 0.060
#> T24_CT_D04 1 0.5392 0.8024 0.724 0.000 0.072 0.204
#> T24_CT_D05 1 0.0524 0.7958 0.988 0.004 0.000 0.008
#> T24_CT_D06 1 0.3323 0.8234 0.876 0.000 0.064 0.060
#> T24_CT_D07 2 0.5294 0.1610 0.484 0.508 0.000 0.008
#> T24_CT_D08 2 0.1940 0.8737 0.000 0.924 0.000 0.076
#> T24_CT_D09 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_D11 2 0.0469 0.9012 0.000 0.988 0.000 0.012
#> T24_CT_E01 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T24_CT_E02 1 0.5218 0.8031 0.736 0.000 0.064 0.200
#> T24_CT_E04 2 0.0592 0.9005 0.000 0.984 0.000 0.016
#> T24_CT_E05 1 0.5723 0.7784 0.684 0.000 0.072 0.244
#> T24_CT_E07 2 0.4360 0.6340 0.248 0.744 0.000 0.008
#> T24_CT_E09 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T24_CT_E11 1 0.5218 0.8077 0.736 0.000 0.064 0.200
#> T24_CT_E12 2 0.2149 0.8651 0.000 0.912 0.000 0.088
#> T24_CT_F01 2 0.2081 0.8681 0.000 0.916 0.000 0.084
#> T24_CT_F02 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_F03 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T24_CT_F04 4 0.3172 0.7542 0.160 0.000 0.000 0.840
#> T24_CT_F05 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T24_CT_F07 4 0.2973 0.7536 0.144 0.000 0.000 0.856
#> T24_CT_F08 1 0.6278 0.5711 0.532 0.000 0.060 0.408
#> T24_CT_F09 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_F10 2 0.4673 0.6456 0.232 0.748 0.012 0.008
#> T24_CT_F11 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T24_CT_F12 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_G01 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_G02 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T24_CT_G03 1 0.5662 0.7841 0.692 0.000 0.072 0.236
#> T24_CT_G04 2 0.2342 0.8404 0.080 0.912 0.000 0.008
#> T24_CT_G05 4 0.4722 0.6032 0.008 0.300 0.000 0.692
#> T24_CT_G06 1 0.4893 0.8174 0.768 0.000 0.064 0.168
#> T24_CT_G08 1 0.5662 0.7841 0.692 0.000 0.072 0.236
#> T24_CT_G10 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T24_CT_G11 1 0.6350 0.6367 0.564 0.000 0.072 0.364
#> T24_CT_G12 1 0.2816 0.8196 0.900 0.000 0.064 0.036
#> T24_CT_H01 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T24_CT_H02 1 0.5180 0.8088 0.740 0.000 0.064 0.196
#> T24_CT_H03 2 0.1118 0.8943 0.000 0.964 0.000 0.036
#> T24_CT_H05 1 0.2831 0.7384 0.876 0.000 0.004 0.120
#> T24_CT_H07 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T24_CT_H09 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T24_CT_H12 1 0.4130 0.8234 0.828 0.000 0.064 0.108
#> T48_CT_A01 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_A02 2 0.0188 0.9022 0.000 0.996 0.000 0.004
#> T48_CT_A03 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T48_CT_A04 2 0.1716 0.8810 0.000 0.936 0.000 0.064
#> T48_CT_A05 2 0.4158 0.6692 0.224 0.768 0.000 0.008
#> T48_CT_A06 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T48_CT_A07 3 0.2011 0.9475 0.000 0.080 0.920 0.000
#> T48_CT_A08 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_A09 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T48_CT_A10 2 0.2216 0.8625 0.000 0.908 0.000 0.092
#> T48_CT_A11 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T48_CT_A12 1 0.0707 0.7919 0.980 0.000 0.000 0.020
#> T48_CT_B01 2 0.3172 0.7946 0.000 0.840 0.000 0.160
#> T48_CT_B02 2 0.2469 0.8495 0.000 0.892 0.000 0.108
#> T48_CT_B03 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T48_CT_B04 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T48_CT_B06 2 0.1118 0.8943 0.000 0.964 0.000 0.036
#> T48_CT_B08 1 0.4758 0.8188 0.780 0.000 0.064 0.156
#> T48_CT_B10 2 0.2216 0.8625 0.000 0.908 0.000 0.092
#> T48_CT_B11 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_B12 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T48_CT_C01 2 0.0592 0.9006 0.000 0.984 0.000 0.016
#> T48_CT_C02 4 0.2589 0.6160 0.116 0.000 0.000 0.884
#> T48_CT_C03 2 0.2149 0.8651 0.000 0.912 0.000 0.088
#> T48_CT_C04 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T48_CT_C05 2 0.1042 0.8911 0.020 0.972 0.000 0.008
#> T48_CT_C06 2 0.1661 0.8641 0.052 0.944 0.000 0.004
#> T48_CT_C07 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T48_CT_C09 2 0.0927 0.8932 0.000 0.976 0.016 0.008
#> T48_CT_C10 1 0.2345 0.8198 0.900 0.000 0.000 0.100
#> T48_CT_C11 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_D01 4 0.6926 0.2204 0.108 0.432 0.000 0.460
#> T48_CT_D02 4 0.4730 0.6068 0.364 0.000 0.000 0.636
#> T48_CT_D03 1 0.5180 0.8095 0.740 0.000 0.064 0.196
#> T48_CT_D04 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_D06 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_D07 2 0.1792 0.8787 0.000 0.932 0.000 0.068
#> T48_CT_D08 1 0.3521 0.8047 0.864 0.000 0.052 0.084
#> T48_CT_D09 4 0.4792 0.5820 0.008 0.312 0.000 0.680
#> T48_CT_D10 4 0.4624 0.6382 0.340 0.000 0.000 0.660
#> T48_CT_D11 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_D12 1 0.5429 0.8003 0.720 0.000 0.072 0.208
#> T48_CT_E01 2 0.4360 0.6340 0.248 0.744 0.000 0.008
#> T48_CT_E02 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T48_CT_E03 2 0.4262 0.6522 0.236 0.756 0.000 0.008
#> T48_CT_E04 2 0.5407 0.1301 0.484 0.504 0.000 0.012
#> T48_CT_E05 2 0.1256 0.8882 0.028 0.964 0.000 0.008
#> T48_CT_E06 1 0.6249 0.6776 0.592 0.000 0.072 0.336
#> T48_CT_E07 1 0.4944 0.8171 0.768 0.000 0.072 0.160
#> T48_CT_E08 2 0.1022 0.8964 0.000 0.968 0.000 0.032
#> T48_CT_E10 1 0.4944 0.8171 0.768 0.000 0.072 0.160
#> T48_CT_E11 1 0.1389 0.8130 0.952 0.000 0.000 0.048
#> T48_CT_E12 3 0.2149 0.9397 0.000 0.088 0.912 0.000
#> T48_CT_F01 2 0.2216 0.8625 0.000 0.908 0.000 0.092
#> T48_CT_F02 1 0.0336 0.7965 0.992 0.000 0.000 0.008
#> T48_CT_F03 4 0.3873 0.7074 0.228 0.000 0.000 0.772
#> T48_CT_F05 2 0.3942 0.6864 0.000 0.764 0.000 0.236
#> T48_CT_F07 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.0188 0.9022 0.000 0.996 0.000 0.004
#> T48_CT_F10 4 0.3219 0.7526 0.164 0.000 0.000 0.836
#> T48_CT_F11 1 0.4989 0.8162 0.764 0.000 0.072 0.164
#> T48_CT_G01 1 0.3810 0.8252 0.848 0.000 0.060 0.092
#> T48_CT_G02 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_G03 2 0.0921 0.8976 0.000 0.972 0.000 0.028
#> T48_CT_G07 2 0.1302 0.8910 0.000 0.956 0.000 0.044
#> T48_CT_G08 2 0.1489 0.8717 0.044 0.952 0.000 0.004
#> T48_CT_G09 2 0.4228 0.6581 0.232 0.760 0.000 0.008
#> T48_CT_G10 1 0.6482 0.6980 0.640 0.000 0.208 0.152
#> T48_CT_G11 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T48_CT_G12 2 0.1389 0.8892 0.000 0.952 0.000 0.048
#> T48_CT_H01 4 0.4387 0.6939 0.012 0.236 0.000 0.752
#> T48_CT_H02 2 0.4295 0.6465 0.240 0.752 0.000 0.008
#> T48_CT_H04 4 0.2589 0.6160 0.116 0.000 0.000 0.884
#> T48_CT_H05 2 0.2081 0.8681 0.000 0.916 0.000 0.084
#> T48_CT_H06 2 0.2011 0.8709 0.000 0.920 0.000 0.080
#> T48_CT_H07 4 0.4877 0.5423 0.408 0.000 0.000 0.592
#> T48_CT_H08 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T48_CT_H11 1 0.0707 0.7876 0.980 0.000 0.000 0.020
#> T48_CT_H12 2 0.1792 0.8788 0.000 0.932 0.000 0.068
#> T72_CT_A01 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_A05 2 0.0336 0.9008 0.000 0.992 0.000 0.008
#> T72_CT_A08 1 0.0336 0.8038 0.992 0.000 0.000 0.008
#> T72_CT_A09 2 0.0336 0.9008 0.000 0.992 0.000 0.008
#> T72_CT_A11 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_B01 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_B02 1 0.5033 0.8154 0.760 0.000 0.072 0.168
#> T72_CT_B03 1 0.0188 0.7988 0.996 0.000 0.000 0.004
#> T72_CT_B04 1 0.5033 0.8154 0.760 0.000 0.072 0.168
#> T72_CT_B05 2 0.4328 0.6404 0.244 0.748 0.000 0.008
#> T72_CT_B06 1 0.4944 0.8171 0.768 0.000 0.072 0.160
#> T72_CT_B08 3 0.1940 0.9508 0.000 0.076 0.924 0.000
#> T72_CT_B09 4 0.2647 0.6103 0.120 0.000 0.000 0.880
#> T72_CT_B11 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T72_CT_B12 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_C04 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_C06 1 0.1151 0.7776 0.968 0.024 0.000 0.008
#> T72_CT_C07 2 0.0927 0.8932 0.000 0.976 0.016 0.008
#> T72_CT_C09 1 0.1042 0.7787 0.972 0.020 0.000 0.008
#> T72_CT_C11 3 0.2973 0.8749 0.000 0.144 0.856 0.000
#> T72_CT_D01 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_D03 1 0.5282 0.3931 0.688 0.276 0.000 0.036
#> T72_CT_D04 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_D05 1 0.0188 0.8024 0.996 0.000 0.000 0.004
#> T72_CT_D07 1 0.0336 0.8033 0.992 0.000 0.000 0.008
#> T72_CT_D10 2 0.4360 0.6344 0.248 0.744 0.000 0.008
#> T72_CT_D11 1 0.5033 0.8154 0.760 0.000 0.072 0.168
#> T72_CT_E04 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T72_CT_E05 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_E07 2 0.2048 0.8549 0.064 0.928 0.000 0.008
#> T72_CT_F01 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_F05 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T72_CT_F07 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T72_CT_F10 2 0.0188 0.9019 0.000 0.996 0.000 0.004
#> T72_CT_F11 2 0.0895 0.8922 0.000 0.976 0.020 0.004
#> T72_CT_G03 1 0.5118 0.8131 0.752 0.000 0.072 0.176
#> T72_CT_G04 1 0.5118 0.8131 0.752 0.000 0.072 0.176
#> T72_CT_G06 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T72_CT_G08 2 0.6281 0.5343 0.236 0.664 0.092 0.008
#> T72_CT_G10 2 0.0469 0.9012 0.000 0.988 0.000 0.012
#> T72_CT_G11 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T72_CT_H03 2 0.0000 0.9023 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T72_CT_H08 3 0.2149 0.9397 0.000 0.088 0.912 0.000
#> T72_CT_H09 3 0.1867 0.9540 0.000 0.072 0.928 0.000
#> T72_CT_H10 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T72_CT_H11 1 0.0000 0.8008 1.000 0.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.9023 0.000 1.000 0.000 0.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0771 0.9488 0.000 0.004 0.976 0.000 0.020
#> T0_CT_A03 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_A05 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_A06 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_A07 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_A08 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T0_CT_A10 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_A11 4 0.0693 0.7815 0.000 0.008 0.000 0.980 0.012
#> T0_CT_B01 5 0.4746 0.5090 0.000 0.152 0.028 0.060 0.760
#> T0_CT_B03 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_B05 3 0.4619 0.3064 0.004 0.004 0.592 0.004 0.396
#> T0_CT_B07 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_B08 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_B09 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_C02 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_C03 5 0.3935 0.7180 0.220 0.000 0.012 0.008 0.760
#> T0_CT_C05 2 0.2438 0.8188 0.000 0.900 0.000 0.060 0.040
#> T0_CT_C06 5 0.4025 0.5444 0.000 0.156 0.016 0.032 0.796
#> T0_CT_C07 3 0.0404 0.9480 0.000 0.000 0.988 0.000 0.012
#> T0_CT_C08 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_C09 4 0.0671 0.7824 0.000 0.016 0.000 0.980 0.004
#> T0_CT_C11 2 0.2964 0.7832 0.000 0.856 0.000 0.120 0.024
#> T0_CT_C12 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_D01 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_D02 3 0.0510 0.9462 0.000 0.000 0.984 0.000 0.016
#> T0_CT_D03 3 0.1041 0.9449 0.000 0.004 0.964 0.000 0.032
#> T0_CT_D05 5 0.5330 0.4498 0.000 0.132 0.180 0.004 0.684
#> T0_CT_D06 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_D07 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_D08 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_D09 2 0.3328 0.8175 0.000 0.812 0.004 0.008 0.176
#> T0_CT_D11 2 0.2769 0.8028 0.000 0.876 0.000 0.092 0.032
#> T0_CT_D12 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_E01 3 0.0865 0.9476 0.000 0.004 0.972 0.000 0.024
#> T0_CT_E03 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_E04 2 0.2754 0.8067 0.000 0.880 0.000 0.080 0.040
#> T0_CT_E05 4 0.4809 0.5286 0.036 0.000 0.004 0.664 0.296
#> T0_CT_E06 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_E07 3 0.0451 0.9512 0.000 0.004 0.988 0.000 0.008
#> T0_CT_E08 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_E09 3 0.0566 0.9506 0.000 0.004 0.984 0.000 0.012
#> T0_CT_E10 4 0.0671 0.7824 0.000 0.016 0.000 0.980 0.004
#> T0_CT_E11 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_E12 3 0.0912 0.9404 0.000 0.000 0.972 0.012 0.016
#> T0_CT_F01 3 0.0324 0.9518 0.000 0.004 0.992 0.000 0.004
#> T0_CT_F02 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_F03 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_F04 3 0.0451 0.9512 0.000 0.004 0.988 0.000 0.008
#> T0_CT_F05 2 0.7222 -0.0114 0.000 0.436 0.380 0.116 0.068
#> T0_CT_F06 3 0.0771 0.9488 0.000 0.004 0.976 0.000 0.020
#> T0_CT_F07 3 0.2570 0.8460 0.000 0.008 0.880 0.004 0.108
#> T0_CT_F09 2 0.2331 0.8115 0.000 0.900 0.000 0.080 0.020
#> T0_CT_F11 3 0.0807 0.9430 0.000 0.000 0.976 0.012 0.012
#> T0_CT_F12 3 0.0324 0.9517 0.000 0.004 0.992 0.000 0.004
#> T0_CT_G01 3 0.0162 0.9520 0.000 0.004 0.996 0.000 0.000
#> T0_CT_G02 5 0.4888 0.5321 0.064 0.000 0.232 0.004 0.700
#> T0_CT_G03 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_G04 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_G07 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_G08 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T0_CT_G09 5 0.3607 0.7169 0.244 0.000 0.000 0.004 0.752
#> T0_CT_G11 5 0.4774 0.6227 0.052 0.060 0.084 0.012 0.792
#> T0_CT_H01 5 0.4357 0.6364 0.056 0.072 0.048 0.008 0.816
#> T0_CT_H02 2 0.2464 0.8370 0.000 0.892 0.004 0.012 0.092
#> T0_CT_H04 3 0.0566 0.9504 0.000 0.004 0.984 0.000 0.012
#> T0_CT_H05 5 0.4866 0.4815 0.000 0.044 0.216 0.020 0.720
#> T0_CT_H08 3 0.0833 0.9473 0.000 0.004 0.976 0.004 0.016
#> T0_CT_H09 2 0.6362 0.0486 0.000 0.484 0.004 0.148 0.364
#> T0_CT_H12 3 0.4658 0.5354 0.000 0.016 0.684 0.016 0.284
#> T24_CT_A01 1 0.4781 0.2440 0.592 0.000 0.012 0.008 0.388
#> T24_CT_A03 2 0.2424 0.8385 0.000 0.868 0.000 0.000 0.132
#> T24_CT_A04 2 0.2569 0.8189 0.000 0.892 0.000 0.068 0.040
#> T24_CT_A05 3 0.3477 0.8208 0.088 0.000 0.852 0.036 0.024
#> T24_CT_A07 2 0.2012 0.8200 0.000 0.920 0.000 0.060 0.020
#> T24_CT_A08 1 0.0290 0.9056 0.992 0.000 0.000 0.000 0.008
#> T24_CT_A09 1 0.0727 0.9016 0.980 0.000 0.004 0.004 0.012
#> T24_CT_A10 5 0.3690 0.7239 0.224 0.000 0.000 0.012 0.764
#> T24_CT_B01 5 0.3875 0.7170 0.228 0.000 0.004 0.012 0.756
#> T24_CT_B02 1 0.1569 0.8868 0.944 0.000 0.004 0.008 0.044
#> T24_CT_B03 2 0.3123 0.8066 0.000 0.812 0.000 0.004 0.184
#> T24_CT_B05 2 0.0703 0.8368 0.000 0.976 0.000 0.024 0.000
#> T24_CT_B06 2 0.1469 0.8306 0.000 0.948 0.000 0.036 0.016
#> T24_CT_B07 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T24_CT_B08 2 0.2873 0.7869 0.000 0.860 0.000 0.120 0.020
#> T24_CT_B09 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T24_CT_B11 3 0.0290 0.9499 0.000 0.000 0.992 0.000 0.008
#> T24_CT_C01 1 0.1356 0.8808 0.956 0.000 0.004 0.028 0.012
#> T24_CT_C02 4 0.4224 0.6974 0.000 0.216 0.000 0.744 0.040
#> T24_CT_C03 4 0.3292 0.7527 0.032 0.000 0.004 0.844 0.120
#> T24_CT_C05 2 0.3099 0.7757 0.000 0.848 0.000 0.124 0.028
#> T24_CT_C07 2 0.1628 0.8278 0.000 0.936 0.000 0.056 0.008
#> T24_CT_C08 2 0.2209 0.8267 0.000 0.912 0.000 0.056 0.032
#> T24_CT_C09 4 0.3267 0.7520 0.000 0.112 0.000 0.844 0.044
#> T24_CT_C10 1 0.4029 0.4497 0.680 0.000 0.000 0.004 0.316
#> T24_CT_C11 5 0.5314 0.5794 0.068 0.120 0.004 0.064 0.744
#> T24_CT_C12 2 0.2424 0.8385 0.000 0.868 0.000 0.000 0.132
#> T24_CT_D01 2 0.2773 0.7934 0.000 0.868 0.000 0.112 0.020
#> T24_CT_D02 2 0.3013 0.8286 0.000 0.832 0.000 0.008 0.160
#> T24_CT_D03 2 0.2669 0.7992 0.000 0.876 0.000 0.104 0.020
#> T24_CT_D04 1 0.0727 0.9042 0.980 0.000 0.004 0.004 0.012
#> T24_CT_D05 5 0.3700 0.7156 0.240 0.000 0.000 0.008 0.752
#> T24_CT_D06 1 0.4142 0.4789 0.684 0.000 0.004 0.004 0.308
#> T24_CT_D07 5 0.5745 0.4252 0.096 0.288 0.000 0.008 0.608
#> T24_CT_D08 2 0.2669 0.7992 0.000 0.876 0.000 0.104 0.020
#> T24_CT_D09 2 0.2471 0.8373 0.000 0.864 0.000 0.000 0.136
#> T24_CT_D10 2 0.1478 0.8460 0.000 0.936 0.000 0.000 0.064
#> T24_CT_D11 2 0.1364 0.8317 0.000 0.952 0.000 0.036 0.012
#> T24_CT_E01 5 0.3607 0.7174 0.244 0.000 0.000 0.004 0.752
#> T24_CT_E02 1 0.3023 0.8163 0.860 0.000 0.004 0.024 0.112
#> T24_CT_E04 2 0.1444 0.8310 0.000 0.948 0.000 0.040 0.012
#> T24_CT_E05 1 0.1012 0.8847 0.968 0.000 0.000 0.020 0.012
#> T24_CT_E07 5 0.4375 0.0444 0.000 0.420 0.000 0.004 0.576
#> T24_CT_E09 1 0.0613 0.9017 0.984 0.000 0.004 0.004 0.008
#> T24_CT_E11 1 0.2052 0.8569 0.912 0.000 0.004 0.004 0.080
#> T24_CT_E12 2 0.2722 0.7961 0.000 0.872 0.000 0.108 0.020
#> T24_CT_F01 2 0.2722 0.7961 0.000 0.872 0.000 0.108 0.020
#> T24_CT_F02 2 0.2136 0.8449 0.000 0.904 0.000 0.008 0.088
#> T24_CT_F03 5 0.3707 0.7238 0.220 0.000 0.004 0.008 0.768
#> T24_CT_F04 4 0.2837 0.7739 0.004 0.016 0.004 0.876 0.100
#> T24_CT_F05 5 0.3491 0.7238 0.228 0.000 0.000 0.004 0.768
#> T24_CT_F07 4 0.2358 0.7647 0.008 0.000 0.000 0.888 0.104
#> T24_CT_F08 1 0.3433 0.7417 0.832 0.000 0.004 0.132 0.032
#> T24_CT_F09 2 0.3013 0.8287 0.000 0.832 0.000 0.008 0.160
#> T24_CT_F10 5 0.4822 0.0453 0.000 0.416 0.016 0.004 0.564
#> T24_CT_F11 5 0.3491 0.7238 0.228 0.000 0.000 0.004 0.768
#> T24_CT_F12 2 0.2462 0.8419 0.000 0.880 0.000 0.008 0.112
#> T24_CT_G01 2 0.1671 0.8462 0.000 0.924 0.000 0.000 0.076
#> T24_CT_G02 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T24_CT_G03 1 0.0613 0.9017 0.984 0.000 0.004 0.004 0.008
#> T24_CT_G04 2 0.4047 0.6244 0.000 0.676 0.000 0.004 0.320
#> T24_CT_G05 4 0.4527 0.6559 0.000 0.260 0.000 0.700 0.040
#> T24_CT_G06 1 0.1502 0.8814 0.940 0.000 0.000 0.004 0.056
#> T24_CT_G08 1 0.0613 0.9017 0.984 0.000 0.004 0.004 0.008
#> T24_CT_G10 2 0.2424 0.8385 0.000 0.868 0.000 0.000 0.132
#> T24_CT_G11 1 0.2629 0.7822 0.880 0.000 0.004 0.104 0.012
#> T24_CT_G12 1 0.4530 0.2671 0.612 0.000 0.004 0.008 0.376
#> T24_CT_H01 3 0.0324 0.9519 0.000 0.004 0.992 0.000 0.004
#> T24_CT_H02 1 0.1991 0.8637 0.916 0.000 0.004 0.004 0.076
#> T24_CT_H03 2 0.2270 0.8133 0.000 0.904 0.000 0.076 0.020
#> T24_CT_H05 5 0.3914 0.7195 0.220 0.000 0.004 0.016 0.760
#> T24_CT_H07 5 0.3676 0.7218 0.232 0.000 0.004 0.004 0.760
#> T24_CT_H09 1 0.0613 0.9017 0.984 0.000 0.004 0.004 0.008
#> T24_CT_H12 1 0.3797 0.6321 0.756 0.000 0.004 0.008 0.232
#> T48_CT_A01 2 0.2909 0.8314 0.000 0.848 0.000 0.012 0.140
#> T48_CT_A02 2 0.2136 0.8458 0.000 0.904 0.000 0.008 0.088
#> T48_CT_A03 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A04 2 0.2616 0.8009 0.000 0.880 0.000 0.100 0.020
#> T48_CT_A05 2 0.4452 0.2094 0.000 0.500 0.000 0.004 0.496
#> T48_CT_A06 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A07 3 0.2131 0.9151 0.000 0.016 0.920 0.008 0.056
#> T48_CT_A08 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T48_CT_A09 5 0.3607 0.7174 0.244 0.000 0.000 0.004 0.752
#> T48_CT_A10 2 0.2824 0.7900 0.000 0.864 0.000 0.116 0.020
#> T48_CT_A11 2 0.1732 0.8461 0.000 0.920 0.000 0.000 0.080
#> T48_CT_A12 5 0.3914 0.7198 0.220 0.000 0.004 0.016 0.760
#> T48_CT_B01 2 0.3106 0.7730 0.000 0.844 0.000 0.132 0.024
#> T48_CT_B02 2 0.3370 0.7535 0.000 0.824 0.000 0.148 0.028
#> T48_CT_B03 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B04 1 0.0000 0.9043 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.2270 0.8131 0.000 0.904 0.000 0.076 0.020
#> T48_CT_B08 1 0.1732 0.8597 0.920 0.000 0.000 0.000 0.080
#> T48_CT_B10 2 0.3012 0.7795 0.000 0.852 0.000 0.124 0.024
#> T48_CT_B11 2 0.2377 0.8397 0.000 0.872 0.000 0.000 0.128
#> T48_CT_B12 5 0.3398 0.7256 0.216 0.000 0.000 0.004 0.780
#> T48_CT_C01 2 0.1386 0.8318 0.000 0.952 0.000 0.032 0.016
#> T48_CT_C02 4 0.3635 0.6094 0.248 0.000 0.000 0.748 0.004
#> T48_CT_C03 2 0.3002 0.7836 0.000 0.856 0.000 0.116 0.028
#> T48_CT_C04 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T48_CT_C05 2 0.2970 0.8183 0.000 0.828 0.000 0.004 0.168
#> T48_CT_C06 2 0.2561 0.8343 0.000 0.856 0.000 0.000 0.144
#> T48_CT_C07 5 0.3690 0.7239 0.224 0.000 0.000 0.012 0.764
#> T48_CT_C09 2 0.3437 0.8152 0.000 0.808 0.004 0.012 0.176
#> T48_CT_C10 5 0.4437 0.3290 0.464 0.000 0.000 0.004 0.532
#> T48_CT_C11 2 0.1965 0.8459 0.000 0.904 0.000 0.000 0.096
#> T48_CT_D01 5 0.6695 -0.1734 0.000 0.204 0.004 0.364 0.428
#> T48_CT_D02 5 0.5699 -0.0473 0.068 0.000 0.004 0.452 0.476
#> T48_CT_D03 1 0.1518 0.8846 0.944 0.000 0.004 0.004 0.048
#> T48_CT_D04 2 0.1732 0.8465 0.000 0.920 0.000 0.000 0.080
#> T48_CT_D06 2 0.2798 0.8331 0.000 0.852 0.000 0.008 0.140
#> T48_CT_D07 2 0.2616 0.8009 0.000 0.880 0.000 0.100 0.020
#> T48_CT_D08 5 0.4871 0.4805 0.368 0.000 0.004 0.024 0.604
#> T48_CT_D09 4 0.4990 0.4454 0.000 0.360 0.000 0.600 0.040
#> T48_CT_D10 5 0.5843 -0.1736 0.012 0.052 0.004 0.460 0.472
#> T48_CT_D11 2 0.3132 0.8222 0.000 0.820 0.000 0.008 0.172
#> T48_CT_D12 1 0.0000 0.9043 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 5 0.4331 0.1217 0.000 0.400 0.000 0.004 0.596
#> T48_CT_E02 5 0.3628 0.7235 0.216 0.000 0.000 0.012 0.772
#> T48_CT_E03 5 0.4730 0.0508 0.000 0.416 0.012 0.004 0.568
#> T48_CT_E04 5 0.2670 0.5949 0.028 0.080 0.000 0.004 0.888
#> T48_CT_E05 2 0.1399 0.8316 0.000 0.952 0.000 0.028 0.020
#> T48_CT_E06 1 0.2248 0.8006 0.900 0.000 0.000 0.088 0.012
#> T48_CT_E07 1 0.0290 0.9056 0.992 0.000 0.000 0.000 0.008
#> T48_CT_E08 2 0.2561 0.8033 0.000 0.884 0.000 0.096 0.020
#> T48_CT_E10 1 0.0703 0.9004 0.976 0.000 0.000 0.000 0.024
#> T48_CT_E11 5 0.4088 0.6485 0.304 0.000 0.000 0.008 0.688
#> T48_CT_E12 3 0.2297 0.9064 0.000 0.020 0.912 0.008 0.060
#> T48_CT_F01 2 0.2873 0.7869 0.000 0.860 0.000 0.120 0.020
#> T48_CT_F02 5 0.3659 0.7240 0.220 0.000 0.000 0.012 0.768
#> T48_CT_F03 4 0.4037 0.6493 0.020 0.000 0.004 0.752 0.224
#> T48_CT_F05 2 0.4254 0.6429 0.000 0.740 0.000 0.220 0.040
#> T48_CT_F07 5 0.3807 0.7182 0.240 0.000 0.000 0.012 0.748
#> T48_CT_F09 2 0.1469 0.8433 0.000 0.948 0.000 0.016 0.036
#> T48_CT_F10 4 0.2753 0.7408 0.008 0.000 0.000 0.856 0.136
#> T48_CT_F11 1 0.0404 0.9047 0.988 0.000 0.000 0.000 0.012
#> T48_CT_G01 1 0.4575 0.2289 0.596 0.000 0.004 0.008 0.392
#> T48_CT_G02 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T48_CT_G03 2 0.1485 0.8303 0.000 0.948 0.000 0.032 0.020
#> T48_CT_G07 2 0.2270 0.8133 0.000 0.904 0.000 0.076 0.020
#> T48_CT_G08 2 0.2561 0.8343 0.000 0.856 0.000 0.000 0.144
#> T48_CT_G09 2 0.4449 0.2483 0.000 0.512 0.000 0.004 0.484
#> T48_CT_G10 1 0.1331 0.8630 0.952 0.000 0.040 0.000 0.008
#> T48_CT_G11 5 0.3305 0.7248 0.224 0.000 0.000 0.000 0.776
#> T48_CT_G12 2 0.2561 0.8034 0.000 0.884 0.000 0.096 0.020
#> T48_CT_H01 4 0.4233 0.7028 0.000 0.208 0.000 0.748 0.044
#> T48_CT_H02 5 0.4562 -0.0347 0.004 0.444 0.000 0.004 0.548
#> T48_CT_H04 4 0.3635 0.6094 0.248 0.000 0.000 0.748 0.004
#> T48_CT_H05 2 0.2773 0.7931 0.000 0.868 0.000 0.112 0.020
#> T48_CT_H06 2 0.2669 0.7985 0.000 0.876 0.000 0.104 0.020
#> T48_CT_H07 5 0.5953 0.0959 0.052 0.020 0.004 0.396 0.528
#> T48_CT_H08 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T48_CT_H11 5 0.3696 0.7239 0.212 0.000 0.000 0.016 0.772
#> T48_CT_H12 2 0.2561 0.8042 0.000 0.884 0.000 0.096 0.020
#> T72_CT_A01 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_A05 2 0.3203 0.8210 0.000 0.820 0.000 0.012 0.168
#> T72_CT_A08 5 0.3835 0.7040 0.260 0.000 0.000 0.008 0.732
#> T72_CT_A09 2 0.2909 0.8314 0.000 0.848 0.000 0.012 0.140
#> T72_CT_A11 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_B01 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_B02 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T72_CT_B03 5 0.3607 0.7169 0.244 0.000 0.000 0.004 0.752
#> T72_CT_B04 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T72_CT_B05 5 0.4397 0.0123 0.000 0.432 0.000 0.004 0.564
#> T72_CT_B06 1 0.0404 0.9047 0.988 0.000 0.000 0.000 0.012
#> T72_CT_B08 3 0.1913 0.9260 0.000 0.016 0.932 0.008 0.044
#> T72_CT_B09 4 0.4009 0.5151 0.312 0.000 0.000 0.684 0.004
#> T72_CT_B11 5 0.3607 0.7174 0.244 0.000 0.000 0.004 0.752
#> T72_CT_B12 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_C04 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_C06 5 0.3538 0.7048 0.176 0.016 0.000 0.004 0.804
#> T72_CT_C07 2 0.3437 0.8152 0.000 0.808 0.004 0.012 0.176
#> T72_CT_C09 5 0.3343 0.7043 0.172 0.016 0.000 0.000 0.812
#> T72_CT_C11 3 0.5057 0.6228 0.000 0.100 0.716 0.008 0.176
#> T72_CT_D01 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_D03 5 0.6393 0.3046 0.180 0.292 0.000 0.004 0.524
#> T72_CT_D04 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_D05 5 0.3607 0.7174 0.244 0.000 0.000 0.004 0.752
#> T72_CT_D07 5 0.3480 0.7152 0.248 0.000 0.000 0.000 0.752
#> T72_CT_D10 5 0.4397 0.0146 0.000 0.432 0.000 0.004 0.564
#> T72_CT_D11 1 0.0290 0.9056 0.992 0.000 0.000 0.000 0.008
#> T72_CT_E04 5 0.3491 0.7238 0.228 0.000 0.000 0.004 0.768
#> T72_CT_E05 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_E07 2 0.3521 0.7568 0.000 0.764 0.000 0.004 0.232
#> T72_CT_F01 2 0.2230 0.8421 0.000 0.884 0.000 0.000 0.116
#> T72_CT_F05 2 0.1251 0.8453 0.000 0.956 0.000 0.008 0.036
#> T72_CT_F07 5 0.3607 0.7174 0.244 0.000 0.000 0.004 0.752
#> T72_CT_F10 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_F11 2 0.3437 0.8152 0.000 0.808 0.004 0.012 0.176
#> T72_CT_G03 1 0.0162 0.9058 0.996 0.000 0.000 0.000 0.004
#> T72_CT_G04 1 0.0290 0.9056 0.992 0.000 0.000 0.000 0.008
#> T72_CT_G06 2 0.2452 0.8370 0.000 0.896 0.004 0.016 0.084
#> T72_CT_G08 5 0.3457 0.5650 0.004 0.108 0.040 0.004 0.844
#> T72_CT_G10 2 0.2144 0.8453 0.000 0.912 0.000 0.020 0.068
#> T72_CT_G11 5 0.3659 0.7240 0.220 0.000 0.000 0.012 0.768
#> T72_CT_H01 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_H03 2 0.2516 0.8358 0.000 0.860 0.000 0.000 0.140
#> T72_CT_H05 3 0.1412 0.9404 0.000 0.004 0.952 0.008 0.036
#> T72_CT_H08 3 0.2060 0.9188 0.000 0.016 0.924 0.008 0.052
#> T72_CT_H09 3 0.0324 0.9519 0.000 0.004 0.992 0.000 0.004
#> T72_CT_H10 5 0.3521 0.7233 0.232 0.000 0.000 0.004 0.764
#> T72_CT_H11 5 0.3607 0.7174 0.244 0.000 0.000 0.004 0.752
#> T72_CT_H12 2 0.2377 0.8398 0.000 0.872 0.000 0.000 0.128
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.0748 0.9223 0.004 0.016 0.976 0.000 0.000 0.004
#> T0_CT_A03 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 3 0.1976 0.9022 0.000 0.008 0.916 0.000 0.016 0.060
#> T0_CT_A07 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T0_CT_A10 3 0.1801 0.9063 0.000 0.004 0.924 0.000 0.016 0.056
#> T0_CT_A11 6 0.3607 0.7144 0.000 0.348 0.000 0.000 0.000 0.652
#> T0_CT_B01 5 0.5088 0.5822 0.000 0.124 0.008 0.000 0.648 0.220
#> T0_CT_B03 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_B05 3 0.5316 0.4573 0.000 0.016 0.600 0.004 0.304 0.076
#> T0_CT_B07 3 0.2136 0.8979 0.000 0.012 0.908 0.000 0.016 0.064
#> T0_CT_B08 3 0.1621 0.9122 0.004 0.028 0.944 0.004 0.008 0.012
#> T0_CT_B09 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_C03 5 0.3147 0.7561 0.036 0.016 0.004 0.000 0.852 0.092
#> T0_CT_C05 2 0.4702 0.7731 0.008 0.532 0.000 0.436 0.012 0.012
#> T0_CT_C06 5 0.4309 0.6594 0.000 0.104 0.000 0.000 0.724 0.172
#> T0_CT_C07 3 0.2252 0.8934 0.000 0.012 0.900 0.000 0.016 0.072
#> T0_CT_C08 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 6 0.3659 0.7100 0.000 0.364 0.000 0.000 0.000 0.636
#> T0_CT_C11 2 0.4296 0.8577 0.008 0.608 0.000 0.372 0.008 0.004
#> T0_CT_C12 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 3 0.1734 0.9117 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_D02 3 0.2758 0.8629 0.000 0.012 0.860 0.000 0.016 0.112
#> T0_CT_D03 3 0.1180 0.9178 0.004 0.024 0.960 0.000 0.004 0.008
#> T0_CT_D05 5 0.6525 0.3929 0.008 0.056 0.212 0.024 0.592 0.108
#> T0_CT_D06 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_D07 3 0.2076 0.9003 0.000 0.012 0.912 0.000 0.016 0.060
#> T0_CT_D08 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_D09 4 0.1963 0.7136 0.012 0.032 0.000 0.928 0.016 0.012
#> T0_CT_D11 2 0.4355 0.8500 0.008 0.584 0.000 0.396 0.008 0.004
#> T0_CT_D12 3 0.0146 0.9246 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E01 3 0.0837 0.9215 0.004 0.020 0.972 0.000 0.000 0.004
#> T0_CT_E03 3 0.1707 0.9080 0.000 0.004 0.928 0.000 0.012 0.056
#> T0_CT_E04 2 0.4705 0.8306 0.008 0.576 0.000 0.388 0.012 0.016
#> T0_CT_E05 6 0.5808 0.1000 0.004 0.156 0.000 0.000 0.416 0.424
#> T0_CT_E06 3 0.1644 0.9096 0.000 0.004 0.932 0.000 0.012 0.052
#> T0_CT_E07 3 0.0935 0.9200 0.000 0.004 0.964 0.000 0.000 0.032
#> T0_CT_E08 3 0.1621 0.9122 0.004 0.028 0.944 0.004 0.008 0.012
#> T0_CT_E09 3 0.0508 0.9235 0.004 0.012 0.984 0.000 0.000 0.000
#> T0_CT_E10 6 0.3659 0.7100 0.000 0.364 0.000 0.000 0.000 0.636
#> T0_CT_E11 3 0.1542 0.9112 0.000 0.004 0.936 0.000 0.008 0.052
#> T0_CT_E12 3 0.2517 0.8755 0.000 0.008 0.876 0.000 0.016 0.100
#> T0_CT_F01 3 0.0146 0.9245 0.004 0.000 0.996 0.000 0.000 0.000
#> T0_CT_F02 3 0.1082 0.9179 0.000 0.004 0.956 0.000 0.000 0.040
#> T0_CT_F03 3 0.0146 0.9247 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F04 3 0.0858 0.9209 0.000 0.004 0.968 0.000 0.000 0.028
#> T0_CT_F05 2 0.6220 0.6098 0.008 0.616 0.120 0.196 0.016 0.044
#> T0_CT_F06 3 0.0748 0.9222 0.004 0.016 0.976 0.000 0.000 0.004
#> T0_CT_F07 3 0.3459 0.8325 0.000 0.012 0.832 0.004 0.080 0.072
#> T0_CT_F09 2 0.4246 0.8421 0.008 0.576 0.000 0.408 0.008 0.000
#> T0_CT_F11 3 0.2367 0.8846 0.000 0.008 0.888 0.000 0.016 0.088
#> T0_CT_F12 3 0.0603 0.9230 0.000 0.004 0.980 0.000 0.000 0.016
#> T0_CT_G01 3 0.0000 0.9247 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G02 5 0.5848 0.4084 0.012 0.020 0.252 0.000 0.592 0.124
#> T0_CT_G03 3 0.1707 0.9080 0.000 0.004 0.928 0.000 0.012 0.056
#> T0_CT_G04 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_G07 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_G08 3 0.1734 0.9108 0.004 0.028 0.940 0.008 0.008 0.012
#> T0_CT_G09 5 0.1738 0.7867 0.052 0.004 0.000 0.000 0.928 0.016
#> T0_CT_G11 5 0.3833 0.7282 0.012 0.040 0.020 0.000 0.808 0.120
#> T0_CT_H01 5 0.3575 0.7283 0.004 0.040 0.008 0.004 0.816 0.128
#> T0_CT_H02 4 0.4869 -0.2883 0.012 0.384 0.000 0.572 0.016 0.016
#> T0_CT_H04 3 0.1882 0.9043 0.000 0.008 0.920 0.000 0.012 0.060
#> T0_CT_H05 5 0.6163 0.3849 0.000 0.060 0.232 0.000 0.568 0.140
#> T0_CT_H08 3 0.2308 0.8915 0.000 0.012 0.896 0.000 0.016 0.076
#> T0_CT_H09 2 0.6262 0.5268 0.008 0.612 0.000 0.140 0.108 0.132
#> T0_CT_H12 3 0.5941 0.4258 0.000 0.048 0.592 0.000 0.220 0.140
#> T24_CT_A01 5 0.6416 0.0715 0.336 0.012 0.008 0.000 0.432 0.212
#> T24_CT_A03 4 0.0603 0.7241 0.004 0.016 0.000 0.980 0.000 0.000
#> T24_CT_A04 2 0.4679 0.8009 0.008 0.544 0.000 0.424 0.016 0.008
#> T24_CT_A05 3 0.4901 0.6537 0.040 0.012 0.688 0.000 0.028 0.232
#> T24_CT_A07 2 0.4246 0.8428 0.008 0.576 0.000 0.408 0.008 0.000
#> T24_CT_A08 1 0.0547 0.8421 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_A09 1 0.3455 0.7786 0.784 0.000 0.000 0.000 0.036 0.180
#> T24_CT_A10 5 0.2509 0.7860 0.036 0.000 0.000 0.000 0.876 0.088
#> T24_CT_B01 5 0.4504 0.6716 0.040 0.032 0.000 0.000 0.716 0.212
#> T24_CT_B02 1 0.4261 0.7285 0.720 0.004 0.000 0.000 0.064 0.212
#> T24_CT_B03 4 0.3048 0.6317 0.000 0.004 0.000 0.824 0.152 0.020
#> T24_CT_B05 2 0.4274 0.8241 0.008 0.560 0.000 0.424 0.008 0.000
#> T24_CT_B06 2 0.4158 0.8357 0.008 0.572 0.000 0.416 0.004 0.000
#> T24_CT_B07 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T24_CT_B08 2 0.4046 0.8578 0.000 0.620 0.000 0.368 0.008 0.004
#> T24_CT_B09 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T24_CT_B11 3 0.0837 0.9231 0.000 0.004 0.972 0.000 0.004 0.020
#> T24_CT_C01 1 0.2859 0.7930 0.828 0.000 0.000 0.000 0.016 0.156
#> T24_CT_C02 2 0.2134 0.3681 0.000 0.904 0.000 0.044 0.000 0.052
#> T24_CT_C03 6 0.5008 0.5910 0.016 0.128 0.000 0.000 0.176 0.680
#> T24_CT_C05 2 0.4053 0.8522 0.004 0.628 0.000 0.360 0.004 0.004
#> T24_CT_C07 2 0.3747 0.8557 0.000 0.604 0.000 0.396 0.000 0.000
#> T24_CT_C08 4 0.4325 -0.6816 0.008 0.480 0.000 0.504 0.008 0.000
#> T24_CT_C09 2 0.3265 -0.2322 0.000 0.748 0.000 0.004 0.000 0.248
#> T24_CT_C10 1 0.4948 0.1732 0.476 0.000 0.000 0.000 0.460 0.064
#> T24_CT_C11 5 0.5984 0.3493 0.008 0.280 0.000 0.008 0.532 0.172
#> T24_CT_C12 4 0.0692 0.7213 0.004 0.020 0.000 0.976 0.000 0.000
#> T24_CT_D01 2 0.3830 0.8609 0.004 0.620 0.000 0.376 0.000 0.000
#> T24_CT_D02 4 0.1553 0.7201 0.004 0.032 0.000 0.944 0.012 0.008
#> T24_CT_D03 2 0.4327 0.8562 0.008 0.596 0.000 0.384 0.008 0.004
#> T24_CT_D04 1 0.2066 0.8314 0.904 0.000 0.000 0.000 0.024 0.072
#> T24_CT_D05 5 0.2934 0.7654 0.060 0.012 0.000 0.008 0.872 0.048
#> T24_CT_D06 1 0.5753 0.3429 0.484 0.004 0.000 0.000 0.356 0.156
#> T24_CT_D07 5 0.4487 0.5206 0.004 0.028 0.000 0.200 0.728 0.040
#> T24_CT_D08 2 0.4346 0.8547 0.008 0.588 0.000 0.392 0.008 0.004
#> T24_CT_D09 4 0.0976 0.7189 0.008 0.016 0.000 0.968 0.008 0.000
#> T24_CT_D10 4 0.4000 -0.1413 0.008 0.324 0.000 0.660 0.008 0.000
#> T24_CT_D11 2 0.4063 0.8327 0.004 0.572 0.000 0.420 0.004 0.000
#> T24_CT_E01 5 0.1141 0.7909 0.052 0.000 0.000 0.000 0.948 0.000
#> T24_CT_E02 1 0.6015 0.4174 0.496 0.008 0.000 0.000 0.256 0.240
#> T24_CT_E04 2 0.3782 0.8441 0.000 0.588 0.000 0.412 0.000 0.000
#> T24_CT_E05 1 0.2199 0.8176 0.892 0.000 0.000 0.000 0.020 0.088
#> T24_CT_E07 4 0.4345 0.4032 0.000 0.008 0.000 0.624 0.348 0.020
#> T24_CT_E09 1 0.2872 0.8064 0.836 0.000 0.000 0.000 0.024 0.140
#> T24_CT_E11 1 0.4964 0.6341 0.648 0.000 0.000 0.000 0.200 0.152
#> T24_CT_E12 2 0.3695 0.8602 0.000 0.624 0.000 0.376 0.000 0.000
#> T24_CT_F01 2 0.3695 0.8608 0.000 0.624 0.000 0.376 0.000 0.000
#> T24_CT_F02 4 0.3925 0.1797 0.008 0.260 0.000 0.716 0.012 0.004
#> T24_CT_F03 5 0.2863 0.7771 0.036 0.008 0.000 0.000 0.860 0.096
#> T24_CT_F04 6 0.5299 0.6584 0.004 0.228 0.000 0.000 0.156 0.612
#> T24_CT_F05 5 0.1434 0.7938 0.048 0.000 0.000 0.000 0.940 0.012
#> T24_CT_F07 6 0.4770 0.7100 0.004 0.264 0.000 0.000 0.080 0.652
#> T24_CT_F08 1 0.4619 0.6301 0.652 0.020 0.000 0.000 0.032 0.296
#> T24_CT_F09 4 0.1741 0.7172 0.008 0.036 0.000 0.936 0.012 0.008
#> T24_CT_F10 4 0.4228 0.4463 0.000 0.008 0.000 0.656 0.316 0.020
#> T24_CT_F11 5 0.1333 0.7930 0.048 0.000 0.000 0.000 0.944 0.008
#> T24_CT_F12 4 0.3728 0.3605 0.004 0.228 0.000 0.748 0.012 0.008
#> T24_CT_G01 4 0.3410 0.3348 0.008 0.216 0.000 0.768 0.008 0.000
#> T24_CT_G02 1 0.0603 0.8415 0.980 0.000 0.000 0.000 0.016 0.004
#> T24_CT_G03 1 0.2949 0.8031 0.832 0.000 0.000 0.000 0.028 0.140
#> T24_CT_G04 4 0.2989 0.6603 0.004 0.012 0.000 0.848 0.120 0.016
#> T24_CT_G05 2 0.2706 0.5691 0.000 0.852 0.000 0.124 0.000 0.024
#> T24_CT_G06 1 0.4003 0.7604 0.760 0.000 0.000 0.000 0.124 0.116
#> T24_CT_G08 1 0.3139 0.7947 0.812 0.000 0.000 0.000 0.028 0.160
#> T24_CT_G10 4 0.0692 0.7219 0.004 0.020 0.000 0.976 0.000 0.000
#> T24_CT_G11 1 0.3200 0.7651 0.788 0.000 0.000 0.000 0.016 0.196
#> T24_CT_G12 1 0.5738 0.1801 0.464 0.008 0.008 0.000 0.420 0.100
#> T24_CT_H01 3 0.0653 0.9242 0.000 0.004 0.980 0.000 0.004 0.012
#> T24_CT_H02 1 0.4877 0.6606 0.660 0.000 0.000 0.000 0.192 0.148
#> T24_CT_H03 2 0.4127 0.8505 0.004 0.588 0.000 0.400 0.008 0.000
#> T24_CT_H05 5 0.4588 0.6756 0.040 0.044 0.000 0.000 0.720 0.196
#> T24_CT_H07 5 0.2583 0.7927 0.052 0.008 0.000 0.000 0.884 0.056
#> T24_CT_H09 1 0.2988 0.8014 0.828 0.000 0.000 0.000 0.028 0.144
#> T24_CT_H12 1 0.5065 0.4939 0.588 0.004 0.000 0.000 0.324 0.084
#> T48_CT_A01 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A02 4 0.3023 0.3499 0.000 0.232 0.000 0.768 0.000 0.000
#> T48_CT_A03 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_A04 2 0.3706 0.8606 0.000 0.620 0.000 0.380 0.000 0.000
#> T48_CT_A05 4 0.4211 0.4508 0.000 0.008 0.000 0.660 0.312 0.020
#> T48_CT_A06 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_A07 3 0.2725 0.8683 0.004 0.028 0.888 0.060 0.008 0.012
#> T48_CT_A08 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A09 5 0.1398 0.7890 0.052 0.000 0.000 0.000 0.940 0.008
#> T48_CT_A10 2 0.3695 0.8602 0.000 0.624 0.000 0.376 0.000 0.000
#> T48_CT_A11 4 0.3405 0.1818 0.000 0.272 0.000 0.724 0.004 0.000
#> T48_CT_A12 5 0.4120 0.7163 0.040 0.044 0.000 0.000 0.776 0.140
#> T48_CT_B01 2 0.3634 0.8491 0.000 0.644 0.000 0.356 0.000 0.000
#> T48_CT_B02 2 0.3714 0.8316 0.000 0.656 0.000 0.340 0.000 0.004
#> T48_CT_B03 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_B04 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_B06 2 0.3765 0.8513 0.000 0.596 0.000 0.404 0.000 0.000
#> T48_CT_B08 1 0.3245 0.7305 0.800 0.000 0.000 0.000 0.172 0.028
#> T48_CT_B10 2 0.3672 0.8573 0.000 0.632 0.000 0.368 0.000 0.000
#> T48_CT_B11 4 0.1732 0.6705 0.004 0.072 0.000 0.920 0.004 0.000
#> T48_CT_B12 5 0.2129 0.7889 0.040 0.000 0.000 0.000 0.904 0.056
#> T48_CT_C01 2 0.3804 0.8318 0.000 0.576 0.000 0.424 0.000 0.000
#> T48_CT_C02 6 0.5362 0.6172 0.184 0.228 0.000 0.000 0.000 0.588
#> T48_CT_C03 2 0.3684 0.8592 0.000 0.628 0.000 0.372 0.000 0.000
#> T48_CT_C04 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_C05 4 0.1401 0.7177 0.000 0.004 0.000 0.948 0.028 0.020
#> T48_CT_C06 4 0.1350 0.7237 0.000 0.020 0.000 0.952 0.020 0.008
#> T48_CT_C07 5 0.2350 0.7856 0.036 0.000 0.000 0.000 0.888 0.076
#> T48_CT_C09 4 0.1622 0.7150 0.000 0.028 0.016 0.940 0.000 0.016
#> T48_CT_C10 5 0.3457 0.6354 0.232 0.000 0.000 0.000 0.752 0.016
#> T48_CT_C11 4 0.2420 0.5860 0.004 0.128 0.000 0.864 0.004 0.000
#> T48_CT_D01 2 0.5583 0.1386 0.000 0.636 0.000 0.036 0.168 0.160
#> T48_CT_D02 5 0.5700 0.2557 0.012 0.132 0.000 0.000 0.532 0.324
#> T48_CT_D03 1 0.4352 0.7335 0.724 0.000 0.000 0.000 0.128 0.148
#> T48_CT_D04 4 0.3104 0.3868 0.004 0.204 0.000 0.788 0.004 0.000
#> T48_CT_D06 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.3706 0.8606 0.000 0.620 0.000 0.380 0.000 0.000
#> T48_CT_D08 5 0.5102 0.6302 0.092 0.040 0.000 0.000 0.688 0.180
#> T48_CT_D09 2 0.3422 0.6429 0.000 0.792 0.000 0.168 0.000 0.040
#> T48_CT_D10 5 0.5554 0.2663 0.004 0.144 0.000 0.000 0.544 0.308
#> T48_CT_D11 4 0.1553 0.7203 0.004 0.032 0.000 0.944 0.012 0.008
#> T48_CT_D12 1 0.0508 0.8404 0.984 0.000 0.000 0.000 0.012 0.004
#> T48_CT_E01 4 0.4289 0.4173 0.000 0.008 0.000 0.640 0.332 0.020
#> T48_CT_E02 5 0.3603 0.7520 0.036 0.032 0.000 0.000 0.816 0.116
#> T48_CT_E03 4 0.4259 0.4373 0.000 0.008 0.000 0.648 0.324 0.020
#> T48_CT_E04 5 0.2113 0.7443 0.000 0.004 0.000 0.060 0.908 0.028
#> T48_CT_E05 2 0.3797 0.8360 0.000 0.580 0.000 0.420 0.000 0.000
#> T48_CT_E06 1 0.2494 0.7906 0.864 0.000 0.000 0.000 0.016 0.120
#> T48_CT_E07 1 0.0547 0.8421 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_E08 2 0.3717 0.8601 0.000 0.616 0.000 0.384 0.000 0.000
#> T48_CT_E10 1 0.1649 0.8371 0.932 0.000 0.000 0.000 0.032 0.036
#> T48_CT_E11 5 0.2605 0.7694 0.108 0.000 0.000 0.000 0.864 0.028
#> T48_CT_E12 3 0.2898 0.8546 0.004 0.028 0.876 0.072 0.008 0.012
#> T48_CT_F01 2 0.3684 0.8592 0.000 0.628 0.000 0.372 0.000 0.000
#> T48_CT_F02 5 0.2933 0.7726 0.032 0.008 0.000 0.000 0.852 0.108
#> T48_CT_F03 6 0.5985 0.1563 0.008 0.172 0.000 0.000 0.404 0.416
#> T48_CT_F05 2 0.3690 0.7751 0.000 0.700 0.000 0.288 0.000 0.012
#> T48_CT_F07 5 0.2563 0.7909 0.052 0.000 0.000 0.000 0.876 0.072
#> T48_CT_F09 2 0.4322 0.7358 0.008 0.512 0.000 0.472 0.008 0.000
#> T48_CT_F10 6 0.5491 0.6466 0.004 0.232 0.000 0.000 0.180 0.584
#> T48_CT_F11 1 0.0632 0.8411 0.976 0.000 0.000 0.000 0.024 0.000
#> T48_CT_G01 5 0.5832 -0.0580 0.384 0.000 0.000 0.000 0.428 0.188
#> T48_CT_G02 4 0.0146 0.7314 0.000 0.004 0.000 0.996 0.000 0.000
#> T48_CT_G03 2 0.3789 0.8404 0.000 0.584 0.000 0.416 0.000 0.000
#> T48_CT_G07 2 0.3737 0.8577 0.000 0.608 0.000 0.392 0.000 0.000
#> T48_CT_G08 4 0.0665 0.7305 0.000 0.008 0.000 0.980 0.004 0.008
#> T48_CT_G09 4 0.4071 0.4683 0.000 0.004 0.000 0.672 0.304 0.020
#> T48_CT_G10 1 0.1198 0.8356 0.960 0.004 0.004 0.000 0.020 0.012
#> T48_CT_G11 5 0.1546 0.7933 0.028 0.004 0.000 0.004 0.944 0.020
#> T48_CT_G12 2 0.3717 0.8604 0.000 0.616 0.000 0.384 0.000 0.000
#> T48_CT_H01 2 0.2258 0.4199 0.000 0.896 0.000 0.060 0.000 0.044
#> T48_CT_H02 4 0.4244 0.4420 0.000 0.008 0.000 0.652 0.320 0.020
#> T48_CT_H04 6 0.5362 0.6172 0.184 0.228 0.000 0.000 0.000 0.588
#> T48_CT_H05 2 0.4100 0.8601 0.004 0.612 0.000 0.376 0.004 0.004
#> T48_CT_H06 2 0.3706 0.8606 0.000 0.620 0.000 0.380 0.000 0.000
#> T48_CT_H07 5 0.5539 0.3432 0.012 0.120 0.000 0.000 0.564 0.304
#> T48_CT_H08 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T48_CT_H11 5 0.2883 0.7774 0.040 0.008 0.000 0.000 0.860 0.092
#> T48_CT_H12 2 0.3717 0.8601 0.000 0.616 0.000 0.384 0.000 0.000
#> T72_CT_A01 4 0.0436 0.7293 0.004 0.004 0.000 0.988 0.004 0.000
#> T72_CT_A05 4 0.0972 0.7250 0.000 0.028 0.000 0.964 0.000 0.008
#> T72_CT_A08 5 0.2948 0.7842 0.060 0.000 0.000 0.000 0.848 0.092
#> T72_CT_A09 4 0.0260 0.7319 0.000 0.000 0.000 0.992 0.000 0.008
#> T72_CT_A11 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B01 4 0.0551 0.7283 0.004 0.008 0.000 0.984 0.004 0.000
#> T72_CT_B02 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T72_CT_B03 5 0.1757 0.7856 0.052 0.008 0.000 0.000 0.928 0.012
#> T72_CT_B04 1 0.0603 0.8415 0.980 0.000 0.000 0.000 0.016 0.004
#> T72_CT_B05 4 0.4275 0.4300 0.000 0.008 0.000 0.644 0.328 0.020
#> T72_CT_B06 1 0.0603 0.8415 0.980 0.000 0.000 0.000 0.016 0.004
#> T72_CT_B08 3 0.2725 0.8689 0.004 0.028 0.888 0.060 0.008 0.012
#> T72_CT_B09 6 0.5398 0.5923 0.204 0.212 0.000 0.000 0.000 0.584
#> T72_CT_B11 5 0.1500 0.7878 0.052 0.000 0.000 0.000 0.936 0.012
#> T72_CT_B12 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_C04 4 0.0146 0.7314 0.000 0.004 0.000 0.996 0.000 0.000
#> T72_CT_C06 5 0.2007 0.7790 0.040 0.008 0.000 0.016 0.924 0.012
#> T72_CT_C07 4 0.1434 0.7184 0.000 0.028 0.012 0.948 0.000 0.012
#> T72_CT_C09 5 0.1924 0.7722 0.028 0.004 0.000 0.028 0.928 0.012
#> T72_CT_C11 4 0.5079 0.1322 0.004 0.028 0.400 0.548 0.008 0.012
#> T72_CT_D01 4 0.0146 0.7314 0.000 0.004 0.000 0.996 0.000 0.000
#> T72_CT_D03 4 0.6086 0.2109 0.108 0.008 0.000 0.508 0.348 0.028
#> T72_CT_D04 4 0.0000 0.7323 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D05 5 0.1542 0.7880 0.052 0.004 0.000 0.000 0.936 0.008
#> T72_CT_D07 5 0.2002 0.7803 0.076 0.004 0.000 0.000 0.908 0.012
#> T72_CT_D10 4 0.4259 0.4351 0.000 0.008 0.000 0.648 0.324 0.020
#> T72_CT_D11 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T72_CT_E04 5 0.2209 0.7943 0.052 0.004 0.000 0.000 0.904 0.040
#> T72_CT_E05 4 0.0146 0.7314 0.000 0.004 0.000 0.996 0.000 0.000
#> T72_CT_E07 4 0.2239 0.6900 0.000 0.008 0.000 0.900 0.072 0.020
#> T72_CT_F01 4 0.1957 0.6191 0.000 0.112 0.000 0.888 0.000 0.000
#> T72_CT_F05 4 0.4107 -0.5791 0.004 0.452 0.000 0.540 0.004 0.000
#> T72_CT_F07 5 0.1398 0.7890 0.052 0.000 0.000 0.000 0.940 0.008
#> T72_CT_F10 4 0.0146 0.7314 0.000 0.004 0.000 0.996 0.000 0.000
#> T72_CT_F11 4 0.1874 0.7088 0.000 0.028 0.020 0.932 0.008 0.012
#> T72_CT_G03 1 0.0458 0.8425 0.984 0.000 0.000 0.000 0.016 0.000
#> T72_CT_G04 1 0.0547 0.8421 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_G06 4 0.5006 -0.5035 0.012 0.440 0.004 0.516 0.016 0.012
#> T72_CT_G08 5 0.4872 0.6744 0.000 0.040 0.036 0.068 0.756 0.100
#> T72_CT_G10 4 0.3668 -0.0652 0.000 0.328 0.000 0.668 0.004 0.000
#> T72_CT_G11 5 0.2963 0.7749 0.036 0.012 0.000 0.000 0.856 0.096
#> T72_CT_H01 4 0.0436 0.7295 0.004 0.004 0.000 0.988 0.004 0.000
#> T72_CT_H03 4 0.0260 0.7300 0.000 0.008 0.000 0.992 0.000 0.000
#> T72_CT_H05 3 0.1836 0.9086 0.004 0.028 0.936 0.012 0.008 0.012
#> T72_CT_H08 3 0.2725 0.8683 0.004 0.028 0.888 0.060 0.008 0.012
#> T72_CT_H09 3 0.0436 0.9241 0.000 0.004 0.988 0.000 0.004 0.004
#> T72_CT_H10 5 0.1594 0.7926 0.052 0.000 0.000 0.000 0.932 0.016
#> T72_CT_H11 5 0.1500 0.7917 0.052 0.000 0.000 0.000 0.936 0.012
#> T72_CT_H12 4 0.1663 0.6561 0.000 0.088 0.000 0.912 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> SD:kmeans 268 1.41e-06 4.16e-07 6.50e-30 2
#> SD:kmeans 257 3.93e-30 6.91e-33 8.23e-52 3
#> SD:kmeans 259 3.55e-27 4.20e-30 7.01e-46 4
#> SD:kmeans 243 8.73e-22 2.21e-24 2.54e-41 5
#> SD:kmeans 226 3.91e-24 1.08e-22 1.31e-44 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["SD", "skmeans"]
# you can also extract it by
# res = res_list["SD:skmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'SD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.924 0.936 0.973 0.4947 0.510 0.510
#> 3 3 0.948 0.938 0.974 0.3258 0.784 0.597
#> 4 4 0.855 0.851 0.926 0.1327 0.858 0.618
#> 5 5 0.725 0.721 0.841 0.0709 0.920 0.701
#> 6 6 0.698 0.623 0.778 0.0374 0.976 0.886
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.962 0.000 1.000
#> T0_CT_A03 2 0.0000 0.962 0.000 1.000
#> T0_CT_A05 2 0.6148 0.819 0.152 0.848
#> T0_CT_A06 2 0.0000 0.962 0.000 1.000
#> T0_CT_A07 2 0.0000 0.962 0.000 1.000
#> T0_CT_A08 1 0.0000 0.984 1.000 0.000
#> T0_CT_A10 2 0.8608 0.630 0.284 0.716
#> T0_CT_A11 1 0.0000 0.984 1.000 0.000
#> T0_CT_B01 1 0.2423 0.947 0.960 0.040
#> T0_CT_B03 2 0.0000 0.962 0.000 1.000
#> T0_CT_B05 2 0.9000 0.573 0.316 0.684
#> T0_CT_B07 2 0.5946 0.827 0.144 0.856
#> T0_CT_B08 2 0.0000 0.962 0.000 1.000
#> T0_CT_B09 2 0.0938 0.954 0.012 0.988
#> T0_CT_C02 2 0.0000 0.962 0.000 1.000
#> T0_CT_C03 1 0.0000 0.984 1.000 0.000
#> T0_CT_C05 2 0.0000 0.962 0.000 1.000
#> T0_CT_C06 1 0.0000 0.984 1.000 0.000
#> T0_CT_C07 1 0.0000 0.984 1.000 0.000
#> T0_CT_C08 2 0.0000 0.962 0.000 1.000
#> T0_CT_C09 1 0.7219 0.751 0.800 0.200
#> T0_CT_C11 2 0.0000 0.962 0.000 1.000
#> T0_CT_C12 2 0.0000 0.962 0.000 1.000
#> T0_CT_D01 2 0.0000 0.962 0.000 1.000
#> T0_CT_D02 1 0.0000 0.984 1.000 0.000
#> T0_CT_D03 2 0.0000 0.962 0.000 1.000
#> T0_CT_D05 2 0.0000 0.962 0.000 1.000
#> T0_CT_D06 2 0.0000 0.962 0.000 1.000
#> T0_CT_D07 2 0.2043 0.939 0.032 0.968
#> T0_CT_D08 2 0.0000 0.962 0.000 1.000
#> T0_CT_D09 2 0.0000 0.962 0.000 1.000
#> T0_CT_D11 2 0.0000 0.962 0.000 1.000
#> T0_CT_D12 2 0.0672 0.957 0.008 0.992
#> T0_CT_E01 2 0.0000 0.962 0.000 1.000
#> T0_CT_E03 2 0.8207 0.677 0.256 0.744
#> T0_CT_E04 2 0.0000 0.962 0.000 1.000
#> T0_CT_E05 1 0.0000 0.984 1.000 0.000
#> T0_CT_E06 2 0.0000 0.962 0.000 1.000
#> T0_CT_E07 2 0.0000 0.962 0.000 1.000
#> T0_CT_E08 2 0.0000 0.962 0.000 1.000
#> T0_CT_E09 2 0.0000 0.962 0.000 1.000
#> T0_CT_E10 1 0.7219 0.751 0.800 0.200
#> T0_CT_E11 2 0.0376 0.959 0.004 0.996
#> T0_CT_E12 1 0.0672 0.977 0.992 0.008
#> T0_CT_F01 2 0.0000 0.962 0.000 1.000
#> T0_CT_F02 2 0.6712 0.789 0.176 0.824
#> T0_CT_F03 2 0.0672 0.957 0.008 0.992
#> T0_CT_F04 2 0.9522 0.454 0.372 0.628
#> T0_CT_F05 2 0.0000 0.962 0.000 1.000
#> T0_CT_F06 2 0.0000 0.962 0.000 1.000
#> T0_CT_F07 2 0.4298 0.888 0.088 0.912
#> T0_CT_F09 2 0.0000 0.962 0.000 1.000
#> T0_CT_F11 1 0.2948 0.935 0.948 0.052
#> T0_CT_F12 2 0.6973 0.773 0.188 0.812
#> T0_CT_G01 2 0.0000 0.962 0.000 1.000
#> T0_CT_G02 1 0.0000 0.984 1.000 0.000
#> T0_CT_G03 2 0.9977 0.169 0.472 0.528
#> T0_CT_G04 2 0.0000 0.962 0.000 1.000
#> T0_CT_G07 2 0.0000 0.962 0.000 1.000
#> T0_CT_G08 2 0.0000 0.962 0.000 1.000
#> T0_CT_G09 1 0.0000 0.984 1.000 0.000
#> T0_CT_G11 1 0.0000 0.984 1.000 0.000
#> T0_CT_H01 1 0.0000 0.984 1.000 0.000
#> T0_CT_H02 2 0.0000 0.962 0.000 1.000
#> T0_CT_H04 2 0.0000 0.962 0.000 1.000
#> T0_CT_H05 1 0.1184 0.970 0.984 0.016
#> T0_CT_H08 2 0.2603 0.928 0.044 0.956
#> T0_CT_H09 2 0.9977 0.103 0.472 0.528
#> T0_CT_H12 1 0.0000 0.984 1.000 0.000
#> T24_CT_A01 1 0.0000 0.984 1.000 0.000
#> T24_CT_A03 2 0.0000 0.962 0.000 1.000
#> T24_CT_A04 2 0.0000 0.962 0.000 1.000
#> T24_CT_A05 1 0.0000 0.984 1.000 0.000
#> T24_CT_A07 2 0.0000 0.962 0.000 1.000
#> T24_CT_A08 1 0.0000 0.984 1.000 0.000
#> T24_CT_A09 1 0.0000 0.984 1.000 0.000
#> T24_CT_A10 1 0.0000 0.984 1.000 0.000
#> T24_CT_B01 1 0.0000 0.984 1.000 0.000
#> T24_CT_B02 1 0.0000 0.984 1.000 0.000
#> T24_CT_B03 2 0.0000 0.962 0.000 1.000
#> T24_CT_B05 2 0.0000 0.962 0.000 1.000
#> T24_CT_B06 2 0.0000 0.962 0.000 1.000
#> T24_CT_B07 1 0.0000 0.984 1.000 0.000
#> T24_CT_B08 2 0.0000 0.962 0.000 1.000
#> T24_CT_B09 1 0.0000 0.984 1.000 0.000
#> T24_CT_B11 1 0.0000 0.984 1.000 0.000
#> T24_CT_C01 1 0.0000 0.984 1.000 0.000
#> T24_CT_C02 1 0.9000 0.544 0.684 0.316
#> T24_CT_C03 1 0.0000 0.984 1.000 0.000
#> T24_CT_C05 2 0.0000 0.962 0.000 1.000
#> T24_CT_C07 2 0.0000 0.962 0.000 1.000
#> T24_CT_C08 2 0.0000 0.962 0.000 1.000
#> T24_CT_C09 1 0.8386 0.638 0.732 0.268
#> T24_CT_C10 1 0.0000 0.984 1.000 0.000
#> T24_CT_C11 1 0.0000 0.984 1.000 0.000
#> T24_CT_C12 2 0.0000 0.962 0.000 1.000
#> T24_CT_D01 2 0.0000 0.962 0.000 1.000
#> T24_CT_D02 2 0.0000 0.962 0.000 1.000
#> T24_CT_D03 2 0.0000 0.962 0.000 1.000
#> T24_CT_D04 1 0.0000 0.984 1.000 0.000
#> T24_CT_D05 1 0.0000 0.984 1.000 0.000
#> T24_CT_D06 1 0.0000 0.984 1.000 0.000
#> T24_CT_D07 1 0.5178 0.857 0.884 0.116
#> T24_CT_D08 2 0.0000 0.962 0.000 1.000
#> T24_CT_D09 2 0.0000 0.962 0.000 1.000
#> T24_CT_D10 2 0.0000 0.962 0.000 1.000
#> T24_CT_D11 2 0.0000 0.962 0.000 1.000
#> T24_CT_E01 1 0.0000 0.984 1.000 0.000
#> T24_CT_E02 1 0.0000 0.984 1.000 0.000
#> T24_CT_E04 2 0.0000 0.962 0.000 1.000
#> T24_CT_E05 1 0.0000 0.984 1.000 0.000
#> T24_CT_E07 2 0.3879 0.900 0.076 0.924
#> T24_CT_E09 1 0.0000 0.984 1.000 0.000
#> T24_CT_E11 1 0.0000 0.984 1.000 0.000
#> T24_CT_E12 2 0.0000 0.962 0.000 1.000
#> T24_CT_F01 2 0.0000 0.962 0.000 1.000
#> T24_CT_F02 2 0.0000 0.962 0.000 1.000
#> T24_CT_F03 1 0.0000 0.984 1.000 0.000
#> T24_CT_F04 1 0.0000 0.984 1.000 0.000
#> T24_CT_F05 1 0.0000 0.984 1.000 0.000
#> T24_CT_F07 1 0.0000 0.984 1.000 0.000
#> T24_CT_F08 1 0.0000 0.984 1.000 0.000
#> T24_CT_F09 2 0.0000 0.962 0.000 1.000
#> T24_CT_F10 2 0.1843 0.942 0.028 0.972
#> T24_CT_F11 1 0.0000 0.984 1.000 0.000
#> T24_CT_F12 2 0.0000 0.962 0.000 1.000
#> T24_CT_G01 2 0.0000 0.962 0.000 1.000
#> T24_CT_G02 1 0.0000 0.984 1.000 0.000
#> T24_CT_G03 1 0.0000 0.984 1.000 0.000
#> T24_CT_G04 2 0.0000 0.962 0.000 1.000
#> T24_CT_G05 2 0.8443 0.625 0.272 0.728
#> T24_CT_G06 1 0.0000 0.984 1.000 0.000
#> T24_CT_G08 1 0.0000 0.984 1.000 0.000
#> T24_CT_G10 2 0.0000 0.962 0.000 1.000
#> T24_CT_G11 1 0.0000 0.984 1.000 0.000
#> T24_CT_G12 1 0.0000 0.984 1.000 0.000
#> T24_CT_H01 2 0.8499 0.645 0.276 0.724
#> T24_CT_H02 1 0.0000 0.984 1.000 0.000
#> T24_CT_H03 2 0.0000 0.962 0.000 1.000
#> T24_CT_H05 1 0.0000 0.984 1.000 0.000
#> T24_CT_H07 1 0.0000 0.984 1.000 0.000
#> T24_CT_H09 1 0.0000 0.984 1.000 0.000
#> T24_CT_H12 1 0.0000 0.984 1.000 0.000
#> T48_CT_A01 2 0.0000 0.962 0.000 1.000
#> T48_CT_A02 2 0.0000 0.962 0.000 1.000
#> T48_CT_A03 1 0.0000 0.984 1.000 0.000
#> T48_CT_A04 2 0.0000 0.962 0.000 1.000
#> T48_CT_A05 2 0.0000 0.962 0.000 1.000
#> T48_CT_A06 1 0.0000 0.984 1.000 0.000
#> T48_CT_A07 2 0.0000 0.962 0.000 1.000
#> T48_CT_A08 2 0.0000 0.962 0.000 1.000
#> T48_CT_A09 1 0.0000 0.984 1.000 0.000
#> T48_CT_A10 2 0.0000 0.962 0.000 1.000
#> T48_CT_A11 2 0.0000 0.962 0.000 1.000
#> T48_CT_A12 1 0.0000 0.984 1.000 0.000
#> T48_CT_B01 2 0.0000 0.962 0.000 1.000
#> T48_CT_B02 2 0.0000 0.962 0.000 1.000
#> T48_CT_B03 1 0.0000 0.984 1.000 0.000
#> T48_CT_B04 1 0.0000 0.984 1.000 0.000
#> T48_CT_B06 2 0.0000 0.962 0.000 1.000
#> T48_CT_B08 1 0.0000 0.984 1.000 0.000
#> T48_CT_B10 2 0.0000 0.962 0.000 1.000
#> T48_CT_B11 2 0.0000 0.962 0.000 1.000
#> T48_CT_B12 1 0.0000 0.984 1.000 0.000
#> T48_CT_C01 2 0.0000 0.962 0.000 1.000
#> T48_CT_C02 1 0.0000 0.984 1.000 0.000
#> T48_CT_C03 2 0.0000 0.962 0.000 1.000
#> T48_CT_C04 1 0.0000 0.984 1.000 0.000
#> T48_CT_C05 2 0.0000 0.962 0.000 1.000
#> T48_CT_C06 2 0.0000 0.962 0.000 1.000
#> T48_CT_C07 1 0.0000 0.984 1.000 0.000
#> T48_CT_C09 2 0.0000 0.962 0.000 1.000
#> T48_CT_C10 1 0.0000 0.984 1.000 0.000
#> T48_CT_C11 2 0.0000 0.962 0.000 1.000
#> T48_CT_D01 1 0.7219 0.751 0.800 0.200
#> T48_CT_D02 1 0.0000 0.984 1.000 0.000
#> T48_CT_D03 1 0.0000 0.984 1.000 0.000
#> T48_CT_D04 2 0.0000 0.962 0.000 1.000
#> T48_CT_D06 2 0.0000 0.962 0.000 1.000
#> T48_CT_D07 2 0.0000 0.962 0.000 1.000
#> T48_CT_D08 1 0.0000 0.984 1.000 0.000
#> T48_CT_D09 2 0.9896 0.214 0.440 0.560
#> T48_CT_D10 1 0.0000 0.984 1.000 0.000
#> T48_CT_D11 2 0.0000 0.962 0.000 1.000
#> T48_CT_D12 1 0.0000 0.984 1.000 0.000
#> T48_CT_E01 2 0.1633 0.945 0.024 0.976
#> T48_CT_E02 1 0.0000 0.984 1.000 0.000
#> T48_CT_E03 2 0.1843 0.942 0.028 0.972
#> T48_CT_E04 1 0.0000 0.984 1.000 0.000
#> T48_CT_E05 2 0.0000 0.962 0.000 1.000
#> T48_CT_E06 1 0.0000 0.984 1.000 0.000
#> T48_CT_E07 1 0.0000 0.984 1.000 0.000
#> T48_CT_E08 2 0.0000 0.962 0.000 1.000
#> T48_CT_E10 1 0.0000 0.984 1.000 0.000
#> T48_CT_E11 1 0.0000 0.984 1.000 0.000
#> T48_CT_E12 2 0.0000 0.962 0.000 1.000
#> T48_CT_F01 2 0.0000 0.962 0.000 1.000
#> T48_CT_F02 1 0.0000 0.984 1.000 0.000
#> T48_CT_F03 1 0.0000 0.984 1.000 0.000
#> T48_CT_F05 2 0.7056 0.756 0.192 0.808
#> T48_CT_F07 1 0.0000 0.984 1.000 0.000
#> T48_CT_F09 2 0.0000 0.962 0.000 1.000
#> T48_CT_F10 1 0.0000 0.984 1.000 0.000
#> T48_CT_F11 1 0.0000 0.984 1.000 0.000
#> T48_CT_G01 1 0.0000 0.984 1.000 0.000
#> T48_CT_G02 2 0.0000 0.962 0.000 1.000
#> T48_CT_G03 2 0.0000 0.962 0.000 1.000
#> T48_CT_G07 2 0.0000 0.962 0.000 1.000
#> T48_CT_G08 2 0.0000 0.962 0.000 1.000
#> T48_CT_G09 2 0.0376 0.959 0.004 0.996
#> T48_CT_G10 1 0.0000 0.984 1.000 0.000
#> T48_CT_G11 1 0.0000 0.984 1.000 0.000
#> T48_CT_G12 2 0.0000 0.962 0.000 1.000
#> T48_CT_H01 1 0.8661 0.601 0.712 0.288
#> T48_CT_H02 2 0.2948 0.922 0.052 0.948
#> T48_CT_H04 1 0.0000 0.984 1.000 0.000
#> T48_CT_H05 2 0.0000 0.962 0.000 1.000
#> T48_CT_H06 2 0.0000 0.962 0.000 1.000
#> T48_CT_H07 1 0.0000 0.984 1.000 0.000
#> T48_CT_H08 2 0.0000 0.962 0.000 1.000
#> T48_CT_H11 1 0.0000 0.984 1.000 0.000
#> T48_CT_H12 2 0.0000 0.962 0.000 1.000
#> T72_CT_A01 2 0.0000 0.962 0.000 1.000
#> T72_CT_A05 2 0.0000 0.962 0.000 1.000
#> T72_CT_A08 1 0.0000 0.984 1.000 0.000
#> T72_CT_A09 2 0.0000 0.962 0.000 1.000
#> T72_CT_A11 2 0.0000 0.962 0.000 1.000
#> T72_CT_B01 2 0.0000 0.962 0.000 1.000
#> T72_CT_B02 1 0.0000 0.984 1.000 0.000
#> T72_CT_B03 1 0.0000 0.984 1.000 0.000
#> T72_CT_B04 1 0.0000 0.984 1.000 0.000
#> T72_CT_B05 2 0.2423 0.932 0.040 0.960
#> T72_CT_B06 1 0.0000 0.984 1.000 0.000
#> T72_CT_B08 2 0.0000 0.962 0.000 1.000
#> T72_CT_B09 1 0.0000 0.984 1.000 0.000
#> T72_CT_B11 1 0.0000 0.984 1.000 0.000
#> T72_CT_B12 2 0.0000 0.962 0.000 1.000
#> T72_CT_C04 2 0.0000 0.962 0.000 1.000
#> T72_CT_C06 1 0.0376 0.981 0.996 0.004
#> T72_CT_C07 2 0.0000 0.962 0.000 1.000
#> T72_CT_C09 1 0.0000 0.984 1.000 0.000
#> T72_CT_C11 2 0.0000 0.962 0.000 1.000
#> T72_CT_D01 2 0.0000 0.962 0.000 1.000
#> T72_CT_D03 2 0.9710 0.386 0.400 0.600
#> T72_CT_D04 2 0.0000 0.962 0.000 1.000
#> T72_CT_D05 1 0.0000 0.984 1.000 0.000
#> T72_CT_D07 1 0.0000 0.984 1.000 0.000
#> T72_CT_D10 2 0.2423 0.933 0.040 0.960
#> T72_CT_D11 1 0.0000 0.984 1.000 0.000
#> T72_CT_E04 1 0.0000 0.984 1.000 0.000
#> T72_CT_E05 2 0.0000 0.962 0.000 1.000
#> T72_CT_E07 2 0.3733 0.904 0.072 0.928
#> T72_CT_F01 2 0.0000 0.962 0.000 1.000
#> T72_CT_F05 2 0.0000 0.962 0.000 1.000
#> T72_CT_F07 1 0.0000 0.984 1.000 0.000
#> T72_CT_F10 2 0.0000 0.962 0.000 1.000
#> T72_CT_F11 2 0.0000 0.962 0.000 1.000
#> T72_CT_G03 1 0.0000 0.984 1.000 0.000
#> T72_CT_G04 1 0.0000 0.984 1.000 0.000
#> T72_CT_G06 2 0.0000 0.962 0.000 1.000
#> T72_CT_G08 2 0.9983 0.111 0.476 0.524
#> T72_CT_G10 2 0.0000 0.962 0.000 1.000
#> T72_CT_G11 1 0.0000 0.984 1.000 0.000
#> T72_CT_H01 2 0.0000 0.962 0.000 1.000
#> T72_CT_H03 2 0.0000 0.962 0.000 1.000
#> T72_CT_H05 2 0.0000 0.962 0.000 1.000
#> T72_CT_H08 2 0.0000 0.962 0.000 1.000
#> T72_CT_H09 2 0.8144 0.684 0.252 0.748
#> T72_CT_H10 1 0.0000 0.984 1.000 0.000
#> T72_CT_H11 1 0.0000 0.984 1.000 0.000
#> T72_CT_H12 2 0.0000 0.962 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9694 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_A11 1 0.1031 0.9463 0.976 0.024 0.000
#> T0_CT_B01 1 0.7523 0.5470 0.660 0.080 0.260
#> T0_CT_B03 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_B05 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_B07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_B08 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_C03 1 0.1289 0.9408 0.968 0.000 0.032
#> T0_CT_C05 2 0.0237 0.9682 0.000 0.996 0.004
#> T0_CT_C06 1 0.0661 0.9598 0.988 0.008 0.004
#> T0_CT_C07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_C08 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_C09 1 0.6062 0.3847 0.616 0.384 0.000
#> T0_CT_C11 2 0.0000 0.9711 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_D01 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_D02 3 0.0237 0.9782 0.004 0.000 0.996
#> T0_CT_D03 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_D05 3 0.1753 0.9350 0.000 0.048 0.952
#> T0_CT_D06 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_D07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_D08 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_D09 2 0.3941 0.8252 0.000 0.844 0.156
#> T0_CT_D11 2 0.0000 0.9711 0.000 1.000 0.000
#> T0_CT_D12 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E04 2 0.0000 0.9711 0.000 1.000 0.000
#> T0_CT_E05 1 0.0000 0.9694 1.000 0.000 0.000
#> T0_CT_E06 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E10 1 0.6062 0.3847 0.616 0.384 0.000
#> T0_CT_E11 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F05 3 0.4235 0.7759 0.000 0.176 0.824
#> T0_CT_F06 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F09 2 0.0000 0.9711 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_G02 3 0.1289 0.9522 0.032 0.000 0.968
#> T0_CT_G03 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9694 1.000 0.000 0.000
#> T0_CT_G11 1 0.6291 0.1324 0.532 0.000 0.468
#> T0_CT_H01 1 0.3551 0.8330 0.868 0.000 0.132
#> T0_CT_H02 2 0.4121 0.8072 0.000 0.832 0.168
#> T0_CT_H04 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_H05 3 0.0237 0.9782 0.004 0.000 0.996
#> T0_CT_H08 3 0.0000 0.9815 0.000 0.000 1.000
#> T0_CT_H09 2 0.6586 0.6652 0.056 0.728 0.216
#> T0_CT_H12 3 0.0424 0.9749 0.008 0.000 0.992
#> T24_CT_A01 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_A04 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_A05 3 0.5905 0.4404 0.352 0.000 0.648
#> T24_CT_A07 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_B05 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_B09 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9815 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_C09 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_C10 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_C11 1 0.0237 0.9658 0.996 0.004 0.000
#> T24_CT_C12 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D02 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D03 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_D07 1 0.4974 0.6842 0.764 0.236 0.000
#> T24_CT_D08 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_E07 2 0.1753 0.9273 0.048 0.952 0.000
#> T24_CT_E09 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_F04 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_F05 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_F10 3 0.6079 0.3338 0.000 0.388 0.612
#> T24_CT_F11 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_F12 2 0.4452 0.7745 0.000 0.808 0.192
#> T24_CT_G01 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_G05 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.9815 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.9711 0.000 1.000 0.000
#> T24_CT_H05 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.9694 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A05 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A06 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9815 0.000 0.000 1.000
#> T48_CT_A08 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A09 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_B12 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_C05 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_C06 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_C07 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_C09 2 0.3340 0.8651 0.000 0.880 0.120
#> T48_CT_C10 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_D01 2 0.5138 0.6563 0.252 0.748 0.000
#> T48_CT_D02 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_D03 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_D06 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_D10 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_D11 2 0.3038 0.8825 0.000 0.896 0.104
#> T48_CT_D12 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_E01 2 0.0592 0.9609 0.012 0.988 0.000
#> T48_CT_E02 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_E03 2 0.6308 0.0635 0.000 0.508 0.492
#> T48_CT_E04 1 0.3340 0.8412 0.880 0.120 0.000
#> T48_CT_E05 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.9815 0.000 0.000 1.000
#> T48_CT_F01 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_F07 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_F10 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_F11 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_G08 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_G10 1 0.6309 0.0210 0.504 0.000 0.496
#> T48_CT_G11 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_H01 2 0.0237 0.9677 0.004 0.996 0.000
#> T48_CT_H02 2 0.6894 0.6127 0.052 0.692 0.256
#> T48_CT_H04 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_H07 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.9711 0.000 1.000 0.000
#> T48_CT_H11 1 0.0000 0.9694 1.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_A05 2 0.2356 0.9121 0.000 0.928 0.072
#> T72_CT_A08 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_B03 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_B04 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_B05 2 0.4370 0.8641 0.056 0.868 0.076
#> T72_CT_B06 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_B08 3 0.0000 0.9815 0.000 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_C06 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_C07 2 0.4399 0.7821 0.000 0.812 0.188
#> T72_CT_C09 1 0.0237 0.9658 0.996 0.004 0.000
#> T72_CT_C11 3 0.0000 0.9815 0.000 0.000 1.000
#> T72_CT_D01 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_D03 1 0.7927 0.5769 0.664 0.160 0.176
#> T72_CT_D04 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_D05 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_D10 2 0.4505 0.8564 0.048 0.860 0.092
#> T72_CT_D11 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_E07 2 0.4281 0.8652 0.072 0.872 0.056
#> T72_CT_F01 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_F11 2 0.3752 0.8384 0.000 0.856 0.144
#> T72_CT_G03 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_G06 2 0.2448 0.9098 0.000 0.924 0.076
#> T72_CT_G08 3 0.2845 0.9093 0.068 0.012 0.920
#> T72_CT_G10 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_G11 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.9711 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.9815 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.9815 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.9815 0.000 0.000 1.000
#> T72_CT_H10 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_H11 1 0.0000 0.9694 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.9711 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_A03 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_A11 2 0.0524 0.8382 0.008 0.988 0.000 0.004
#> T0_CT_B01 2 0.1109 0.8234 0.000 0.968 0.028 0.004
#> T0_CT_B03 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_B05 3 0.0188 0.9599 0.004 0.000 0.996 0.000
#> T0_CT_B07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_B08 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.0707 0.9413 0.980 0.000 0.020 0.000
#> T0_CT_C05 2 0.4767 0.6757 0.000 0.724 0.020 0.256
#> T0_CT_C06 2 0.2125 0.7902 0.076 0.920 0.000 0.004
#> T0_CT_C07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_C08 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_C09 2 0.0469 0.8422 0.000 0.988 0.000 0.012
#> T0_CT_C11 2 0.1118 0.8488 0.000 0.964 0.000 0.036
#> T0_CT_C12 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_D02 3 0.0592 0.9527 0.000 0.016 0.984 0.000
#> T0_CT_D03 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_D05 3 0.4188 0.8079 0.000 0.064 0.824 0.112
#> T0_CT_D06 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_D08 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_D09 4 0.2944 0.8068 0.000 0.004 0.128 0.868
#> T0_CT_D11 2 0.2676 0.8324 0.000 0.896 0.012 0.092
#> T0_CT_D12 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E04 2 0.1716 0.8470 0.000 0.936 0.000 0.064
#> T0_CT_E05 2 0.5132 0.0904 0.448 0.548 0.000 0.004
#> T0_CT_E06 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E10 2 0.0469 0.8422 0.000 0.988 0.000 0.012
#> T0_CT_E11 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.1389 0.9300 0.000 0.048 0.952 0.000
#> T0_CT_F01 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_F05 2 0.2002 0.8333 0.000 0.936 0.044 0.020
#> T0_CT_F06 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_F09 2 0.3400 0.7710 0.000 0.820 0.000 0.180
#> T0_CT_F11 3 0.1792 0.9136 0.000 0.068 0.932 0.000
#> T0_CT_F12 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_G02 3 0.1474 0.9187 0.052 0.000 0.948 0.000
#> T0_CT_G03 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_G09 1 0.0779 0.9484 0.980 0.016 0.000 0.004
#> T0_CT_G11 3 0.7577 0.2681 0.328 0.184 0.484 0.004
#> T0_CT_H01 1 0.8564 0.2948 0.480 0.200 0.264 0.056
#> T0_CT_H02 4 0.7581 0.2234 0.000 0.200 0.360 0.440
#> T0_CT_H04 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_H05 3 0.2216 0.8922 0.000 0.092 0.908 0.000
#> T0_CT_H08 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T0_CT_H09 2 0.0469 0.8422 0.000 0.988 0.000 0.012
#> T0_CT_H12 3 0.2345 0.8823 0.000 0.100 0.900 0.000
#> T24_CT_A01 1 0.0336 0.9509 0.992 0.008 0.000 0.000
#> T24_CT_A03 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T24_CT_A04 2 0.4567 0.6912 0.000 0.740 0.016 0.244
#> T24_CT_A05 3 0.4963 0.5814 0.284 0.020 0.696 0.000
#> T24_CT_A07 2 0.3942 0.7110 0.000 0.764 0.000 0.236
#> T24_CT_A08 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0469 0.9498 0.988 0.012 0.000 0.000
#> T24_CT_A10 1 0.0895 0.9484 0.976 0.020 0.000 0.004
#> T24_CT_B01 1 0.0707 0.9475 0.980 0.020 0.000 0.000
#> T24_CT_B02 1 0.0817 0.9455 0.976 0.024 0.000 0.000
#> T24_CT_B03 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T24_CT_B05 4 0.4564 0.4707 0.000 0.328 0.000 0.672
#> T24_CT_B06 2 0.4961 0.2752 0.000 0.552 0.000 0.448
#> T24_CT_B07 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.1118 0.8492 0.000 0.964 0.000 0.036
#> T24_CT_B09 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0336 0.9507 0.992 0.008 0.000 0.000
#> T24_CT_C02 2 0.0592 0.8439 0.000 0.984 0.000 0.016
#> T24_CT_C03 1 0.4830 0.3882 0.608 0.392 0.000 0.000
#> T24_CT_C05 2 0.1022 0.8484 0.000 0.968 0.000 0.032
#> T24_CT_C07 2 0.4624 0.5503 0.000 0.660 0.000 0.340
#> T24_CT_C08 2 0.4790 0.4711 0.000 0.620 0.000 0.380
#> T24_CT_C09 2 0.0592 0.8439 0.000 0.984 0.000 0.016
#> T24_CT_C10 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_C11 2 0.4277 0.5481 0.280 0.720 0.000 0.000
#> T24_CT_C12 4 0.0469 0.9082 0.000 0.012 0.000 0.988
#> T24_CT_D01 2 0.1716 0.8460 0.000 0.936 0.000 0.064
#> T24_CT_D02 4 0.0895 0.9058 0.000 0.020 0.004 0.976
#> T24_CT_D03 2 0.1389 0.8490 0.000 0.952 0.000 0.048
#> T24_CT_D04 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.0336 0.9490 0.992 0.000 0.000 0.008
#> T24_CT_D06 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.5371 0.3952 0.616 0.020 0.000 0.364
#> T24_CT_D08 2 0.2011 0.8408 0.000 0.920 0.000 0.080
#> T24_CT_D09 4 0.0592 0.9067 0.000 0.016 0.000 0.984
#> T24_CT_D10 4 0.3801 0.6858 0.000 0.220 0.000 0.780
#> T24_CT_D11 2 0.4967 0.2670 0.000 0.548 0.000 0.452
#> T24_CT_E01 1 0.0779 0.9484 0.980 0.016 0.000 0.004
#> T24_CT_E02 1 0.0707 0.9484 0.980 0.020 0.000 0.000
#> T24_CT_E04 2 0.4761 0.4819 0.000 0.628 0.000 0.372
#> T24_CT_E05 1 0.0188 0.9515 0.996 0.004 0.000 0.000
#> T24_CT_E07 4 0.0804 0.9004 0.008 0.012 0.000 0.980
#> T24_CT_E09 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0469 0.9501 0.988 0.012 0.000 0.000
#> T24_CT_E12 2 0.1867 0.8440 0.000 0.928 0.000 0.072
#> T24_CT_F01 2 0.2814 0.8115 0.000 0.868 0.000 0.132
#> T24_CT_F02 4 0.2704 0.8197 0.000 0.124 0.000 0.876
#> T24_CT_F03 1 0.1004 0.9476 0.972 0.024 0.000 0.004
#> T24_CT_F04 2 0.3400 0.7016 0.180 0.820 0.000 0.000
#> T24_CT_F05 1 0.0779 0.9489 0.980 0.016 0.000 0.004
#> T24_CT_F07 2 0.4916 0.1974 0.424 0.576 0.000 0.000
#> T24_CT_F08 1 0.0921 0.9433 0.972 0.028 0.000 0.000
#> T24_CT_F09 4 0.0592 0.9070 0.000 0.016 0.000 0.984
#> T24_CT_F10 4 0.1492 0.8863 0.004 0.004 0.036 0.956
#> T24_CT_F11 1 0.1004 0.9469 0.972 0.024 0.000 0.004
#> T24_CT_F12 4 0.5759 0.6141 0.000 0.080 0.232 0.688
#> T24_CT_G01 4 0.1792 0.8741 0.000 0.068 0.000 0.932
#> T24_CT_G02 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0469 0.9498 0.988 0.012 0.000 0.000
#> T24_CT_G04 4 0.0469 0.9084 0.000 0.012 0.000 0.988
#> T24_CT_G05 2 0.0921 0.8475 0.000 0.972 0.000 0.028
#> T24_CT_G06 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0707 0.9468 0.980 0.020 0.000 0.000
#> T24_CT_G10 4 0.0336 0.9093 0.000 0.008 0.000 0.992
#> T24_CT_G11 1 0.0592 0.9485 0.984 0.016 0.000 0.000
#> T24_CT_G12 1 0.0188 0.9510 0.996 0.000 0.004 0.000
#> T24_CT_H01 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.2704 0.8183 0.000 0.876 0.000 0.124
#> T24_CT_H05 1 0.1743 0.9278 0.940 0.056 0.000 0.004
#> T24_CT_H07 1 0.0657 0.9502 0.984 0.012 0.000 0.004
#> T24_CT_H09 1 0.0188 0.9515 0.996 0.004 0.000 0.000
#> T24_CT_H12 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_A01 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T48_CT_A02 4 0.3569 0.7249 0.000 0.196 0.000 0.804
#> T48_CT_A03 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.1940 0.8428 0.000 0.924 0.000 0.076
#> T48_CT_A05 4 0.0657 0.9016 0.004 0.012 0.000 0.984
#> T48_CT_A06 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.2814 0.8402 0.000 0.000 0.868 0.132
#> T48_CT_A08 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T48_CT_A09 1 0.0657 0.9493 0.984 0.012 0.000 0.004
#> T48_CT_A10 2 0.1118 0.8488 0.000 0.964 0.000 0.036
#> T48_CT_A11 4 0.1867 0.8698 0.000 0.072 0.000 0.928
#> T48_CT_A12 1 0.1398 0.9403 0.956 0.040 0.000 0.004
#> T48_CT_B01 2 0.1022 0.8484 0.000 0.968 0.000 0.032
#> T48_CT_B02 2 0.1118 0.8488 0.000 0.964 0.000 0.036
#> T48_CT_B03 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.2530 0.8258 0.000 0.888 0.000 0.112
#> T48_CT_B08 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.1022 0.8484 0.000 0.968 0.000 0.032
#> T48_CT_B11 4 0.1302 0.8918 0.000 0.044 0.000 0.956
#> T48_CT_B12 1 0.1004 0.9469 0.972 0.024 0.000 0.004
#> T48_CT_C01 2 0.4605 0.5625 0.000 0.664 0.000 0.336
#> T48_CT_C02 1 0.3486 0.7724 0.812 0.188 0.000 0.000
#> T48_CT_C03 2 0.1211 0.8490 0.000 0.960 0.000 0.040
#> T48_CT_C04 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.0000 0.9090 0.000 0.000 0.000 1.000
#> T48_CT_C06 4 0.0336 0.9093 0.000 0.008 0.000 0.992
#> T48_CT_C07 1 0.1004 0.9469 0.972 0.024 0.000 0.004
#> T48_CT_C09 4 0.0707 0.9012 0.000 0.000 0.020 0.980
#> T48_CT_C10 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_C11 4 0.2149 0.8568 0.000 0.088 0.000 0.912
#> T48_CT_D01 2 0.0469 0.8422 0.000 0.988 0.000 0.012
#> T48_CT_D02 2 0.5112 0.1378 0.436 0.560 0.000 0.004
#> T48_CT_D03 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_D04 4 0.1867 0.8698 0.000 0.072 0.000 0.928
#> T48_CT_D06 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T48_CT_D07 2 0.2149 0.8384 0.000 0.912 0.000 0.088
#> T48_CT_D08 1 0.1109 0.9455 0.968 0.028 0.000 0.004
#> T48_CT_D09 2 0.0921 0.8475 0.000 0.972 0.000 0.028
#> T48_CT_D10 2 0.3710 0.6808 0.192 0.804 0.000 0.004
#> T48_CT_D11 4 0.0376 0.9091 0.000 0.004 0.004 0.992
#> T48_CT_D12 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_E01 4 0.0937 0.8968 0.012 0.012 0.000 0.976
#> T48_CT_E02 1 0.1398 0.9401 0.956 0.040 0.000 0.004
#> T48_CT_E03 4 0.1271 0.8934 0.008 0.012 0.012 0.968
#> T48_CT_E04 4 0.5213 0.4698 0.328 0.020 0.000 0.652
#> T48_CT_E05 2 0.4500 0.5971 0.000 0.684 0.000 0.316
#> T48_CT_E06 1 0.0469 0.9498 0.988 0.012 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.2647 0.8211 0.000 0.880 0.000 0.120
#> T48_CT_E10 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.0188 0.9518 0.996 0.004 0.000 0.000
#> T48_CT_E12 3 0.2408 0.8732 0.000 0.000 0.896 0.104
#> T48_CT_F01 2 0.1302 0.8493 0.000 0.956 0.000 0.044
#> T48_CT_F02 1 0.1305 0.9419 0.960 0.036 0.000 0.004
#> T48_CT_F03 1 0.4608 0.5974 0.692 0.304 0.000 0.004
#> T48_CT_F05 2 0.1022 0.8484 0.000 0.968 0.000 0.032
#> T48_CT_F07 1 0.0657 0.9498 0.984 0.012 0.000 0.004
#> T48_CT_F09 4 0.4277 0.5820 0.000 0.280 0.000 0.720
#> T48_CT_F10 1 0.5161 0.1483 0.520 0.476 0.000 0.004
#> T48_CT_F11 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.0336 0.9517 0.992 0.008 0.000 0.000
#> T48_CT_G02 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T48_CT_G03 2 0.4356 0.6382 0.000 0.708 0.000 0.292
#> T48_CT_G07 2 0.1792 0.8458 0.000 0.932 0.000 0.068
#> T48_CT_G08 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T48_CT_G09 4 0.0469 0.9035 0.000 0.012 0.000 0.988
#> T48_CT_G10 1 0.3219 0.7880 0.836 0.000 0.164 0.000
#> T48_CT_G11 1 0.0895 0.9476 0.976 0.020 0.000 0.004
#> T48_CT_G12 2 0.1637 0.8477 0.000 0.940 0.000 0.060
#> T48_CT_H01 2 0.0592 0.8439 0.000 0.984 0.000 0.016
#> T48_CT_H02 4 0.1139 0.8960 0.008 0.012 0.008 0.972
#> T48_CT_H04 1 0.3764 0.7327 0.784 0.216 0.000 0.000
#> T48_CT_H05 2 0.1118 0.8488 0.000 0.964 0.000 0.036
#> T48_CT_H06 2 0.1867 0.8437 0.000 0.928 0.000 0.072
#> T48_CT_H07 2 0.5155 0.0168 0.468 0.528 0.000 0.004
#> T48_CT_H08 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T48_CT_H11 1 0.1109 0.9455 0.968 0.028 0.000 0.004
#> T48_CT_H12 2 0.3528 0.7606 0.000 0.808 0.000 0.192
#> T72_CT_A01 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_A05 4 0.0376 0.9091 0.000 0.004 0.004 0.992
#> T72_CT_A08 1 0.0657 0.9506 0.984 0.012 0.000 0.004
#> T72_CT_A09 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_A11 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_B01 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_B02 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T72_CT_B03 1 0.1584 0.9273 0.952 0.012 0.000 0.036
#> T72_CT_B04 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T72_CT_B05 4 0.0937 0.8968 0.012 0.012 0.000 0.976
#> T72_CT_B06 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T72_CT_B08 3 0.2081 0.8945 0.000 0.000 0.916 0.084
#> T72_CT_B09 1 0.1118 0.9372 0.964 0.036 0.000 0.000
#> T72_CT_B11 1 0.0657 0.9493 0.984 0.012 0.000 0.004
#> T72_CT_B12 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_C04 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_C06 1 0.4630 0.6541 0.732 0.016 0.000 0.252
#> T72_CT_C07 4 0.0817 0.8984 0.000 0.000 0.024 0.976
#> T72_CT_C09 1 0.4720 0.6319 0.720 0.016 0.000 0.264
#> T72_CT_C11 4 0.2760 0.8057 0.000 0.000 0.128 0.872
#> T72_CT_D01 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_D03 4 0.4967 0.1735 0.452 0.000 0.000 0.548
#> T72_CT_D04 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_D05 1 0.0657 0.9493 0.984 0.012 0.000 0.004
#> T72_CT_D07 1 0.0524 0.9503 0.988 0.008 0.000 0.004
#> T72_CT_D10 4 0.1059 0.8939 0.016 0.012 0.000 0.972
#> T72_CT_D11 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T72_CT_E04 1 0.0895 0.9476 0.976 0.020 0.000 0.004
#> T72_CT_E05 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_E07 4 0.1256 0.8921 0.028 0.000 0.008 0.964
#> T72_CT_F01 4 0.1716 0.8767 0.000 0.064 0.000 0.936
#> T72_CT_F05 4 0.3569 0.7266 0.000 0.196 0.000 0.804
#> T72_CT_F07 1 0.0657 0.9493 0.984 0.012 0.000 0.004
#> T72_CT_F10 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_F11 4 0.0592 0.9036 0.000 0.000 0.016 0.984
#> T72_CT_G03 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.9520 1.000 0.000 0.000 0.000
#> T72_CT_G06 4 0.7198 0.3492 0.000 0.256 0.196 0.548
#> T72_CT_G08 3 0.7468 0.5970 0.096 0.096 0.640 0.168
#> T72_CT_G10 4 0.4406 0.5361 0.000 0.300 0.000 0.700
#> T72_CT_G11 1 0.1576 0.9355 0.948 0.048 0.000 0.004
#> T72_CT_H01 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_H03 4 0.0188 0.9101 0.000 0.004 0.000 0.996
#> T72_CT_H05 3 0.0469 0.9545 0.000 0.000 0.988 0.012
#> T72_CT_H08 3 0.2345 0.8776 0.000 0.000 0.900 0.100
#> T72_CT_H09 3 0.0000 0.9628 0.000 0.000 1.000 0.000
#> T72_CT_H10 1 0.0895 0.9476 0.976 0.020 0.000 0.004
#> T72_CT_H11 1 0.0779 0.9484 0.980 0.016 0.000 0.004
#> T72_CT_H12 4 0.1211 0.8940 0.000 0.040 0.000 0.960
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A03 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_A07 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0162 0.7996 0.996 0.000 0.000 0.000 0.004
#> T0_CT_A10 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A11 4 0.3452 0.5235 0.000 0.000 0.000 0.756 0.244
#> T0_CT_B01 5 0.4659 0.1262 0.000 0.000 0.012 0.488 0.500
#> T0_CT_B03 3 0.1195 0.9256 0.000 0.012 0.960 0.000 0.028
#> T0_CT_B05 3 0.1885 0.9008 0.020 0.004 0.932 0.000 0.044
#> T0_CT_B07 3 0.0290 0.9366 0.000 0.000 0.992 0.000 0.008
#> T0_CT_B08 3 0.1082 0.9273 0.000 0.008 0.964 0.000 0.028
#> T0_CT_B09 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.1195 0.9256 0.000 0.012 0.960 0.000 0.028
#> T0_CT_C03 1 0.3016 0.7011 0.848 0.000 0.020 0.000 0.132
#> T0_CT_C05 4 0.4429 0.7328 0.000 0.256 0.004 0.712 0.028
#> T0_CT_C06 5 0.4101 0.4800 0.000 0.000 0.004 0.332 0.664
#> T0_CT_C07 3 0.0609 0.9314 0.000 0.000 0.980 0.000 0.020
#> T0_CT_C08 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 4 0.3109 0.5894 0.000 0.000 0.000 0.800 0.200
#> T0_CT_C11 4 0.1608 0.8364 0.000 0.072 0.000 0.928 0.000
#> T0_CT_C12 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.1399 0.9223 0.000 0.020 0.952 0.000 0.028
#> T0_CT_D02 3 0.3525 0.8298 0.040 0.000 0.852 0.028 0.080
#> T0_CT_D03 3 0.0162 0.9377 0.000 0.000 0.996 0.000 0.004
#> T0_CT_D05 3 0.6216 0.5920 0.008 0.100 0.660 0.048 0.184
#> T0_CT_D06 3 0.1195 0.9256 0.000 0.012 0.960 0.000 0.028
#> T0_CT_D07 3 0.0162 0.9377 0.000 0.000 0.996 0.000 0.004
#> T0_CT_D08 3 0.1300 0.9235 0.000 0.016 0.956 0.000 0.028
#> T0_CT_D09 2 0.3424 0.7763 0.000 0.852 0.096 0.024 0.028
#> T0_CT_D11 4 0.3606 0.8188 0.000 0.164 0.004 0.808 0.024
#> T0_CT_D12 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0404 0.9356 0.000 0.000 0.988 0.000 0.012
#> T0_CT_E03 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E04 4 0.3218 0.8351 0.000 0.128 0.004 0.844 0.024
#> T0_CT_E05 5 0.5285 0.5287 0.080 0.000 0.000 0.288 0.632
#> T0_CT_E06 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E07 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E08 3 0.1082 0.9273 0.000 0.008 0.964 0.000 0.028
#> T0_CT_E09 3 0.0162 0.9377 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E10 4 0.3074 0.5952 0.000 0.000 0.000 0.804 0.196
#> T0_CT_E11 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E12 3 0.4436 0.7304 0.004 0.000 0.768 0.088 0.140
#> T0_CT_F01 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_F03 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 4 0.3340 0.7349 0.000 0.008 0.096 0.852 0.044
#> T0_CT_F06 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 3 0.0290 0.9366 0.000 0.000 0.992 0.000 0.008
#> T0_CT_F09 4 0.3266 0.8004 0.000 0.200 0.000 0.796 0.004
#> T0_CT_F11 3 0.4117 0.7554 0.000 0.000 0.788 0.096 0.116
#> T0_CT_F12 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 3 0.5267 0.6529 0.156 0.000 0.712 0.016 0.116
#> T0_CT_G03 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_G04 3 0.1082 0.9273 0.000 0.008 0.964 0.000 0.028
#> T0_CT_G07 3 0.1195 0.9256 0.000 0.012 0.960 0.000 0.028
#> T0_CT_G08 3 0.1195 0.9256 0.000 0.012 0.960 0.000 0.028
#> T0_CT_G09 5 0.4084 0.6283 0.328 0.004 0.000 0.000 0.668
#> T0_CT_G11 5 0.5518 0.5618 0.040 0.000 0.156 0.096 0.708
#> T0_CT_H01 5 0.4437 0.6318 0.048 0.000 0.064 0.088 0.800
#> T0_CT_H02 2 0.7298 0.0776 0.000 0.420 0.264 0.288 0.028
#> T0_CT_H04 3 0.0162 0.9376 0.000 0.000 0.996 0.000 0.004
#> T0_CT_H05 3 0.6021 0.4482 0.008 0.000 0.584 0.124 0.284
#> T0_CT_H08 3 0.0290 0.9366 0.000 0.000 0.992 0.000 0.008
#> T0_CT_H09 4 0.2690 0.6495 0.000 0.000 0.000 0.844 0.156
#> T0_CT_H12 3 0.6121 0.5299 0.020 0.000 0.624 0.160 0.196
#> T24_CT_A01 1 0.2284 0.7844 0.896 0.000 0.004 0.004 0.096
#> T24_CT_A03 2 0.0794 0.8350 0.000 0.972 0.000 0.028 0.000
#> T24_CT_A04 4 0.4024 0.7747 0.000 0.220 0.000 0.752 0.028
#> T24_CT_A05 1 0.6909 0.2517 0.480 0.000 0.340 0.032 0.148
#> T24_CT_A07 4 0.3395 0.7708 0.000 0.236 0.000 0.764 0.000
#> T24_CT_A08 1 0.0290 0.7988 0.992 0.000 0.000 0.000 0.008
#> T24_CT_A09 1 0.2719 0.7532 0.852 0.000 0.000 0.004 0.144
#> T24_CT_A10 5 0.3430 0.6822 0.220 0.000 0.000 0.004 0.776
#> T24_CT_B01 1 0.4863 0.5447 0.656 0.000 0.000 0.048 0.296
#> T24_CT_B02 1 0.3988 0.6832 0.768 0.000 0.000 0.036 0.196
#> T24_CT_B03 2 0.1544 0.8101 0.000 0.932 0.000 0.000 0.068
#> T24_CT_B05 4 0.4283 0.3312 0.000 0.456 0.000 0.544 0.000
#> T24_CT_B06 4 0.3966 0.6367 0.000 0.336 0.000 0.664 0.000
#> T24_CT_B07 1 0.0162 0.8007 0.996 0.000 0.000 0.000 0.004
#> T24_CT_B08 4 0.1892 0.8384 0.000 0.080 0.000 0.916 0.004
#> T24_CT_B09 1 0.0000 0.7997 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0404 0.9332 0.012 0.000 0.988 0.000 0.000
#> T24_CT_C01 1 0.2971 0.7419 0.836 0.000 0.000 0.008 0.156
#> T24_CT_C02 4 0.0566 0.7866 0.000 0.004 0.000 0.984 0.012
#> T24_CT_C03 1 0.6555 0.1695 0.460 0.000 0.000 0.220 0.320
#> T24_CT_C05 4 0.0880 0.8146 0.000 0.032 0.000 0.968 0.000
#> T24_CT_C07 4 0.4009 0.6652 0.000 0.312 0.000 0.684 0.004
#> T24_CT_C08 4 0.4135 0.6307 0.000 0.340 0.000 0.656 0.004
#> T24_CT_C09 4 0.1121 0.7593 0.000 0.000 0.000 0.956 0.044
#> T24_CT_C10 1 0.1792 0.7582 0.916 0.000 0.000 0.000 0.084
#> T24_CT_C11 4 0.6097 -0.2587 0.124 0.000 0.000 0.456 0.420
#> T24_CT_C12 2 0.0794 0.8337 0.000 0.972 0.000 0.028 0.000
#> T24_CT_D01 4 0.2230 0.8414 0.000 0.116 0.000 0.884 0.000
#> T24_CT_D02 2 0.1772 0.8324 0.000 0.940 0.008 0.032 0.020
#> T24_CT_D03 4 0.2329 0.8421 0.000 0.124 0.000 0.876 0.000
#> T24_CT_D04 1 0.0404 0.8017 0.988 0.000 0.000 0.000 0.012
#> T24_CT_D05 1 0.3462 0.6337 0.792 0.012 0.000 0.000 0.196
#> T24_CT_D06 1 0.1544 0.7976 0.932 0.000 0.000 0.000 0.068
#> T24_CT_D07 1 0.6732 0.1815 0.516 0.204 0.000 0.016 0.264
#> T24_CT_D08 4 0.2516 0.8373 0.000 0.140 0.000 0.860 0.000
#> T24_CT_D09 2 0.1549 0.8295 0.000 0.944 0.000 0.040 0.016
#> T24_CT_D10 2 0.4366 0.4442 0.000 0.664 0.000 0.320 0.016
#> T24_CT_D11 4 0.3837 0.6818 0.000 0.308 0.000 0.692 0.000
#> T24_CT_E01 5 0.4029 0.6420 0.316 0.004 0.000 0.000 0.680
#> T24_CT_E02 1 0.4114 0.6523 0.732 0.000 0.000 0.024 0.244
#> T24_CT_E04 4 0.3983 0.6233 0.000 0.340 0.000 0.660 0.000
#> T24_CT_E05 1 0.2329 0.7689 0.876 0.000 0.000 0.000 0.124
#> T24_CT_E07 2 0.3774 0.5826 0.000 0.704 0.000 0.000 0.296
#> T24_CT_E09 1 0.1792 0.7884 0.916 0.000 0.000 0.000 0.084
#> T24_CT_E11 1 0.2424 0.7764 0.868 0.000 0.000 0.000 0.132
#> T24_CT_E12 4 0.2230 0.8412 0.000 0.116 0.000 0.884 0.000
#> T24_CT_F01 4 0.2690 0.8330 0.000 0.156 0.000 0.844 0.000
#> T24_CT_F02 2 0.4141 0.6159 0.000 0.736 0.000 0.236 0.028
#> T24_CT_F03 5 0.4100 0.6798 0.192 0.000 0.000 0.044 0.764
#> T24_CT_F04 5 0.5501 0.2446 0.064 0.000 0.000 0.444 0.492
#> T24_CT_F05 5 0.3861 0.6647 0.284 0.004 0.000 0.000 0.712
#> T24_CT_F07 5 0.6474 0.3547 0.200 0.000 0.000 0.328 0.472
#> T24_CT_F08 1 0.4224 0.6573 0.744 0.000 0.000 0.040 0.216
#> T24_CT_F09 2 0.2236 0.8135 0.000 0.908 0.000 0.068 0.024
#> T24_CT_F10 2 0.3278 0.7383 0.000 0.824 0.020 0.000 0.156
#> T24_CT_F11 5 0.3508 0.6800 0.252 0.000 0.000 0.000 0.748
#> T24_CT_F12 2 0.6608 0.4066 0.000 0.540 0.288 0.148 0.024
#> T24_CT_G01 2 0.3203 0.7269 0.000 0.820 0.000 0.168 0.012
#> T24_CT_G02 1 0.0000 0.7997 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.2583 0.7617 0.864 0.000 0.000 0.004 0.132
#> T24_CT_G04 2 0.2595 0.8068 0.000 0.888 0.000 0.032 0.080
#> T24_CT_G05 4 0.0912 0.7926 0.000 0.012 0.000 0.972 0.016
#> T24_CT_G06 1 0.1270 0.7871 0.948 0.000 0.000 0.000 0.052
#> T24_CT_G08 1 0.2929 0.7448 0.840 0.000 0.000 0.008 0.152
#> T24_CT_G10 2 0.1357 0.8278 0.000 0.948 0.000 0.048 0.004
#> T24_CT_G11 1 0.3343 0.7221 0.812 0.000 0.000 0.016 0.172
#> T24_CT_G12 1 0.0992 0.7933 0.968 0.000 0.008 0.000 0.024
#> T24_CT_H01 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.1608 0.7939 0.928 0.000 0.000 0.000 0.072
#> T24_CT_H03 4 0.2648 0.8366 0.000 0.152 0.000 0.848 0.000
#> T24_CT_H05 5 0.5277 0.5058 0.228 0.000 0.000 0.108 0.664
#> T24_CT_H07 1 0.4658 -0.2545 0.504 0.000 0.000 0.012 0.484
#> T24_CT_H09 1 0.1732 0.7898 0.920 0.000 0.000 0.000 0.080
#> T24_CT_H12 1 0.0404 0.7989 0.988 0.000 0.000 0.000 0.012
#> T48_CT_A01 2 0.0162 0.8357 0.000 0.996 0.000 0.004 0.000
#> T48_CT_A02 2 0.3730 0.5410 0.000 0.712 0.000 0.288 0.000
#> T48_CT_A03 1 0.0162 0.7994 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A04 4 0.2377 0.8397 0.000 0.128 0.000 0.872 0.000
#> T48_CT_A05 2 0.2648 0.7561 0.000 0.848 0.000 0.000 0.152
#> T48_CT_A06 1 0.0162 0.8007 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A07 3 0.2450 0.8756 0.000 0.076 0.896 0.000 0.028
#> T48_CT_A08 2 0.0290 0.8360 0.000 0.992 0.000 0.008 0.000
#> T48_CT_A09 5 0.4060 0.5976 0.360 0.000 0.000 0.000 0.640
#> T48_CT_A10 4 0.1792 0.8388 0.000 0.084 0.000 0.916 0.000
#> T48_CT_A11 2 0.3274 0.6654 0.000 0.780 0.000 0.220 0.000
#> T48_CT_A12 5 0.4258 0.6383 0.160 0.000 0.000 0.072 0.768
#> T48_CT_B01 4 0.1478 0.8327 0.000 0.064 0.000 0.936 0.000
#> T48_CT_B02 4 0.1732 0.8383 0.000 0.080 0.000 0.920 0.000
#> T48_CT_B03 1 0.0000 0.7997 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0162 0.8007 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B06 4 0.2929 0.8194 0.000 0.180 0.000 0.820 0.000
#> T48_CT_B08 1 0.1608 0.7678 0.928 0.000 0.000 0.000 0.072
#> T48_CT_B10 4 0.1608 0.8361 0.000 0.072 0.000 0.928 0.000
#> T48_CT_B11 2 0.2773 0.7388 0.000 0.836 0.000 0.164 0.000
#> T48_CT_B12 5 0.3196 0.6927 0.192 0.004 0.000 0.000 0.804
#> T48_CT_C01 4 0.3913 0.6558 0.000 0.324 0.000 0.676 0.000
#> T48_CT_C02 1 0.5277 0.5543 0.664 0.000 0.000 0.108 0.228
#> T48_CT_C03 4 0.2127 0.8413 0.000 0.108 0.000 0.892 0.000
#> T48_CT_C04 1 0.0162 0.8007 0.996 0.000 0.000 0.000 0.004
#> T48_CT_C05 2 0.1121 0.8226 0.000 0.956 0.000 0.000 0.044
#> T48_CT_C06 2 0.2325 0.8168 0.000 0.904 0.000 0.028 0.068
#> T48_CT_C07 5 0.3582 0.6906 0.224 0.000 0.000 0.008 0.768
#> T48_CT_C09 2 0.0854 0.8336 0.000 0.976 0.012 0.004 0.008
#> T48_CT_C10 1 0.4138 0.1127 0.616 0.000 0.000 0.000 0.384
#> T48_CT_C11 2 0.3039 0.7045 0.000 0.808 0.000 0.192 0.000
#> T48_CT_D01 4 0.3266 0.5993 0.000 0.004 0.000 0.796 0.200
#> T48_CT_D02 5 0.4254 0.5949 0.040 0.000 0.000 0.220 0.740
#> T48_CT_D03 1 0.1792 0.7943 0.916 0.000 0.000 0.000 0.084
#> T48_CT_D04 2 0.3177 0.6764 0.000 0.792 0.000 0.208 0.000
#> T48_CT_D06 2 0.0290 0.8360 0.000 0.992 0.000 0.008 0.000
#> T48_CT_D07 4 0.2605 0.8358 0.000 0.148 0.000 0.852 0.000
#> T48_CT_D08 1 0.5159 0.2837 0.556 0.000 0.000 0.044 0.400
#> T48_CT_D09 4 0.0693 0.7958 0.000 0.012 0.000 0.980 0.008
#> T48_CT_D10 5 0.3992 0.5754 0.012 0.000 0.000 0.268 0.720
#> T48_CT_D11 2 0.1588 0.8324 0.000 0.948 0.008 0.016 0.028
#> T48_CT_D12 1 0.0290 0.8011 0.992 0.000 0.000 0.000 0.008
#> T48_CT_E01 2 0.3561 0.6341 0.000 0.740 0.000 0.000 0.260
#> T48_CT_E02 5 0.3531 0.6898 0.148 0.000 0.000 0.036 0.816
#> T48_CT_E03 2 0.3585 0.6773 0.004 0.772 0.004 0.000 0.220
#> T48_CT_E04 5 0.4844 0.5993 0.108 0.172 0.000 0.000 0.720
#> T48_CT_E05 4 0.3983 0.6246 0.000 0.340 0.000 0.660 0.000
#> T48_CT_E06 1 0.2798 0.7556 0.852 0.000 0.000 0.008 0.140
#> T48_CT_E07 1 0.0510 0.7961 0.984 0.000 0.000 0.000 0.016
#> T48_CT_E08 4 0.2648 0.8326 0.000 0.152 0.000 0.848 0.000
#> T48_CT_E10 1 0.0510 0.7961 0.984 0.000 0.000 0.000 0.016
#> T48_CT_E11 1 0.4201 -0.0155 0.592 0.000 0.000 0.000 0.408
#> T48_CT_E12 3 0.3099 0.8237 0.000 0.124 0.848 0.000 0.028
#> T48_CT_F01 4 0.2074 0.8409 0.000 0.104 0.000 0.896 0.000
#> T48_CT_F02 5 0.2966 0.6919 0.136 0.000 0.000 0.016 0.848
#> T48_CT_F03 5 0.5934 0.4755 0.176 0.000 0.000 0.232 0.592
#> T48_CT_F05 4 0.0693 0.7960 0.000 0.012 0.000 0.980 0.008
#> T48_CT_F07 5 0.4430 0.4273 0.456 0.000 0.000 0.004 0.540
#> T48_CT_F09 2 0.4287 -0.0262 0.000 0.540 0.000 0.460 0.000
#> T48_CT_F10 5 0.5289 0.5457 0.096 0.000 0.000 0.252 0.652
#> T48_CT_F11 1 0.2179 0.7229 0.888 0.000 0.000 0.000 0.112
#> T48_CT_G01 1 0.2471 0.7742 0.864 0.000 0.000 0.000 0.136
#> T48_CT_G02 2 0.0404 0.8361 0.000 0.988 0.000 0.012 0.000
#> T48_CT_G03 4 0.3508 0.7583 0.000 0.252 0.000 0.748 0.000
#> T48_CT_G07 4 0.2471 0.8395 0.000 0.136 0.000 0.864 0.000
#> T48_CT_G08 2 0.1117 0.8354 0.000 0.964 0.000 0.016 0.020
#> T48_CT_G09 2 0.2813 0.7408 0.000 0.832 0.000 0.000 0.168
#> T48_CT_G10 1 0.1792 0.7502 0.916 0.000 0.084 0.000 0.000
#> T48_CT_G11 5 0.3700 0.6834 0.240 0.008 0.000 0.000 0.752
#> T48_CT_G12 4 0.2561 0.8369 0.000 0.144 0.000 0.856 0.000
#> T48_CT_H01 4 0.1478 0.7444 0.000 0.000 0.000 0.936 0.064
#> T48_CT_H02 2 0.2891 0.7315 0.000 0.824 0.000 0.000 0.176
#> T48_CT_H04 1 0.5250 0.5598 0.668 0.000 0.000 0.108 0.224
#> T48_CT_H05 4 0.1732 0.8381 0.000 0.080 0.000 0.920 0.000
#> T48_CT_H06 4 0.2377 0.8397 0.000 0.128 0.000 0.872 0.000
#> T48_CT_H07 5 0.4305 0.6017 0.052 0.000 0.000 0.200 0.748
#> T48_CT_H08 2 0.0451 0.8361 0.000 0.988 0.000 0.008 0.004
#> T48_CT_H11 5 0.3194 0.6947 0.148 0.000 0.000 0.020 0.832
#> T48_CT_H12 4 0.3177 0.7999 0.000 0.208 0.000 0.792 0.000
#> T72_CT_A01 2 0.0671 0.8362 0.000 0.980 0.000 0.016 0.004
#> T72_CT_A05 2 0.0324 0.8361 0.000 0.992 0.000 0.004 0.004
#> T72_CT_A08 1 0.4549 -0.2547 0.528 0.000 0.000 0.008 0.464
#> T72_CT_A09 2 0.0162 0.8357 0.000 0.996 0.000 0.004 0.000
#> T72_CT_A11 2 0.0404 0.8361 0.000 0.988 0.000 0.012 0.000
#> T72_CT_B01 2 0.0963 0.8334 0.000 0.964 0.000 0.036 0.000
#> T72_CT_B02 1 0.0510 0.7961 0.984 0.000 0.000 0.000 0.016
#> T72_CT_B03 5 0.4196 0.5908 0.356 0.004 0.000 0.000 0.640
#> T72_CT_B04 1 0.0404 0.7977 0.988 0.000 0.000 0.000 0.012
#> T72_CT_B05 2 0.3074 0.7096 0.000 0.804 0.000 0.000 0.196
#> T72_CT_B06 1 0.1671 0.7603 0.924 0.000 0.000 0.000 0.076
#> T72_CT_B08 3 0.2193 0.8920 0.000 0.060 0.912 0.000 0.028
#> T72_CT_B09 1 0.4588 0.6270 0.720 0.000 0.000 0.060 0.220
#> T72_CT_B11 5 0.4015 0.6106 0.348 0.000 0.000 0.000 0.652
#> T72_CT_B12 2 0.0290 0.8360 0.000 0.992 0.000 0.008 0.000
#> T72_CT_C04 2 0.0510 0.8357 0.000 0.984 0.000 0.016 0.000
#> T72_CT_C06 5 0.4863 0.6392 0.272 0.056 0.000 0.000 0.672
#> T72_CT_C07 2 0.1179 0.8315 0.000 0.964 0.016 0.004 0.016
#> T72_CT_C09 5 0.4847 0.6490 0.240 0.068 0.000 0.000 0.692
#> T72_CT_C11 2 0.4484 0.5102 0.000 0.668 0.308 0.000 0.024
#> T72_CT_D01 2 0.0510 0.8357 0.000 0.984 0.000 0.016 0.000
#> T72_CT_D03 1 0.5126 0.3686 0.636 0.300 0.000 0.000 0.064
#> T72_CT_D04 2 0.0290 0.8360 0.000 0.992 0.000 0.008 0.000
#> T72_CT_D05 5 0.4126 0.5611 0.380 0.000 0.000 0.000 0.620
#> T72_CT_D07 5 0.4307 0.2935 0.500 0.000 0.000 0.000 0.500
#> T72_CT_D10 2 0.3177 0.6973 0.000 0.792 0.000 0.000 0.208
#> T72_CT_D11 1 0.0404 0.7977 0.988 0.000 0.000 0.000 0.012
#> T72_CT_E04 5 0.4063 0.6671 0.280 0.000 0.000 0.012 0.708
#> T72_CT_E05 2 0.0510 0.8359 0.000 0.984 0.000 0.016 0.000
#> T72_CT_E07 2 0.2514 0.8004 0.060 0.896 0.000 0.000 0.044
#> T72_CT_F01 2 0.2605 0.7552 0.000 0.852 0.000 0.148 0.000
#> T72_CT_F05 2 0.4192 0.2201 0.000 0.596 0.000 0.404 0.000
#> T72_CT_F07 5 0.4150 0.5598 0.388 0.000 0.000 0.000 0.612
#> T72_CT_F10 2 0.0510 0.8357 0.000 0.984 0.000 0.016 0.000
#> T72_CT_F11 2 0.1471 0.8280 0.000 0.952 0.024 0.004 0.020
#> T72_CT_G03 1 0.0290 0.7988 0.992 0.000 0.000 0.000 0.008
#> T72_CT_G04 1 0.0510 0.7961 0.984 0.000 0.000 0.000 0.016
#> T72_CT_G06 2 0.7126 0.0892 0.000 0.448 0.200 0.324 0.028
#> T72_CT_G08 3 0.7690 0.1215 0.032 0.096 0.452 0.064 0.356
#> T72_CT_G10 2 0.4242 0.1063 0.000 0.572 0.000 0.428 0.000
#> T72_CT_G11 5 0.4010 0.6768 0.136 0.000 0.000 0.072 0.792
#> T72_CT_H01 2 0.1732 0.8098 0.000 0.920 0.000 0.080 0.000
#> T72_CT_H03 2 0.1121 0.8297 0.000 0.956 0.000 0.044 0.000
#> T72_CT_H05 3 0.1399 0.9213 0.000 0.020 0.952 0.000 0.028
#> T72_CT_H08 3 0.2260 0.8868 0.000 0.064 0.908 0.000 0.028
#> T72_CT_H09 3 0.0000 0.9383 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H10 5 0.3790 0.6709 0.272 0.004 0.000 0.000 0.724
#> T72_CT_H11 5 0.3796 0.6546 0.300 0.000 0.000 0.000 0.700
#> T72_CT_H12 2 0.2230 0.7856 0.000 0.884 0.000 0.116 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.2250 0.80913 0.000 0.000 0.888 0.020 0.000 0.092
#> T0_CT_A03 3 0.0146 0.82820 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_A05 3 0.0000 0.82788 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 3 0.1814 0.81468 0.000 0.000 0.900 0.000 0.000 0.100
#> T0_CT_A07 3 0.0458 0.82810 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_A08 1 0.0146 0.81336 0.996 0.000 0.000 0.000 0.004 0.000
#> T0_CT_A10 3 0.1327 0.81938 0.000 0.000 0.936 0.000 0.000 0.064
#> T0_CT_A11 2 0.5243 -0.18617 0.004 0.460 0.000 0.000 0.080 0.456
#> T0_CT_B01 6 0.6208 0.60083 0.004 0.168 0.040 0.000 0.228 0.560
#> T0_CT_B03 3 0.3699 0.74711 0.000 0.000 0.752 0.036 0.000 0.212
#> T0_CT_B05 3 0.4465 0.70110 0.024 0.000 0.756 0.004 0.088 0.128
#> T0_CT_B07 3 0.1910 0.80227 0.000 0.000 0.892 0.000 0.000 0.108
#> T0_CT_B08 3 0.3602 0.75093 0.000 0.000 0.760 0.032 0.000 0.208
#> T0_CT_B09 3 0.0260 0.82765 0.000 0.000 0.992 0.000 0.000 0.008
#> T0_CT_C02 3 0.3699 0.74711 0.000 0.000 0.752 0.036 0.000 0.212
#> T0_CT_C03 1 0.4948 0.60353 0.728 0.000 0.040 0.008 0.128 0.096
#> T0_CT_C05 2 0.5751 0.51282 0.000 0.596 0.020 0.148 0.004 0.232
#> T0_CT_C06 6 0.5519 0.52763 0.000 0.112 0.004 0.000 0.432 0.452
#> T0_CT_C07 3 0.2491 0.76670 0.000 0.000 0.836 0.000 0.000 0.164
#> T0_CT_C08 3 0.0363 0.82810 0.000 0.000 0.988 0.000 0.000 0.012
#> T0_CT_C09 2 0.5155 -0.09289 0.004 0.488 0.000 0.000 0.072 0.436
#> T0_CT_C11 2 0.1757 0.76820 0.000 0.916 0.000 0.008 0.000 0.076
#> T0_CT_C12 3 0.0146 0.82812 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_D01 3 0.4223 0.72515 0.000 0.000 0.720 0.076 0.000 0.204
#> T0_CT_D02 3 0.4045 0.62419 0.028 0.000 0.700 0.000 0.004 0.268
#> T0_CT_D03 3 0.1910 0.80820 0.000 0.000 0.892 0.000 0.000 0.108
#> T0_CT_D05 3 0.7358 0.35164 0.004 0.040 0.504 0.076 0.168 0.208
#> T0_CT_D06 3 0.3699 0.74711 0.000 0.000 0.752 0.036 0.000 0.212
#> T0_CT_D07 3 0.1501 0.81604 0.000 0.000 0.924 0.000 0.000 0.076
#> T0_CT_D08 3 0.3699 0.74711 0.000 0.000 0.752 0.036 0.000 0.212
#> T0_CT_D09 4 0.5940 0.53721 0.000 0.032 0.148 0.588 0.004 0.228
#> T0_CT_D11 2 0.3997 0.71050 0.000 0.772 0.004 0.072 0.004 0.148
#> T0_CT_D12 3 0.0458 0.82767 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_E01 3 0.1556 0.81664 0.000 0.000 0.920 0.000 0.000 0.080
#> T0_CT_E03 3 0.1204 0.82089 0.000 0.000 0.944 0.000 0.000 0.056
#> T0_CT_E04 2 0.4437 0.67026 0.000 0.728 0.004 0.088 0.004 0.176
#> T0_CT_E05 6 0.5895 0.62877 0.024 0.112 0.000 0.000 0.392 0.472
#> T0_CT_E06 3 0.1444 0.82110 0.000 0.000 0.928 0.000 0.000 0.072
#> T0_CT_E07 3 0.1141 0.82369 0.000 0.000 0.948 0.000 0.000 0.052
#> T0_CT_E08 3 0.3671 0.74872 0.000 0.000 0.756 0.036 0.000 0.208
#> T0_CT_E09 3 0.1327 0.82220 0.000 0.000 0.936 0.000 0.000 0.064
#> T0_CT_E10 2 0.5155 -0.09289 0.004 0.488 0.000 0.000 0.072 0.436
#> T0_CT_E11 3 0.1714 0.81823 0.000 0.000 0.908 0.000 0.000 0.092
#> T0_CT_E12 3 0.4189 0.37410 0.004 0.004 0.572 0.000 0.004 0.416
#> T0_CT_F01 3 0.0458 0.82784 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_F02 3 0.1387 0.81762 0.000 0.000 0.932 0.000 0.000 0.068
#> T0_CT_F03 3 0.0146 0.82795 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F04 3 0.1141 0.82226 0.000 0.000 0.948 0.000 0.000 0.052
#> T0_CT_F05 2 0.6030 0.37275 0.000 0.536 0.108 0.036 0.004 0.316
#> T0_CT_F06 3 0.1387 0.81993 0.000 0.000 0.932 0.000 0.000 0.068
#> T0_CT_F07 3 0.2112 0.81558 0.000 0.000 0.896 0.000 0.016 0.088
#> T0_CT_F09 2 0.3633 0.74928 0.000 0.800 0.000 0.120 0.004 0.076
#> T0_CT_F11 3 0.3923 0.49456 0.000 0.008 0.620 0.000 0.000 0.372
#> T0_CT_F12 3 0.0865 0.82515 0.000 0.000 0.964 0.000 0.000 0.036
#> T0_CT_G01 3 0.0146 0.82795 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_G02 3 0.6385 0.40370 0.128 0.000 0.552 0.000 0.088 0.232
#> T0_CT_G03 3 0.1714 0.80895 0.000 0.000 0.908 0.000 0.000 0.092
#> T0_CT_G04 3 0.3699 0.74711 0.000 0.000 0.752 0.036 0.000 0.212
#> T0_CT_G07 3 0.3699 0.74711 0.000 0.000 0.752 0.036 0.000 0.212
#> T0_CT_G08 3 0.3727 0.74705 0.000 0.000 0.748 0.036 0.000 0.216
#> T0_CT_G09 5 0.3444 0.63317 0.140 0.000 0.000 0.012 0.812 0.036
#> T0_CT_G11 6 0.6608 0.18980 0.024 0.012 0.180 0.000 0.368 0.416
#> T0_CT_H01 5 0.6150 0.00669 0.044 0.012 0.064 0.008 0.544 0.328
#> T0_CT_H02 4 0.7833 0.12946 0.000 0.220 0.244 0.276 0.004 0.256
#> T0_CT_H04 3 0.1765 0.81496 0.000 0.000 0.904 0.000 0.000 0.096
#> T0_CT_H05 3 0.5605 0.08336 0.000 0.012 0.444 0.000 0.100 0.444
#> T0_CT_H08 3 0.2212 0.79588 0.000 0.000 0.880 0.000 0.008 0.112
#> T0_CT_H09 2 0.5112 0.06705 0.000 0.516 0.000 0.000 0.084 0.400
#> T0_CT_H12 3 0.4830 0.17309 0.004 0.008 0.480 0.000 0.028 0.480
#> T24_CT_A01 1 0.3512 0.76798 0.808 0.000 0.012 0.000 0.040 0.140
#> T24_CT_A03 4 0.3000 0.74390 0.000 0.124 0.000 0.840 0.004 0.032
#> T24_CT_A04 2 0.5042 0.60391 0.000 0.668 0.004 0.160 0.004 0.164
#> T24_CT_A05 1 0.6457 0.07442 0.416 0.000 0.276 0.000 0.020 0.288
#> T24_CT_A07 2 0.2882 0.75118 0.000 0.848 0.000 0.120 0.004 0.028
#> T24_CT_A08 1 0.0405 0.81291 0.988 0.000 0.000 0.000 0.008 0.004
#> T24_CT_A09 1 0.3190 0.75643 0.820 0.000 0.000 0.000 0.044 0.136
#> T24_CT_A10 5 0.3650 0.57382 0.116 0.000 0.000 0.000 0.792 0.092
#> T24_CT_B01 1 0.5750 0.33859 0.536 0.004 0.000 0.000 0.208 0.252
#> T24_CT_B02 1 0.4117 0.65156 0.716 0.000 0.000 0.000 0.056 0.228
#> T24_CT_B03 4 0.3230 0.72773 0.000 0.016 0.000 0.844 0.084 0.056
#> T24_CT_B05 2 0.3991 0.51252 0.000 0.680 0.000 0.300 0.008 0.012
#> T24_CT_B06 2 0.3559 0.62502 0.000 0.744 0.000 0.240 0.004 0.012
#> T24_CT_B07 1 0.0000 0.81403 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.1728 0.77167 0.000 0.924 0.000 0.008 0.004 0.064
#> T24_CT_B09 1 0.0260 0.81452 0.992 0.000 0.000 0.000 0.000 0.008
#> T24_CT_B11 3 0.0777 0.82691 0.004 0.000 0.972 0.000 0.000 0.024
#> T24_CT_C01 1 0.3319 0.73700 0.800 0.000 0.000 0.000 0.036 0.164
#> T24_CT_C02 2 0.2730 0.68818 0.000 0.836 0.000 0.000 0.012 0.152
#> T24_CT_C03 6 0.6885 0.31939 0.344 0.084 0.000 0.000 0.160 0.412
#> T24_CT_C05 2 0.1471 0.76218 0.000 0.932 0.000 0.000 0.004 0.064
#> T24_CT_C07 2 0.3441 0.69525 0.000 0.784 0.000 0.188 0.004 0.024
#> T24_CT_C08 2 0.4428 0.55809 0.000 0.676 0.000 0.268 0.004 0.052
#> T24_CT_C09 2 0.3539 0.58496 0.000 0.756 0.000 0.000 0.024 0.220
#> T24_CT_C10 1 0.2790 0.73038 0.840 0.000 0.000 0.000 0.140 0.020
#> T24_CT_C11 6 0.7238 0.55775 0.096 0.232 0.000 0.000 0.332 0.340
#> T24_CT_C12 4 0.2745 0.75093 0.000 0.112 0.000 0.860 0.008 0.020
#> T24_CT_D01 2 0.0922 0.78079 0.000 0.968 0.000 0.024 0.004 0.004
#> T24_CT_D02 4 0.5306 0.62479 0.000 0.112 0.028 0.652 0.000 0.208
#> T24_CT_D03 2 0.1693 0.78015 0.000 0.932 0.000 0.020 0.004 0.044
#> T24_CT_D04 1 0.0891 0.81767 0.968 0.000 0.000 0.000 0.008 0.024
#> T24_CT_D05 1 0.4856 0.60094 0.708 0.004 0.000 0.020 0.176 0.092
#> T24_CT_D06 1 0.2350 0.80753 0.888 0.000 0.000 0.000 0.076 0.036
#> T24_CT_D07 1 0.8293 -0.03953 0.360 0.044 0.008 0.188 0.256 0.144
#> T24_CT_D08 2 0.1624 0.78177 0.000 0.936 0.000 0.044 0.008 0.012
#> T24_CT_D09 4 0.3718 0.72787 0.000 0.132 0.000 0.784 0.000 0.084
#> T24_CT_D10 4 0.5124 0.16008 0.000 0.444 0.000 0.488 0.008 0.060
#> T24_CT_D11 2 0.3732 0.63901 0.000 0.744 0.000 0.228 0.004 0.024
#> T24_CT_E01 5 0.2520 0.64707 0.152 0.000 0.000 0.000 0.844 0.004
#> T24_CT_E02 1 0.5162 0.52574 0.620 0.000 0.000 0.000 0.168 0.212
#> T24_CT_E04 2 0.3678 0.65928 0.000 0.752 0.000 0.220 0.004 0.024
#> T24_CT_E05 1 0.2309 0.79298 0.888 0.000 0.000 0.000 0.028 0.084
#> T24_CT_E07 4 0.5424 0.42492 0.000 0.020 0.000 0.560 0.340 0.080
#> T24_CT_E09 1 0.2176 0.80055 0.896 0.000 0.000 0.000 0.024 0.080
#> T24_CT_E11 1 0.3862 0.73330 0.772 0.000 0.000 0.000 0.096 0.132
#> T24_CT_E12 2 0.1088 0.78153 0.000 0.960 0.000 0.024 0.000 0.016
#> T24_CT_F01 2 0.1801 0.78549 0.000 0.924 0.000 0.056 0.004 0.016
#> T24_CT_F02 4 0.5535 0.32712 0.000 0.360 0.000 0.520 0.008 0.112
#> T24_CT_F03 5 0.4364 0.48340 0.112 0.004 0.000 0.000 0.732 0.152
#> T24_CT_F04 6 0.6388 0.65495 0.036 0.188 0.000 0.000 0.292 0.484
#> T24_CT_F05 5 0.2890 0.64748 0.128 0.000 0.000 0.004 0.844 0.024
#> T24_CT_F07 6 0.6607 0.66172 0.080 0.136 0.000 0.000 0.296 0.488
#> T24_CT_F08 1 0.4809 0.53572 0.644 0.004 0.000 0.000 0.080 0.272
#> T24_CT_F09 4 0.4478 0.67277 0.000 0.104 0.000 0.716 0.004 0.176
#> T24_CT_F10 4 0.5161 0.61339 0.000 0.000 0.044 0.688 0.168 0.100
#> T24_CT_F11 5 0.2237 0.62498 0.068 0.000 0.000 0.000 0.896 0.036
#> T24_CT_F12 4 0.7576 0.22315 0.000 0.144 0.268 0.384 0.008 0.196
#> T24_CT_G01 4 0.4777 0.49852 0.000 0.324 0.000 0.616 0.008 0.052
#> T24_CT_G02 1 0.0000 0.81403 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.2680 0.77866 0.860 0.000 0.000 0.000 0.032 0.108
#> T24_CT_G04 4 0.5537 0.65811 0.000 0.120 0.000 0.672 0.108 0.100
#> T24_CT_G05 2 0.2346 0.72150 0.000 0.868 0.000 0.000 0.008 0.124
#> T24_CT_G06 1 0.2094 0.79856 0.900 0.000 0.000 0.000 0.080 0.020
#> T24_CT_G08 1 0.3062 0.75627 0.824 0.000 0.000 0.000 0.032 0.144
#> T24_CT_G10 4 0.3277 0.70725 0.000 0.188 0.000 0.792 0.004 0.016
#> T24_CT_G11 1 0.3487 0.72528 0.788 0.000 0.000 0.000 0.044 0.168
#> T24_CT_G12 1 0.2282 0.78838 0.904 0.000 0.004 0.004 0.036 0.052
#> T24_CT_H01 3 0.0260 0.82821 0.000 0.000 0.992 0.000 0.000 0.008
#> T24_CT_H02 1 0.1984 0.81262 0.912 0.000 0.000 0.000 0.056 0.032
#> T24_CT_H03 2 0.2282 0.77900 0.000 0.888 0.000 0.088 0.000 0.024
#> T24_CT_H05 5 0.5808 -0.33046 0.144 0.008 0.000 0.000 0.468 0.380
#> T24_CT_H07 5 0.5058 0.32677 0.424 0.000 0.000 0.000 0.500 0.076
#> T24_CT_H09 1 0.1549 0.81087 0.936 0.000 0.000 0.000 0.020 0.044
#> T24_CT_H12 1 0.1168 0.80957 0.956 0.000 0.000 0.000 0.016 0.028
#> T48_CT_A01 4 0.1088 0.76013 0.000 0.024 0.000 0.960 0.000 0.016
#> T48_CT_A02 4 0.4302 0.44658 0.000 0.368 0.000 0.608 0.004 0.020
#> T48_CT_A03 1 0.0000 0.81403 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.1633 0.78406 0.000 0.932 0.000 0.044 0.000 0.024
#> T48_CT_A05 4 0.3784 0.69162 0.000 0.008 0.000 0.792 0.124 0.076
#> T48_CT_A06 1 0.0146 0.81458 0.996 0.000 0.000 0.000 0.000 0.004
#> T48_CT_A07 3 0.4396 0.70966 0.000 0.000 0.704 0.088 0.000 0.208
#> T48_CT_A08 4 0.1787 0.75829 0.000 0.068 0.000 0.920 0.004 0.008
#> T48_CT_A09 5 0.3514 0.62014 0.228 0.000 0.000 0.000 0.752 0.020
#> T48_CT_A10 2 0.1168 0.77663 0.000 0.956 0.000 0.016 0.000 0.028
#> T48_CT_A11 4 0.4121 0.41966 0.000 0.380 0.000 0.604 0.000 0.016
#> T48_CT_A12 5 0.4741 0.19053 0.060 0.016 0.000 0.000 0.672 0.252
#> T48_CT_B01 2 0.1075 0.76604 0.000 0.952 0.000 0.000 0.000 0.048
#> T48_CT_B02 2 0.1082 0.76817 0.000 0.956 0.000 0.004 0.000 0.040
#> T48_CT_B03 1 0.0000 0.81403 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0260 0.81469 0.992 0.000 0.000 0.000 0.000 0.008
#> T48_CT_B06 2 0.2575 0.78028 0.000 0.872 0.000 0.100 0.004 0.024
#> T48_CT_B08 1 0.2191 0.74565 0.876 0.000 0.000 0.000 0.120 0.004
#> T48_CT_B10 2 0.1152 0.76713 0.000 0.952 0.000 0.004 0.000 0.044
#> T48_CT_B11 4 0.3608 0.64413 0.000 0.248 0.000 0.736 0.004 0.012
#> T48_CT_B12 5 0.1921 0.60546 0.052 0.000 0.000 0.000 0.916 0.032
#> T48_CT_C01 2 0.3766 0.60272 0.000 0.720 0.000 0.256 0.000 0.024
#> T48_CT_C02 1 0.5078 0.40226 0.584 0.012 0.000 0.000 0.064 0.340
#> T48_CT_C03 2 0.1232 0.77804 0.000 0.956 0.000 0.016 0.004 0.024
#> T48_CT_C04 1 0.0000 0.81403 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.1977 0.74880 0.000 0.008 0.000 0.920 0.032 0.040
#> T48_CT_C06 4 0.3666 0.74420 0.000 0.084 0.000 0.820 0.064 0.032
#> T48_CT_C07 5 0.2629 0.62346 0.092 0.000 0.000 0.000 0.868 0.040
#> T48_CT_C09 4 0.1958 0.74099 0.000 0.000 0.004 0.896 0.000 0.100
#> T48_CT_C10 1 0.4147 -0.02109 0.552 0.000 0.000 0.000 0.436 0.012
#> T48_CT_C11 4 0.3997 0.57708 0.000 0.288 0.000 0.688 0.004 0.020
#> T48_CT_D01 2 0.5531 0.09763 0.000 0.552 0.000 0.000 0.184 0.264
#> T48_CT_D02 5 0.5566 -0.49416 0.016 0.092 0.000 0.000 0.508 0.384
#> T48_CT_D03 1 0.2448 0.80707 0.884 0.000 0.000 0.000 0.052 0.064
#> T48_CT_D04 4 0.4477 0.47057 0.000 0.344 0.000 0.620 0.008 0.028
#> T48_CT_D06 4 0.1003 0.75787 0.000 0.016 0.000 0.964 0.000 0.020
#> T48_CT_D07 2 0.2282 0.78203 0.000 0.888 0.000 0.088 0.000 0.024
#> T48_CT_D08 1 0.6156 -0.14388 0.400 0.004 0.000 0.000 0.344 0.252
#> T48_CT_D09 2 0.1958 0.73823 0.000 0.896 0.000 0.000 0.004 0.100
#> T48_CT_D10 5 0.5423 -0.48649 0.004 0.108 0.000 0.000 0.516 0.372
#> T48_CT_D11 4 0.3457 0.70662 0.000 0.016 0.020 0.800 0.000 0.164
#> T48_CT_D12 1 0.0363 0.81526 0.988 0.000 0.000 0.000 0.000 0.012
#> T48_CT_E01 4 0.4798 0.46178 0.000 0.000 0.000 0.612 0.312 0.076
#> T48_CT_E02 5 0.3617 0.45583 0.044 0.012 0.000 0.000 0.800 0.144
#> T48_CT_E03 4 0.4853 0.58387 0.000 0.000 0.016 0.680 0.220 0.084
#> T48_CT_E04 5 0.3487 0.55151 0.024 0.004 0.000 0.080 0.836 0.056
#> T48_CT_E05 2 0.3735 0.65518 0.000 0.748 0.000 0.224 0.008 0.020
#> T48_CT_E06 1 0.2680 0.77985 0.860 0.000 0.000 0.000 0.032 0.108
#> T48_CT_E07 1 0.0713 0.80925 0.972 0.000 0.000 0.000 0.028 0.000
#> T48_CT_E08 2 0.2056 0.78084 0.000 0.904 0.000 0.080 0.004 0.012
#> T48_CT_E10 1 0.0363 0.81478 0.988 0.000 0.000 0.000 0.012 0.000
#> T48_CT_E11 5 0.4338 0.25793 0.484 0.000 0.000 0.000 0.496 0.020
#> T48_CT_E12 3 0.4513 0.70059 0.000 0.000 0.692 0.096 0.000 0.212
#> T48_CT_F01 2 0.0891 0.77358 0.000 0.968 0.000 0.008 0.000 0.024
#> T48_CT_F02 5 0.3165 0.51652 0.040 0.008 0.000 0.000 0.836 0.116
#> T48_CT_F03 6 0.6137 0.58231 0.084 0.060 0.000 0.000 0.388 0.468
#> T48_CT_F05 2 0.2355 0.73568 0.000 0.876 0.000 0.008 0.004 0.112
#> T48_CT_F07 5 0.4482 0.51175 0.324 0.000 0.000 0.000 0.628 0.048
#> T48_CT_F09 2 0.4797 0.08386 0.000 0.524 0.000 0.432 0.008 0.036
#> T48_CT_F10 6 0.5942 0.60643 0.040 0.088 0.000 0.000 0.408 0.464
#> T48_CT_F11 1 0.2100 0.75585 0.884 0.000 0.000 0.000 0.112 0.004
#> T48_CT_G01 1 0.3514 0.77117 0.804 0.000 0.000 0.000 0.088 0.108
#> T48_CT_G02 4 0.2069 0.75839 0.000 0.068 0.000 0.908 0.004 0.020
#> T48_CT_G03 2 0.3121 0.69228 0.000 0.796 0.000 0.192 0.004 0.008
#> T48_CT_G07 2 0.1867 0.78493 0.000 0.916 0.000 0.064 0.000 0.020
#> T48_CT_G08 4 0.2903 0.75430 0.000 0.084 0.000 0.864 0.016 0.036
#> T48_CT_G09 4 0.4259 0.64999 0.000 0.008 0.000 0.740 0.176 0.076
#> T48_CT_G10 1 0.1327 0.78834 0.936 0.000 0.064 0.000 0.000 0.000
#> T48_CT_G11 5 0.2538 0.60577 0.040 0.000 0.000 0.020 0.892 0.048
#> T48_CT_G12 2 0.1926 0.78578 0.000 0.912 0.000 0.068 0.000 0.020
#> T48_CT_H01 2 0.3320 0.61308 0.000 0.772 0.000 0.000 0.016 0.212
#> T48_CT_H02 4 0.3979 0.64844 0.000 0.000 0.000 0.752 0.172 0.076
#> T48_CT_H04 1 0.5102 0.38502 0.576 0.012 0.000 0.000 0.064 0.348
#> T48_CT_H05 2 0.1218 0.77712 0.000 0.956 0.000 0.012 0.004 0.028
#> T48_CT_H06 2 0.1649 0.78285 0.000 0.932 0.000 0.036 0.000 0.032
#> T48_CT_H07 5 0.5500 -0.47560 0.016 0.084 0.000 0.000 0.508 0.392
#> T48_CT_H08 4 0.1578 0.75772 0.000 0.048 0.000 0.936 0.004 0.012
#> T48_CT_H11 5 0.2702 0.54828 0.036 0.004 0.000 0.000 0.868 0.092
#> T48_CT_H12 2 0.2872 0.75593 0.000 0.836 0.000 0.140 0.000 0.024
#> T72_CT_A01 4 0.2393 0.75911 0.000 0.064 0.000 0.892 0.004 0.040
#> T72_CT_A05 4 0.1644 0.74644 0.000 0.000 0.004 0.920 0.000 0.076
#> T72_CT_A08 5 0.4697 0.39786 0.404 0.000 0.000 0.000 0.548 0.048
#> T72_CT_A09 4 0.0725 0.75764 0.000 0.012 0.000 0.976 0.000 0.012
#> T72_CT_A11 4 0.1563 0.75920 0.000 0.056 0.000 0.932 0.000 0.012
#> T72_CT_B01 4 0.3048 0.72862 0.000 0.152 0.000 0.824 0.004 0.020
#> T72_CT_B02 1 0.0713 0.80882 0.972 0.000 0.000 0.000 0.028 0.000
#> T72_CT_B03 5 0.4455 0.60086 0.184 0.000 0.000 0.016 0.728 0.072
#> T72_CT_B04 1 0.0405 0.81230 0.988 0.000 0.000 0.000 0.008 0.004
#> T72_CT_B05 4 0.4172 0.61734 0.000 0.000 0.000 0.724 0.204 0.072
#> T72_CT_B06 1 0.1970 0.77395 0.900 0.000 0.000 0.000 0.092 0.008
#> T72_CT_B08 3 0.4823 0.66752 0.000 0.000 0.660 0.124 0.000 0.216
#> T72_CT_B09 1 0.4291 0.59139 0.680 0.000 0.000 0.000 0.052 0.268
#> T72_CT_B11 5 0.3758 0.63072 0.192 0.000 0.000 0.004 0.764 0.040
#> T72_CT_B12 4 0.1367 0.75907 0.000 0.044 0.000 0.944 0.000 0.012
#> T72_CT_C04 4 0.2203 0.75622 0.000 0.084 0.000 0.896 0.004 0.016
#> T72_CT_C06 5 0.4521 0.58815 0.120 0.000 0.000 0.056 0.756 0.068
#> T72_CT_C07 4 0.2212 0.73547 0.000 0.000 0.008 0.880 0.000 0.112
#> T72_CT_C09 5 0.4135 0.59899 0.100 0.000 0.000 0.056 0.788 0.056
#> T72_CT_C11 4 0.5509 0.30583 0.000 0.000 0.300 0.540 0.000 0.160
#> T72_CT_D01 4 0.1982 0.75770 0.000 0.068 0.000 0.912 0.004 0.016
#> T72_CT_D03 1 0.5973 0.35047 0.580 0.000 0.004 0.272 0.080 0.064
#> T72_CT_D04 4 0.1367 0.75864 0.000 0.044 0.000 0.944 0.000 0.012
#> T72_CT_D05 5 0.4045 0.58048 0.268 0.000 0.000 0.004 0.700 0.028
#> T72_CT_D07 5 0.4493 0.37064 0.424 0.000 0.000 0.004 0.548 0.024
#> T72_CT_D10 4 0.4407 0.58421 0.000 0.000 0.000 0.692 0.232 0.076
#> T72_CT_D11 1 0.0632 0.80995 0.976 0.000 0.000 0.000 0.024 0.000
#> T72_CT_E04 5 0.3307 0.63920 0.148 0.000 0.000 0.000 0.808 0.044
#> T72_CT_E05 4 0.1745 0.75802 0.000 0.068 0.000 0.920 0.000 0.012
#> T72_CT_E07 4 0.3440 0.73971 0.048 0.008 0.004 0.852 0.052 0.036
#> T72_CT_F01 4 0.3702 0.62656 0.000 0.264 0.000 0.720 0.004 0.012
#> T72_CT_F05 4 0.4461 0.13290 0.000 0.464 0.000 0.512 0.004 0.020
#> T72_CT_F07 5 0.3641 0.60795 0.248 0.000 0.000 0.000 0.732 0.020
#> T72_CT_F10 4 0.1890 0.76122 0.000 0.060 0.000 0.916 0.000 0.024
#> T72_CT_F11 4 0.3025 0.70577 0.000 0.000 0.024 0.820 0.000 0.156
#> T72_CT_G03 1 0.0260 0.81339 0.992 0.000 0.000 0.000 0.008 0.000
#> T72_CT_G04 1 0.0777 0.81198 0.972 0.000 0.000 0.000 0.024 0.004
#> T72_CT_G06 4 0.7658 0.14599 0.000 0.236 0.204 0.320 0.000 0.240
#> T72_CT_G08 3 0.8612 -0.13176 0.020 0.068 0.344 0.108 0.248 0.212
#> T72_CT_G10 2 0.4314 -0.06618 0.000 0.500 0.000 0.484 0.004 0.012
#> T72_CT_G11 5 0.4379 0.38453 0.064 0.016 0.000 0.000 0.732 0.188
#> T72_CT_H01 4 0.2963 0.73140 0.000 0.152 0.000 0.828 0.004 0.016
#> T72_CT_H03 4 0.3219 0.70063 0.000 0.192 0.000 0.792 0.004 0.012
#> T72_CT_H05 3 0.3766 0.74413 0.000 0.000 0.748 0.040 0.000 0.212
#> T72_CT_H08 3 0.4148 0.72611 0.000 0.000 0.724 0.068 0.000 0.208
#> T72_CT_H09 3 0.0260 0.82813 0.000 0.000 0.992 0.000 0.000 0.008
#> T72_CT_H10 5 0.2784 0.64609 0.124 0.000 0.000 0.000 0.848 0.028
#> T72_CT_H11 5 0.2446 0.64681 0.124 0.000 0.000 0.000 0.864 0.012
#> T72_CT_H12 4 0.3437 0.65818 0.000 0.236 0.000 0.752 0.004 0.008
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> SD:skmeans 265 5.15e-03 3.65e-03 8.95e-23 2
#> SD:skmeans 264 9.42e-29 2.51e-31 3.85e-51 3
#> SD:skmeans 253 2.58e-31 2.16e-30 2.45e-48 4
#> SD:skmeans 244 9.12e-31 3.10e-28 1.37e-48 5
#> SD:skmeans 220 1.81e-29 2.63e-26 2.68e-47 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["SD", "pam"]
# you can also extract it by
# res = res_list["SD:pam"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'SD' method.
#> Subgroups are detected by 'pam' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.589 0.843 0.924 0.4848 0.508 0.508
#> 3 3 0.552 0.664 0.845 0.2027 0.853 0.722
#> 4 4 0.655 0.666 0.859 0.1217 0.913 0.798
#> 5 5 0.680 0.674 0.853 0.0770 0.866 0.665
#> 6 6 0.683 0.612 0.812 0.0429 0.963 0.880
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.0000 0.89068 1.000 0.000
#> T0_CT_A03 1 0.0000 0.89068 1.000 0.000
#> T0_CT_A05 1 0.0000 0.89068 1.000 0.000
#> T0_CT_A06 1 0.0000 0.89068 1.000 0.000
#> T0_CT_A07 1 0.0376 0.89069 0.996 0.004
#> T0_CT_A08 1 0.5294 0.84566 0.880 0.120
#> T0_CT_A10 1 0.0000 0.89068 1.000 0.000
#> T0_CT_A11 2 0.7453 0.70994 0.212 0.788
#> T0_CT_B01 2 0.7602 0.70464 0.220 0.780
#> T0_CT_B03 1 0.0938 0.88934 0.988 0.012
#> T0_CT_B05 1 0.0000 0.89068 1.000 0.000
#> T0_CT_B07 1 0.0000 0.89068 1.000 0.000
#> T0_CT_B08 1 0.0938 0.88934 0.988 0.012
#> T0_CT_B09 1 0.0000 0.89068 1.000 0.000
#> T0_CT_C02 1 0.0938 0.88934 0.988 0.012
#> T0_CT_C03 1 0.0376 0.89093 0.996 0.004
#> T0_CT_C05 2 0.0938 0.93341 0.012 0.988
#> T0_CT_C06 2 0.1414 0.92970 0.020 0.980
#> T0_CT_C07 1 0.0000 0.89068 1.000 0.000
#> T0_CT_C08 1 0.0376 0.89069 0.996 0.004
#> T0_CT_C09 2 0.5629 0.82562 0.132 0.868
#> T0_CT_C11 2 0.0000 0.93720 0.000 1.000
#> T0_CT_C12 1 0.0376 0.89069 0.996 0.004
#> T0_CT_D01 1 0.0938 0.88934 0.988 0.012
#> T0_CT_D02 1 0.0000 0.89068 1.000 0.000
#> T0_CT_D03 1 0.0376 0.89069 0.996 0.004
#> T0_CT_D05 1 0.1184 0.89001 0.984 0.016
#> T0_CT_D06 1 0.0938 0.88934 0.988 0.012
#> T0_CT_D07 1 0.0000 0.89068 1.000 0.000
#> T0_CT_D08 1 0.2948 0.87576 0.948 0.052
#> T0_CT_D09 2 0.4939 0.86102 0.108 0.892
#> T0_CT_D11 2 0.1633 0.92690 0.024 0.976
#> T0_CT_D12 1 0.0376 0.89069 0.996 0.004
#> T0_CT_E01 1 0.0376 0.89069 0.996 0.004
#> T0_CT_E03 1 0.0000 0.89068 1.000 0.000
#> T0_CT_E04 2 0.0376 0.93587 0.004 0.996
#> T0_CT_E05 2 0.7674 0.69712 0.224 0.776
#> T0_CT_E06 1 0.0376 0.89064 0.996 0.004
#> T0_CT_E07 1 0.0000 0.89068 1.000 0.000
#> T0_CT_E08 1 0.0938 0.88934 0.988 0.012
#> T0_CT_E09 1 0.0376 0.89069 0.996 0.004
#> T0_CT_E10 2 0.4431 0.86987 0.092 0.908
#> T0_CT_E11 1 0.0000 0.89068 1.000 0.000
#> T0_CT_E12 1 0.0000 0.89068 1.000 0.000
#> T0_CT_F01 1 0.0376 0.89069 0.996 0.004
#> T0_CT_F02 1 0.0000 0.89068 1.000 0.000
#> T0_CT_F03 1 0.0000 0.89068 1.000 0.000
#> T0_CT_F04 1 0.0000 0.89068 1.000 0.000
#> T0_CT_F05 1 0.9815 0.32957 0.580 0.420
#> T0_CT_F06 1 0.0376 0.89069 0.996 0.004
#> T0_CT_F07 1 0.0000 0.89068 1.000 0.000
#> T0_CT_F09 2 0.0000 0.93720 0.000 1.000
#> T0_CT_F11 1 0.0000 0.89068 1.000 0.000
#> T0_CT_F12 1 0.0376 0.89069 0.996 0.004
#> T0_CT_G01 1 0.0000 0.89068 1.000 0.000
#> T0_CT_G02 1 0.1843 0.88766 0.972 0.028
#> T0_CT_G03 1 0.0000 0.89068 1.000 0.000
#> T0_CT_G04 1 0.0938 0.88934 0.988 0.012
#> T0_CT_G07 1 0.0938 0.88934 0.988 0.012
#> T0_CT_G08 1 0.0938 0.88934 0.988 0.012
#> T0_CT_G09 1 0.2236 0.88425 0.964 0.036
#> T0_CT_G11 1 0.9933 0.24900 0.548 0.452
#> T0_CT_H01 1 0.6712 0.80990 0.824 0.176
#> T0_CT_H02 2 0.6148 0.81421 0.152 0.848
#> T0_CT_H04 1 0.0000 0.89068 1.000 0.000
#> T0_CT_H05 1 0.9881 0.27956 0.564 0.436
#> T0_CT_H08 1 0.0000 0.89068 1.000 0.000
#> T0_CT_H09 2 0.3879 0.88765 0.076 0.924
#> T0_CT_H12 1 0.0000 0.89068 1.000 0.000
#> T24_CT_A01 1 0.0938 0.89050 0.988 0.012
#> T24_CT_A03 2 0.0000 0.93720 0.000 1.000
#> T24_CT_A04 2 0.9635 0.32699 0.388 0.612
#> T24_CT_A05 1 0.0000 0.89068 1.000 0.000
#> T24_CT_A07 2 0.0000 0.93720 0.000 1.000
#> T24_CT_A08 1 0.4431 0.86274 0.908 0.092
#> T24_CT_A09 1 0.8081 0.73035 0.752 0.248
#> T24_CT_A10 2 0.9983 -0.01850 0.476 0.524
#> T24_CT_B01 1 0.2423 0.88418 0.960 0.040
#> T24_CT_B02 1 0.6973 0.79829 0.812 0.188
#> T24_CT_B03 2 0.0000 0.93720 0.000 1.000
#> T24_CT_B05 2 0.0000 0.93720 0.000 1.000
#> T24_CT_B06 2 0.0000 0.93720 0.000 1.000
#> T24_CT_B07 1 0.3431 0.87364 0.936 0.064
#> T24_CT_B08 2 0.0000 0.93720 0.000 1.000
#> T24_CT_B09 1 0.0000 0.89068 1.000 0.000
#> T24_CT_B11 1 0.0000 0.89068 1.000 0.000
#> T24_CT_C01 1 0.8909 0.63777 0.692 0.308
#> T24_CT_C02 2 0.0000 0.93720 0.000 1.000
#> T24_CT_C03 1 0.8144 0.73198 0.748 0.252
#> T24_CT_C05 2 0.0000 0.93720 0.000 1.000
#> T24_CT_C07 2 0.0000 0.93720 0.000 1.000
#> T24_CT_C08 2 0.0000 0.93720 0.000 1.000
#> T24_CT_C09 2 0.0000 0.93720 0.000 1.000
#> T24_CT_C10 1 0.0938 0.89019 0.988 0.012
#> T24_CT_C11 2 0.0376 0.93596 0.004 0.996
#> T24_CT_C12 2 0.0000 0.93720 0.000 1.000
#> T24_CT_D01 2 0.0000 0.93720 0.000 1.000
#> T24_CT_D02 2 0.1843 0.92296 0.028 0.972
#> T24_CT_D03 2 0.0000 0.93720 0.000 1.000
#> T24_CT_D04 1 0.0672 0.89095 0.992 0.008
#> T24_CT_D05 1 0.7139 0.79426 0.804 0.196
#> T24_CT_D06 1 0.9393 0.53791 0.644 0.356
#> T24_CT_D07 1 0.8608 0.66551 0.716 0.284
#> T24_CT_D08 2 0.0000 0.93720 0.000 1.000
#> T24_CT_D09 2 0.0000 0.93720 0.000 1.000
#> T24_CT_D10 2 0.0000 0.93720 0.000 1.000
#> T24_CT_D11 2 0.0000 0.93720 0.000 1.000
#> T24_CT_E01 2 0.2948 0.91056 0.052 0.948
#> T24_CT_E02 2 0.5737 0.82715 0.136 0.864
#> T24_CT_E04 2 0.0000 0.93720 0.000 1.000
#> T24_CT_E05 1 0.6343 0.82257 0.840 0.160
#> T24_CT_E07 2 0.0938 0.93327 0.012 0.988
#> T24_CT_E09 1 0.0672 0.89088 0.992 0.008
#> T24_CT_E11 2 0.9393 0.42213 0.356 0.644
#> T24_CT_E12 2 0.0000 0.93720 0.000 1.000
#> T24_CT_F01 2 0.0000 0.93720 0.000 1.000
#> T24_CT_F02 2 0.2778 0.90901 0.048 0.952
#> T24_CT_F03 2 0.8144 0.65829 0.252 0.748
#> T24_CT_F04 2 0.1633 0.92801 0.024 0.976
#> T24_CT_F05 2 0.2423 0.91910 0.040 0.960
#> T24_CT_F07 2 0.2236 0.91980 0.036 0.964
#> T24_CT_F08 1 0.6048 0.82997 0.852 0.148
#> T24_CT_F09 2 0.0376 0.93572 0.004 0.996
#> T24_CT_F10 1 0.6148 0.81441 0.848 0.152
#> T24_CT_F11 2 0.0672 0.93462 0.008 0.992
#> T24_CT_F12 1 0.7674 0.74728 0.776 0.224
#> T24_CT_G01 2 0.0000 0.93720 0.000 1.000
#> T24_CT_G02 1 0.9552 0.48244 0.624 0.376
#> T24_CT_G03 1 0.3114 0.87700 0.944 0.056
#> T24_CT_G04 2 0.2603 0.91537 0.044 0.956
#> T24_CT_G05 2 0.0000 0.93720 0.000 1.000
#> T24_CT_G06 1 0.2423 0.88333 0.960 0.040
#> T24_CT_G08 1 0.5178 0.84793 0.884 0.116
#> T24_CT_G10 2 0.0000 0.93720 0.000 1.000
#> T24_CT_G11 1 0.6048 0.83012 0.852 0.148
#> T24_CT_G12 1 0.0000 0.89068 1.000 0.000
#> T24_CT_H01 1 0.0000 0.89068 1.000 0.000
#> T24_CT_H02 1 0.7139 0.76546 0.804 0.196
#> T24_CT_H03 2 0.0672 0.93454 0.008 0.992
#> T24_CT_H05 1 0.9552 0.50012 0.624 0.376
#> T24_CT_H07 2 0.9983 0.00279 0.476 0.524
#> T24_CT_H09 2 0.9775 0.23451 0.412 0.588
#> T24_CT_H12 1 0.0000 0.89068 1.000 0.000
#> T48_CT_A01 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A02 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A03 1 0.6801 0.80705 0.820 0.180
#> T48_CT_A04 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A05 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A06 1 0.2603 0.88150 0.956 0.044
#> T48_CT_A07 1 0.1633 0.88674 0.976 0.024
#> T48_CT_A08 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A09 2 0.8016 0.68030 0.244 0.756
#> T48_CT_A10 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A11 2 0.0000 0.93720 0.000 1.000
#> T48_CT_A12 2 0.2423 0.91910 0.040 0.960
#> T48_CT_B01 2 0.0000 0.93720 0.000 1.000
#> T48_CT_B02 2 0.0000 0.93720 0.000 1.000
#> T48_CT_B03 1 0.4939 0.85227 0.892 0.108
#> T48_CT_B04 1 0.6148 0.82746 0.848 0.152
#> T48_CT_B06 2 0.0000 0.93720 0.000 1.000
#> T48_CT_B08 1 0.9850 0.36266 0.572 0.428
#> T48_CT_B10 2 0.0000 0.93720 0.000 1.000
#> T48_CT_B11 2 0.0000 0.93720 0.000 1.000
#> T48_CT_B12 2 0.0938 0.93217 0.012 0.988
#> T48_CT_C01 2 0.0000 0.93720 0.000 1.000
#> T48_CT_C02 1 0.7745 0.76057 0.772 0.228
#> T48_CT_C03 2 0.0000 0.93720 0.000 1.000
#> T48_CT_C04 1 0.6531 0.81669 0.832 0.168
#> T48_CT_C05 2 0.0000 0.93720 0.000 1.000
#> T48_CT_C06 2 0.0000 0.93720 0.000 1.000
#> T48_CT_C07 2 0.1633 0.92802 0.024 0.976
#> T48_CT_C09 2 0.2236 0.91669 0.036 0.964
#> T48_CT_C10 2 0.8443 0.61307 0.272 0.728
#> T48_CT_C11 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D01 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D02 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D03 1 0.5629 0.83973 0.868 0.132
#> T48_CT_D04 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D06 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D07 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D08 2 0.2603 0.91555 0.044 0.956
#> T48_CT_D09 2 0.0000 0.93720 0.000 1.000
#> T48_CT_D10 2 0.0672 0.93411 0.008 0.992
#> T48_CT_D11 2 0.2948 0.90846 0.052 0.948
#> T48_CT_D12 1 0.9993 0.19040 0.516 0.484
#> T48_CT_E01 2 0.0672 0.93516 0.008 0.992
#> T48_CT_E02 2 0.0376 0.93573 0.004 0.996
#> T48_CT_E03 1 0.9754 0.35811 0.592 0.408
#> T48_CT_E04 2 0.3114 0.90973 0.056 0.944
#> T48_CT_E05 2 0.0000 0.93720 0.000 1.000
#> T48_CT_E06 1 0.9922 0.31793 0.552 0.448
#> T48_CT_E07 1 0.6048 0.82995 0.852 0.148
#> T48_CT_E08 2 0.0000 0.93720 0.000 1.000
#> T48_CT_E10 2 0.5178 0.85716 0.116 0.884
#> T48_CT_E11 1 0.6887 0.80592 0.816 0.184
#> T48_CT_E12 1 0.1843 0.88568 0.972 0.028
#> T48_CT_F01 2 0.0000 0.93720 0.000 1.000
#> T48_CT_F02 2 0.4161 0.88664 0.084 0.916
#> T48_CT_F03 2 0.3274 0.90212 0.060 0.940
#> T48_CT_F05 2 0.0000 0.93720 0.000 1.000
#> T48_CT_F07 2 0.6623 0.78627 0.172 0.828
#> T48_CT_F09 2 0.0000 0.93720 0.000 1.000
#> T48_CT_F10 2 0.0376 0.93559 0.004 0.996
#> T48_CT_F11 2 0.8661 0.58829 0.288 0.712
#> T48_CT_G01 1 0.0000 0.89068 1.000 0.000
#> T48_CT_G02 2 0.0000 0.93720 0.000 1.000
#> T48_CT_G03 2 0.0000 0.93720 0.000 1.000
#> T48_CT_G07 2 0.0000 0.93720 0.000 1.000
#> T48_CT_G08 2 0.0000 0.93720 0.000 1.000
#> T48_CT_G09 2 0.0000 0.93720 0.000 1.000
#> T48_CT_G10 1 0.0000 0.89068 1.000 0.000
#> T48_CT_G11 1 0.9970 0.25085 0.532 0.468
#> T48_CT_G12 2 0.0000 0.93720 0.000 1.000
#> T48_CT_H01 2 0.1414 0.92888 0.020 0.980
#> T48_CT_H02 2 0.5946 0.82752 0.144 0.856
#> T48_CT_H04 1 0.7056 0.80037 0.808 0.192
#> T48_CT_H05 2 0.0000 0.93720 0.000 1.000
#> T48_CT_H06 2 0.0000 0.93720 0.000 1.000
#> T48_CT_H07 2 0.0938 0.93361 0.012 0.988
#> T48_CT_H08 2 0.0000 0.93720 0.000 1.000
#> T48_CT_H11 2 0.0672 0.93399 0.008 0.992
#> T48_CT_H12 2 0.0000 0.93720 0.000 1.000
#> T72_CT_A01 2 0.0000 0.93720 0.000 1.000
#> T72_CT_A05 2 0.0376 0.93577 0.004 0.996
#> T72_CT_A08 2 0.5294 0.85226 0.120 0.880
#> T72_CT_A09 2 0.0000 0.93720 0.000 1.000
#> T72_CT_A11 2 0.0000 0.93720 0.000 1.000
#> T72_CT_B01 2 0.0000 0.93720 0.000 1.000
#> T72_CT_B02 1 0.6623 0.81319 0.828 0.172
#> T72_CT_B03 2 0.9323 0.44129 0.348 0.652
#> T72_CT_B04 1 0.8608 0.68137 0.716 0.284
#> T72_CT_B05 2 0.1633 0.92852 0.024 0.976
#> T72_CT_B06 1 0.8081 0.73213 0.752 0.248
#> T72_CT_B08 1 0.9522 0.44588 0.628 0.372
#> T72_CT_B09 1 0.8813 0.65971 0.700 0.300
#> T72_CT_B11 2 0.9710 0.28776 0.400 0.600
#> T72_CT_B12 2 0.0000 0.93720 0.000 1.000
#> T72_CT_C04 2 0.0000 0.93720 0.000 1.000
#> T72_CT_C06 2 0.3114 0.90723 0.056 0.944
#> T72_CT_C07 2 0.4939 0.85461 0.108 0.892
#> T72_CT_C09 2 0.6048 0.81210 0.148 0.852
#> T72_CT_C11 1 0.6887 0.78048 0.816 0.184
#> T72_CT_D01 2 0.0000 0.93720 0.000 1.000
#> T72_CT_D03 2 0.5946 0.82080 0.144 0.856
#> T72_CT_D04 2 0.0000 0.93720 0.000 1.000
#> T72_CT_D05 2 0.9323 0.45711 0.348 0.652
#> T72_CT_D07 2 0.3733 0.89578 0.072 0.928
#> T72_CT_D10 2 0.0376 0.93595 0.004 0.996
#> T72_CT_D11 1 0.7139 0.79368 0.804 0.196
#> T72_CT_E04 2 0.1843 0.92583 0.028 0.972
#> T72_CT_E05 2 0.0000 0.93720 0.000 1.000
#> T72_CT_E07 2 0.3114 0.90720 0.056 0.944
#> T72_CT_F01 2 0.0000 0.93720 0.000 1.000
#> T72_CT_F05 2 0.0000 0.93720 0.000 1.000
#> T72_CT_F07 2 0.1843 0.92589 0.028 0.972
#> T72_CT_F10 2 0.0000 0.93720 0.000 1.000
#> T72_CT_F11 2 0.4690 0.85808 0.100 0.900
#> T72_CT_G03 1 0.4939 0.85244 0.892 0.108
#> T72_CT_G04 1 0.7602 0.76706 0.780 0.220
#> T72_CT_G06 2 0.5946 0.81500 0.144 0.856
#> T72_CT_G08 2 0.8267 0.66341 0.260 0.740
#> T72_CT_G10 2 0.0000 0.93720 0.000 1.000
#> T72_CT_G11 2 0.9491 0.36447 0.368 0.632
#> T72_CT_H01 2 0.0000 0.93720 0.000 1.000
#> T72_CT_H03 2 0.0000 0.93720 0.000 1.000
#> T72_CT_H05 1 0.1184 0.88881 0.984 0.016
#> T72_CT_H08 1 0.2423 0.88221 0.960 0.040
#> T72_CT_H09 1 0.0000 0.89068 1.000 0.000
#> T72_CT_H10 2 0.0000 0.93720 0.000 1.000
#> T72_CT_H11 2 0.1184 0.93157 0.016 0.984
#> T72_CT_H12 2 0.0000 0.93720 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_A08 1 0.6204 0.6066 0.576 0.000 0.424
#> T0_CT_A10 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_A11 1 0.6192 -0.0903 0.580 0.420 0.000
#> T0_CT_B01 2 0.6496 0.5812 0.056 0.736 0.208
#> T0_CT_B03 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_B05 3 0.1964 0.7313 0.056 0.000 0.944
#> T0_CT_B07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_B08 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_C03 3 0.4047 0.5942 0.148 0.004 0.848
#> T0_CT_C05 2 0.1529 0.8606 0.000 0.960 0.040
#> T0_CT_C06 2 0.2584 0.8407 0.064 0.928 0.008
#> T0_CT_C07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_C08 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_C09 2 0.6745 0.3768 0.428 0.560 0.012
#> T0_CT_C11 2 0.0000 0.8797 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D01 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D02 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D03 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D05 3 0.0983 0.7720 0.004 0.016 0.980
#> T0_CT_D06 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D08 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_D09 2 0.4796 0.6865 0.000 0.780 0.220
#> T0_CT_D11 2 0.1289 0.8634 0.000 0.968 0.032
#> T0_CT_D12 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E04 2 0.0424 0.8763 0.000 0.992 0.008
#> T0_CT_E05 2 0.7726 0.5048 0.132 0.676 0.192
#> T0_CT_E06 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E10 2 0.6421 0.3968 0.424 0.572 0.004
#> T0_CT_E11 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_E12 3 0.0424 0.7820 0.008 0.000 0.992
#> T0_CT_F01 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F05 3 0.4291 0.5270 0.000 0.180 0.820
#> T0_CT_F06 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F09 2 0.0000 0.8797 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_G02 3 0.4370 0.6498 0.076 0.056 0.868
#> T0_CT_G03 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_G09 3 0.6126 0.2981 0.268 0.020 0.712
#> T0_CT_G11 2 0.8852 -0.0246 0.120 0.484 0.396
#> T0_CT_H01 3 0.8432 0.0870 0.112 0.312 0.576
#> T0_CT_H02 2 0.6095 0.3914 0.000 0.608 0.392
#> T0_CT_H04 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_H05 3 0.6701 0.1248 0.012 0.412 0.576
#> T0_CT_H08 3 0.0000 0.7889 0.000 0.000 1.000
#> T0_CT_H09 2 0.2955 0.8204 0.008 0.912 0.080
#> T0_CT_H12 3 0.2066 0.7262 0.060 0.000 0.940
#> T24_CT_A01 3 0.4861 0.5083 0.192 0.008 0.800
#> T24_CT_A03 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_A04 3 0.6308 0.0254 0.000 0.492 0.508
#> T24_CT_A05 3 0.0424 0.7821 0.008 0.000 0.992
#> T24_CT_A07 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_A08 1 0.6410 0.6118 0.576 0.004 0.420
#> T24_CT_A09 1 0.6235 0.5854 0.564 0.000 0.436
#> T24_CT_A10 3 0.9885 -0.2657 0.260 0.368 0.372
#> T24_CT_B01 3 0.7815 0.1442 0.260 0.096 0.644
#> T24_CT_B02 1 0.7903 0.6327 0.576 0.068 0.356
#> T24_CT_B03 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_B05 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_B07 1 0.6204 0.6066 0.576 0.000 0.424
#> T24_CT_B08 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_B09 1 0.6204 0.6066 0.576 0.000 0.424
#> T24_CT_B11 3 0.0000 0.7889 0.000 0.000 1.000
#> T24_CT_C01 1 0.7710 0.6328 0.576 0.056 0.368
#> T24_CT_C02 2 0.6204 0.4036 0.424 0.576 0.000
#> T24_CT_C03 3 0.8239 0.0250 0.080 0.388 0.532
#> T24_CT_C05 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_C09 2 0.6204 0.4036 0.424 0.576 0.000
#> T24_CT_C10 3 0.6359 -0.1667 0.404 0.004 0.592
#> T24_CT_C11 2 0.0424 0.8766 0.008 0.992 0.000
#> T24_CT_C12 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_D02 2 0.3941 0.7601 0.000 0.844 0.156
#> T24_CT_D03 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_D04 3 0.6225 -0.2573 0.432 0.000 0.568
#> T24_CT_D05 3 0.8097 0.0435 0.072 0.388 0.540
#> T24_CT_D06 3 0.9231 -0.0698 0.180 0.308 0.512
#> T24_CT_D07 3 0.7551 0.1354 0.048 0.372 0.580
#> T24_CT_D08 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_D10 2 0.0424 0.8762 0.000 0.992 0.008
#> T24_CT_D11 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_E01 2 0.5327 0.6153 0.272 0.728 0.000
#> T24_CT_E02 1 0.8175 0.4479 0.576 0.336 0.088
#> T24_CT_E04 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_E05 1 0.6204 0.6066 0.576 0.000 0.424
#> T24_CT_E07 2 0.0237 0.8782 0.004 0.996 0.000
#> T24_CT_E09 3 0.5988 -0.0223 0.368 0.000 0.632
#> T24_CT_E11 1 0.9208 0.5584 0.532 0.204 0.264
#> T24_CT_E12 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_F02 2 0.2261 0.8410 0.000 0.932 0.068
#> T24_CT_F03 2 0.8265 0.4280 0.184 0.636 0.180
#> T24_CT_F04 2 0.4128 0.7969 0.132 0.856 0.012
#> T24_CT_F05 2 0.4978 0.6937 0.216 0.780 0.004
#> T24_CT_F07 1 0.5529 0.2228 0.704 0.296 0.000
#> T24_CT_F08 3 0.6274 -0.3304 0.456 0.000 0.544
#> T24_CT_F09 2 0.1163 0.8666 0.000 0.972 0.028
#> T24_CT_F10 3 0.5253 0.5094 0.020 0.188 0.792
#> T24_CT_F11 2 0.2711 0.8269 0.088 0.912 0.000
#> T24_CT_F12 3 0.3340 0.6374 0.000 0.120 0.880
#> T24_CT_G01 2 0.0237 0.8783 0.000 0.996 0.004
#> T24_CT_G02 1 0.8810 0.5394 0.576 0.252 0.172
#> T24_CT_G03 1 0.6204 0.6066 0.576 0.000 0.424
#> T24_CT_G04 2 0.1163 0.8652 0.000 0.972 0.028
#> T24_CT_G05 2 0.1163 0.8667 0.028 0.972 0.000
#> T24_CT_G06 1 0.6225 0.5934 0.568 0.000 0.432
#> T24_CT_G08 3 0.7056 -0.2206 0.404 0.024 0.572
#> T24_CT_G10 2 0.0000 0.8797 0.000 1.000 0.000
#> T24_CT_G11 1 0.6701 0.6193 0.576 0.012 0.412
#> T24_CT_G12 3 0.3686 0.6143 0.140 0.000 0.860
#> T24_CT_H01 3 0.0000 0.7889 0.000 0.000 1.000
#> T24_CT_H02 1 0.9174 0.5440 0.504 0.164 0.332
#> T24_CT_H03 2 0.0424 0.8762 0.000 0.992 0.008
#> T24_CT_H05 3 0.9894 -0.2656 0.276 0.324 0.400
#> T24_CT_H07 2 0.9500 -0.1371 0.196 0.460 0.344
#> T24_CT_H09 1 0.9174 0.5124 0.532 0.276 0.192
#> T24_CT_H12 3 0.6529 -0.0525 0.368 0.012 0.620
#> T48_CT_A01 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A03 1 0.6701 0.6194 0.576 0.012 0.412
#> T48_CT_A04 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A05 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A06 1 0.6204 0.6066 0.576 0.000 0.424
#> T48_CT_A07 3 0.0000 0.7889 0.000 0.000 1.000
#> T48_CT_A08 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A09 2 0.7489 0.5143 0.256 0.664 0.080
#> T48_CT_A10 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_A12 2 0.6625 0.4952 0.316 0.660 0.024
#> T48_CT_B01 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_B03 1 0.6204 0.6066 0.576 0.000 0.424
#> T48_CT_B04 1 0.6204 0.6066 0.576 0.000 0.424
#> T48_CT_B06 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_B08 1 0.8019 0.6309 0.576 0.076 0.348
#> T48_CT_B10 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_B12 2 0.2878 0.8217 0.096 0.904 0.000
#> T48_CT_C01 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 0.4579 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_C04 1 0.6204 0.6066 0.576 0.000 0.424
#> T48_CT_C05 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_C06 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_C07 2 0.3921 0.7997 0.112 0.872 0.016
#> T48_CT_C09 2 0.4346 0.7294 0.000 0.816 0.184
#> T48_CT_C10 1 0.8652 0.5217 0.576 0.284 0.140
#> T48_CT_C11 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_D02 2 0.2878 0.8216 0.096 0.904 0.000
#> T48_CT_D03 3 0.6521 -0.4447 0.492 0.004 0.504
#> T48_CT_D04 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_D06 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_D08 2 0.5497 0.5833 0.292 0.708 0.000
#> T48_CT_D09 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_D10 2 0.1643 0.8570 0.044 0.956 0.000
#> T48_CT_D11 2 0.4654 0.6975 0.000 0.792 0.208
#> T48_CT_D12 1 0.8125 0.6282 0.576 0.084 0.340
#> T48_CT_E01 2 0.0983 0.8724 0.016 0.980 0.004
#> T48_CT_E02 2 0.4002 0.7645 0.160 0.840 0.000
#> T48_CT_E03 3 0.8070 -0.0127 0.064 0.464 0.472
#> T48_CT_E04 2 0.3528 0.8176 0.092 0.892 0.016
#> T48_CT_E05 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_E06 1 0.8567 0.6113 0.576 0.128 0.296
#> T48_CT_E07 1 0.6565 0.6157 0.576 0.008 0.416
#> T48_CT_E08 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_E10 2 0.7353 0.1478 0.436 0.532 0.032
#> T48_CT_E11 1 0.7043 0.6250 0.576 0.024 0.400
#> T48_CT_E12 3 0.0000 0.7889 0.000 0.000 1.000
#> T48_CT_F01 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_F02 2 0.4291 0.7670 0.152 0.840 0.008
#> T48_CT_F03 2 0.7054 0.2984 0.456 0.524 0.020
#> T48_CT_F05 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_F07 2 0.7600 0.3585 0.344 0.600 0.056
#> T48_CT_F09 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_F10 1 0.6307 -0.2881 0.512 0.488 0.000
#> T48_CT_F11 1 0.8432 0.5013 0.576 0.312 0.112
#> T48_CT_G01 3 0.5891 0.4469 0.200 0.036 0.764
#> T48_CT_G02 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_G08 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_G10 3 0.1860 0.7394 0.052 0.000 0.948
#> T48_CT_G11 2 0.8261 0.0427 0.080 0.524 0.396
#> T48_CT_G12 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_H01 2 0.6204 0.4036 0.424 0.576 0.000
#> T48_CT_H02 2 0.5775 0.6129 0.012 0.728 0.260
#> T48_CT_H04 1 0.2165 0.4332 0.936 0.064 0.000
#> T48_CT_H05 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_H07 2 0.3112 0.8211 0.096 0.900 0.004
#> T48_CT_H08 2 0.0000 0.8797 0.000 1.000 0.000
#> T48_CT_H11 2 0.3192 0.8091 0.112 0.888 0.000
#> T48_CT_H12 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_A05 2 0.2261 0.8393 0.000 0.932 0.068
#> T72_CT_A08 1 0.7410 0.3185 0.576 0.384 0.040
#> T72_CT_A09 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_B02 1 0.7043 0.6252 0.576 0.024 0.400
#> T72_CT_B03 2 0.8810 0.2643 0.172 0.576 0.252
#> T72_CT_B04 1 0.7903 0.6323 0.576 0.068 0.356
#> T72_CT_B05 2 0.1267 0.8682 0.024 0.972 0.004
#> T72_CT_B06 1 0.8125 0.6285 0.576 0.084 0.340
#> T72_CT_B08 3 0.5465 0.3293 0.000 0.288 0.712
#> T72_CT_B09 1 0.0000 0.4579 1.000 0.000 0.000
#> T72_CT_B11 2 0.9598 -0.0744 0.248 0.476 0.276
#> T72_CT_B12 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_C06 2 0.3340 0.8038 0.120 0.880 0.000
#> T72_CT_C07 2 0.5835 0.4956 0.000 0.660 0.340
#> T72_CT_C09 2 0.4423 0.7956 0.088 0.864 0.048
#> T72_CT_C11 3 0.2356 0.7010 0.000 0.072 0.928
#> T72_CT_D01 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_D03 2 0.4075 0.8066 0.048 0.880 0.072
#> T72_CT_D04 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_D05 1 0.9136 0.3047 0.456 0.400 0.144
#> T72_CT_D07 2 0.6229 0.4786 0.340 0.652 0.008
#> T72_CT_D10 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_D11 1 0.6565 0.6159 0.576 0.008 0.416
#> T72_CT_E04 2 0.3769 0.8058 0.104 0.880 0.016
#> T72_CT_E05 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_E07 2 0.5639 0.6474 0.016 0.752 0.232
#> T72_CT_F01 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_F07 2 0.3918 0.7813 0.140 0.856 0.004
#> T72_CT_F10 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_F11 2 0.5397 0.6022 0.000 0.720 0.280
#> T72_CT_G03 1 0.6204 0.6066 0.576 0.000 0.424
#> T72_CT_G04 1 0.6824 0.6218 0.576 0.016 0.408
#> T72_CT_G06 2 0.6192 0.3453 0.000 0.580 0.420
#> T72_CT_G08 2 0.5497 0.5781 0.000 0.708 0.292
#> T72_CT_G10 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_G11 2 0.9046 0.0772 0.160 0.528 0.312
#> T72_CT_H01 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.8797 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.7889 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.7889 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.7889 0.000 0.000 1.000
#> T72_CT_H10 2 0.0592 0.8748 0.012 0.988 0.000
#> T72_CT_H11 2 0.4504 0.7226 0.196 0.804 0.000
#> T72_CT_H12 2 0.0000 0.8797 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_A03 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0927 0.79347 0.976 0.000 0.008 0.016
#> T0_CT_A10 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_A11 4 0.3764 0.76831 0.000 0.216 0.000 0.784
#> T0_CT_B01 2 0.7037 0.39511 0.200 0.624 0.160 0.016
#> T0_CT_B03 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_B05 3 0.3899 0.71283 0.052 0.000 0.840 0.108
#> T0_CT_B07 3 0.1733 0.79822 0.028 0.000 0.948 0.024
#> T0_CT_B08 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_C03 3 0.7564 0.28717 0.212 0.016 0.560 0.212
#> T0_CT_C05 2 0.1302 0.79964 0.000 0.956 0.044 0.000
#> T0_CT_C06 2 0.4644 0.61443 0.208 0.764 0.004 0.024
#> T0_CT_C07 3 0.0524 0.82399 0.008 0.000 0.988 0.004
#> T0_CT_C08 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_C09 4 0.3764 0.76831 0.000 0.216 0.000 0.784
#> T0_CT_C11 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T0_CT_C12 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_D02 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_D03 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_D05 3 0.3080 0.76746 0.052 0.028 0.900 0.020
#> T0_CT_D06 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.1297 0.80894 0.016 0.000 0.964 0.020
#> T0_CT_D08 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.4697 0.39318 0.000 0.644 0.356 0.000
#> T0_CT_D11 2 0.1022 0.80597 0.000 0.968 0.032 0.000
#> T0_CT_D12 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0188 0.82786 0.000 0.000 0.996 0.004
#> T0_CT_E04 2 0.0921 0.80936 0.000 0.972 0.028 0.000
#> T0_CT_E05 2 0.8505 0.31896 0.184 0.548 0.144 0.124
#> T0_CT_E06 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E10 4 0.3764 0.76831 0.000 0.216 0.000 0.784
#> T0_CT_E11 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.0336 0.82531 0.008 0.000 0.992 0.000
#> T0_CT_F01 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F05 3 0.2704 0.69349 0.000 0.124 0.876 0.000
#> T0_CT_F06 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F09 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T0_CT_F11 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_F12 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_G02 3 0.6297 0.59228 0.100 0.048 0.724 0.128
#> T0_CT_G03 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_G09 3 0.7886 0.09186 0.308 0.016 0.488 0.188
#> T0_CT_G11 2 0.9106 0.07171 0.148 0.428 0.304 0.120
#> T0_CT_H01 3 0.9378 0.08116 0.208 0.268 0.404 0.120
#> T0_CT_H02 3 0.4972 0.08786 0.000 0.456 0.544 0.000
#> T0_CT_H04 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T0_CT_H05 3 0.7292 0.04789 0.080 0.440 0.456 0.024
#> T0_CT_H08 3 0.0376 0.82597 0.004 0.000 0.992 0.004
#> T0_CT_H09 2 0.3168 0.74604 0.056 0.884 0.060 0.000
#> T0_CT_H12 3 0.4795 0.60079 0.196 0.012 0.768 0.024
#> T24_CT_A01 3 0.7317 0.19101 0.268 0.000 0.528 0.204
#> T24_CT_A03 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_A04 3 0.4977 0.11700 0.000 0.460 0.540 0.000
#> T24_CT_A05 3 0.0336 0.82570 0.000 0.000 0.992 0.008
#> T24_CT_A07 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.0817 0.79219 0.976 0.000 0.000 0.024
#> T24_CT_A09 1 0.7236 0.50370 0.568 0.004 0.220 0.208
#> T24_CT_A10 2 0.9964 -0.19603 0.240 0.284 0.260 0.216
#> T24_CT_B01 3 0.8833 -0.11142 0.328 0.056 0.400 0.216
#> T24_CT_B02 1 0.3401 0.72706 0.840 0.000 0.008 0.152
#> T24_CT_B03 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0188 0.79765 0.996 0.000 0.000 0.004
#> T24_CT_B08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_B09 1 0.0376 0.79745 0.992 0.000 0.004 0.004
#> T24_CT_B11 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0188 0.79765 0.996 0.000 0.000 0.004
#> T24_CT_C02 4 0.3907 0.75698 0.000 0.232 0.000 0.768
#> T24_CT_C03 2 0.7746 -0.06897 0.196 0.416 0.384 0.004
#> T24_CT_C05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_C09 4 0.3764 0.76831 0.000 0.216 0.000 0.784
#> T24_CT_C10 3 0.7965 -0.18763 0.380 0.008 0.396 0.216
#> T24_CT_C11 2 0.0592 0.81954 0.000 0.984 0.000 0.016
#> T24_CT_C12 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_D02 2 0.3649 0.62779 0.000 0.796 0.204 0.000
#> T24_CT_D03 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_D04 1 0.6020 0.32103 0.568 0.000 0.384 0.048
#> T24_CT_D05 2 0.7820 0.00815 0.040 0.448 0.412 0.100
#> T24_CT_D06 3 0.9837 -0.06179 0.232 0.208 0.344 0.216
#> T24_CT_D07 3 0.6979 0.14599 0.080 0.408 0.500 0.012
#> T24_CT_D08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_D10 2 0.0469 0.81986 0.000 0.988 0.012 0.000
#> T24_CT_D11 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_E01 2 0.7224 0.35130 0.236 0.548 0.000 0.216
#> T24_CT_E02 1 0.3208 0.72819 0.848 0.004 0.000 0.148
#> T24_CT_E04 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.0469 0.82127 0.000 0.988 0.000 0.012
#> T24_CT_E09 3 0.5281 0.07883 0.464 0.000 0.528 0.008
#> T24_CT_E11 1 0.6989 0.56094 0.660 0.088 0.056 0.196
#> T24_CT_E12 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_F02 2 0.1867 0.77894 0.000 0.928 0.072 0.000
#> T24_CT_F03 2 0.9274 0.17302 0.200 0.448 0.140 0.212
#> T24_CT_F04 2 0.6795 0.36711 0.188 0.624 0.004 0.184
#> T24_CT_F05 2 0.6739 0.45813 0.172 0.612 0.000 0.216
#> T24_CT_F07 4 0.3858 0.68472 0.056 0.100 0.000 0.844
#> T24_CT_F08 1 0.6873 0.49004 0.580 0.000 0.272 0.148
#> T24_CT_F09 2 0.1940 0.76983 0.000 0.924 0.076 0.000
#> T24_CT_F10 3 0.5504 0.50229 0.044 0.240 0.708 0.008
#> T24_CT_F11 2 0.4054 0.67989 0.016 0.796 0.000 0.188
#> T24_CT_F12 3 0.2281 0.73704 0.000 0.096 0.904 0.000
#> T24_CT_G01 2 0.0188 0.82423 0.000 0.996 0.004 0.000
#> T24_CT_G02 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.1151 0.80952 0.000 0.968 0.024 0.008
#> T24_CT_G05 2 0.1022 0.80625 0.000 0.968 0.000 0.032
#> T24_CT_G06 1 0.5728 0.64126 0.708 0.000 0.104 0.188
#> T24_CT_G08 1 0.7988 0.18102 0.408 0.016 0.396 0.180
#> T24_CT_G10 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T24_CT_G11 1 0.0336 0.79112 0.992 0.008 0.000 0.000
#> T24_CT_G12 3 0.6404 0.42458 0.220 0.000 0.644 0.136
#> T24_CT_H01 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.4171 0.72661 0.824 0.000 0.060 0.116
#> T24_CT_H03 2 0.0188 0.82393 0.000 0.996 0.004 0.000
#> T24_CT_H05 3 0.9902 -0.15428 0.276 0.212 0.304 0.208
#> T24_CT_H07 2 0.9944 -0.18128 0.244 0.296 0.252 0.208
#> T24_CT_H09 1 0.4576 0.71947 0.812 0.020 0.036 0.132
#> T24_CT_H12 1 0.7629 0.17792 0.400 0.000 0.396 0.204
#> T48_CT_A01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_A03 1 0.0188 0.79508 0.996 0.004 0.000 0.000
#> T48_CT_A04 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_A05 2 0.0336 0.82252 0.000 0.992 0.000 0.008
#> T48_CT_A06 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T48_CT_A08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_A09 2 0.8405 0.32390 0.188 0.528 0.068 0.216
#> T48_CT_A10 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_A12 2 0.7803 0.31332 0.248 0.532 0.020 0.200
#> T48_CT_B01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_B03 1 0.0188 0.79635 0.996 0.000 0.004 0.000
#> T48_CT_B04 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_B08 1 0.3610 0.69640 0.800 0.000 0.000 0.200
#> T48_CT_B10 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_B12 2 0.4544 0.67842 0.048 0.788 0.000 0.164
#> T48_CT_C01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_C02 4 0.3764 0.55808 0.216 0.000 0.000 0.784
#> T48_CT_C03 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_C04 1 0.0188 0.79643 0.996 0.004 0.000 0.000
#> T48_CT_C05 2 0.0188 0.82422 0.000 0.996 0.000 0.004
#> T48_CT_C06 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_C07 2 0.5364 0.63539 0.052 0.744 0.012 0.192
#> T48_CT_C09 2 0.4543 0.44093 0.000 0.676 0.324 0.000
#> T48_CT_C10 1 0.0469 0.79049 0.988 0.012 0.000 0.000
#> T48_CT_C11 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_D02 2 0.4423 0.67896 0.040 0.792 0.000 0.168
#> T48_CT_D03 1 0.7058 0.50857 0.572 0.000 0.228 0.200
#> T48_CT_D04 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_D08 2 0.7064 0.38630 0.220 0.572 0.000 0.208
#> T48_CT_D09 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_D10 2 0.1637 0.79371 0.000 0.940 0.000 0.060
#> T48_CT_D11 2 0.4522 0.44037 0.000 0.680 0.320 0.000
#> T48_CT_D12 1 0.0657 0.78632 0.984 0.012 0.004 0.000
#> T48_CT_E01 2 0.1109 0.81252 0.000 0.968 0.004 0.028
#> T48_CT_E02 2 0.6508 0.49317 0.168 0.640 0.000 0.192
#> T48_CT_E03 2 0.7803 0.17425 0.016 0.480 0.340 0.164
#> T48_CT_E04 2 0.4562 0.65217 0.028 0.764 0.000 0.208
#> T48_CT_E05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_E06 1 0.0188 0.79495 0.996 0.004 0.000 0.000
#> T48_CT_E07 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_E10 1 0.6886 0.10883 0.544 0.368 0.016 0.072
#> T48_CT_E11 1 0.5008 0.69895 0.780 0.008 0.068 0.144
#> T48_CT_E12 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T48_CT_F01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_F02 2 0.5867 0.57753 0.084 0.696 0.004 0.216
#> T48_CT_F03 2 0.8023 -0.10987 0.232 0.396 0.008 0.364
#> T48_CT_F05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_F07 2 0.8553 0.18025 0.288 0.460 0.048 0.204
#> T48_CT_F09 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_F10 4 0.6690 0.36113 0.144 0.248 0.000 0.608
#> T48_CT_F11 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T48_CT_G01 3 0.7476 0.35654 0.176 0.024 0.588 0.212
#> T48_CT_G02 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_G08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_G09 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_G10 3 0.1302 0.80207 0.044 0.000 0.956 0.000
#> T48_CT_G11 2 0.8111 0.19114 0.028 0.492 0.288 0.192
#> T48_CT_G12 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_H01 4 0.4843 0.52404 0.000 0.396 0.000 0.604
#> T48_CT_H02 2 0.6375 0.38289 0.020 0.620 0.312 0.048
#> T48_CT_H04 4 0.3801 0.55526 0.220 0.000 0.000 0.780
#> T48_CT_H05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_H07 2 0.4651 0.69178 0.080 0.804 0.004 0.112
#> T48_CT_H08 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T48_CT_H11 2 0.4877 0.64011 0.044 0.752 0.000 0.204
#> T48_CT_H12 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_A01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_A05 2 0.3024 0.69445 0.000 0.852 0.148 0.000
#> T72_CT_A08 1 0.5391 0.62579 0.736 0.068 0.004 0.192
#> T72_CT_A09 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_A11 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_B01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_B02 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T72_CT_B03 2 0.9629 0.06545 0.216 0.392 0.176 0.216
#> T72_CT_B04 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.2197 0.77989 0.004 0.916 0.000 0.080
#> T72_CT_B06 1 0.0188 0.79512 0.996 0.004 0.000 0.000
#> T72_CT_B08 3 0.3649 0.56585 0.000 0.204 0.796 0.000
#> T72_CT_B09 4 0.4916 0.26928 0.424 0.000 0.000 0.576
#> T72_CT_B11 2 0.9581 0.05167 0.168 0.400 0.216 0.216
#> T72_CT_B12 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_C04 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_C06 2 0.4635 0.64438 0.028 0.756 0.000 0.216
#> T72_CT_C07 3 0.5000 -0.06966 0.000 0.496 0.504 0.000
#> T72_CT_C09 2 0.5499 0.61630 0.028 0.728 0.028 0.216
#> T72_CT_C11 3 0.1557 0.77656 0.000 0.056 0.944 0.000
#> T72_CT_D01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_D03 2 0.4250 0.72682 0.052 0.848 0.064 0.036
#> T72_CT_D04 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_D05 1 0.7770 0.41263 0.576 0.168 0.040 0.216
#> T72_CT_D07 2 0.7223 0.40497 0.204 0.584 0.008 0.204
#> T72_CT_D10 2 0.0469 0.82127 0.000 0.988 0.000 0.012
#> T72_CT_D11 1 0.0657 0.78654 0.984 0.004 0.012 0.000
#> T72_CT_E04 2 0.5195 0.62939 0.028 0.740 0.016 0.216
#> T72_CT_E05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_E07 2 0.5108 0.43449 0.000 0.672 0.308 0.020
#> T72_CT_F01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_F05 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_F07 2 0.4908 0.63598 0.032 0.748 0.004 0.216
#> T72_CT_F10 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_F11 2 0.4697 0.40518 0.000 0.644 0.356 0.000
#> T72_CT_G03 1 0.0000 0.79743 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0657 0.79637 0.984 0.000 0.004 0.012
#> T72_CT_G06 3 0.4985 0.02796 0.000 0.468 0.532 0.000
#> T72_CT_G08 2 0.4331 0.52276 0.000 0.712 0.288 0.000
#> T72_CT_G10 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_G11 2 0.9666 -0.00289 0.212 0.380 0.236 0.172
#> T72_CT_H01 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_H03 2 0.0000 0.82598 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T72_CT_H08 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T72_CT_H09 3 0.0000 0.82978 0.000 0.000 1.000 0.000
#> T72_CT_H10 2 0.0707 0.81721 0.000 0.980 0.000 0.020
#> T72_CT_H11 2 0.5473 0.61055 0.084 0.724 0.000 0.192
#> T72_CT_H12 2 0.0000 0.82598 0.000 1.000 0.000 0.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A03 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0404 0.84213 0.000 0.000 0.988 0.000 0.012
#> T0_CT_A06 3 0.1965 0.82922 0.000 0.000 0.904 0.000 0.096
#> T0_CT_A07 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.3949 0.45770 0.668 0.000 0.000 0.000 0.332
#> T0_CT_A10 3 0.3074 0.78050 0.000 0.000 0.804 0.000 0.196
#> T0_CT_A11 4 0.0162 0.76827 0.000 0.004 0.000 0.996 0.000
#> T0_CT_B01 2 0.5764 -0.11152 0.036 0.504 0.028 0.000 0.432
#> T0_CT_B03 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 5 0.3966 0.33145 0.000 0.000 0.336 0.000 0.664
#> T0_CT_B07 3 0.4235 0.25686 0.000 0.000 0.576 0.000 0.424
#> T0_CT_B08 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.1965 0.82960 0.000 0.000 0.904 0.000 0.096
#> T0_CT_C02 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C03 5 0.4196 0.57001 0.036 0.012 0.176 0.000 0.776
#> T0_CT_C05 2 0.1205 0.85238 0.000 0.956 0.040 0.000 0.004
#> T0_CT_C06 2 0.4946 0.21716 0.036 0.596 0.000 0.000 0.368
#> T0_CT_C07 3 0.3366 0.74265 0.000 0.000 0.768 0.000 0.232
#> T0_CT_C08 3 0.0290 0.84204 0.000 0.000 0.992 0.000 0.008
#> T0_CT_C09 4 0.0162 0.76827 0.000 0.004 0.000 0.996 0.000
#> T0_CT_C11 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C12 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D02 3 0.3274 0.75862 0.000 0.000 0.780 0.000 0.220
#> T0_CT_D03 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 5 0.4774 0.01786 0.004 0.012 0.444 0.000 0.540
#> T0_CT_D06 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D07 5 0.4305 -0.12549 0.000 0.000 0.488 0.000 0.512
#> T0_CT_D08 3 0.0290 0.84202 0.000 0.000 0.992 0.000 0.008
#> T0_CT_D09 3 0.4262 0.17896 0.000 0.440 0.560 0.000 0.000
#> T0_CT_D11 2 0.1211 0.85570 0.000 0.960 0.024 0.000 0.016
#> T0_CT_D12 3 0.2424 0.81662 0.000 0.000 0.868 0.000 0.132
#> T0_CT_E01 3 0.3074 0.78050 0.000 0.000 0.804 0.000 0.196
#> T0_CT_E03 3 0.3039 0.78334 0.000 0.000 0.808 0.000 0.192
#> T0_CT_E04 2 0.1121 0.85207 0.000 0.956 0.044 0.000 0.000
#> T0_CT_E05 2 0.5354 0.46386 0.036 0.656 0.032 0.000 0.276
#> T0_CT_E06 3 0.1410 0.83820 0.000 0.000 0.940 0.000 0.060
#> T0_CT_E07 3 0.2690 0.80384 0.000 0.000 0.844 0.000 0.156
#> T0_CT_E08 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E10 4 0.0162 0.76827 0.000 0.004 0.000 0.996 0.000
#> T0_CT_E11 3 0.3039 0.78322 0.000 0.000 0.808 0.000 0.192
#> T0_CT_E12 3 0.3109 0.77746 0.000 0.000 0.800 0.000 0.200
#> T0_CT_F01 3 0.3074 0.78050 0.000 0.000 0.804 0.000 0.196
#> T0_CT_F02 3 0.3039 0.78322 0.000 0.000 0.808 0.000 0.192
#> T0_CT_F03 3 0.1478 0.83734 0.000 0.000 0.936 0.000 0.064
#> T0_CT_F04 3 0.1965 0.82958 0.000 0.000 0.904 0.000 0.096
#> T0_CT_F05 3 0.0703 0.82788 0.000 0.024 0.976 0.000 0.000
#> T0_CT_F06 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 3 0.2773 0.80086 0.000 0.000 0.836 0.000 0.164
#> T0_CT_F09 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F11 3 0.2127 0.82504 0.000 0.000 0.892 0.000 0.108
#> T0_CT_F12 3 0.3074 0.78050 0.000 0.000 0.804 0.000 0.196
#> T0_CT_G01 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.4888 0.43629 0.008 0.028 0.320 0.000 0.644
#> T0_CT_G03 3 0.3074 0.78050 0.000 0.000 0.804 0.000 0.196
#> T0_CT_G04 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.1270 0.83914 0.000 0.000 0.948 0.000 0.052
#> T0_CT_G09 5 0.4660 0.56487 0.064 0.016 0.164 0.000 0.756
#> T0_CT_G11 5 0.6064 0.53210 0.020 0.252 0.116 0.000 0.612
#> T0_CT_H01 5 0.5555 0.56055 0.020 0.168 0.124 0.000 0.688
#> T0_CT_H02 3 0.3274 0.57326 0.000 0.220 0.780 0.000 0.000
#> T0_CT_H04 3 0.0703 0.84211 0.000 0.000 0.976 0.000 0.024
#> T0_CT_H05 5 0.6330 0.43278 0.000 0.236 0.236 0.000 0.528
#> T0_CT_H08 3 0.2690 0.72840 0.000 0.000 0.844 0.000 0.156
#> T0_CT_H09 2 0.2331 0.81414 0.016 0.908 0.008 0.000 0.068
#> T0_CT_H12 5 0.4697 0.23038 0.020 0.000 0.388 0.000 0.592
#> T24_CT_A01 5 0.2929 0.56120 0.012 0.000 0.128 0.004 0.856
#> T24_CT_A03 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A04 3 0.5818 0.12731 0.000 0.448 0.460 0.000 0.092
#> T24_CT_A05 3 0.3143 0.77512 0.000 0.000 0.796 0.000 0.204
#> T24_CT_A07 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A08 5 0.4449 -0.17514 0.484 0.000 0.000 0.004 0.512
#> T24_CT_A09 5 0.2338 0.51655 0.112 0.000 0.000 0.004 0.884
#> T24_CT_A10 5 0.3992 0.60095 0.036 0.108 0.036 0.000 0.820
#> T24_CT_B01 5 0.3821 0.59694 0.044 0.036 0.084 0.000 0.836
#> T24_CT_B02 5 0.4446 -0.21257 0.476 0.004 0.000 0.000 0.520
#> T24_CT_B03 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.0162 0.84606 0.996 0.000 0.000 0.000 0.004
#> T24_CT_B08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B09 1 0.4101 0.50747 0.664 0.000 0.000 0.004 0.332
#> T24_CT_B11 3 0.1121 0.84009 0.000 0.000 0.956 0.000 0.044
#> T24_CT_C01 1 0.3086 0.75094 0.816 0.000 0.000 0.004 0.180
#> T24_CT_C02 4 0.1965 0.71673 0.000 0.096 0.000 0.904 0.000
#> T24_CT_C03 2 0.7175 0.18521 0.096 0.548 0.128 0.000 0.228
#> T24_CT_C05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C09 4 0.0162 0.76827 0.000 0.004 0.000 0.996 0.000
#> T24_CT_C10 5 0.3289 0.54522 0.096 0.000 0.048 0.004 0.852
#> T24_CT_C11 2 0.0510 0.87393 0.000 0.984 0.000 0.000 0.016
#> T24_CT_C12 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.3636 0.56745 0.000 0.728 0.272 0.000 0.000
#> T24_CT_D03 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D04 5 0.3652 0.39731 0.200 0.000 0.012 0.004 0.784
#> T24_CT_D05 2 0.6068 -0.17546 0.000 0.452 0.120 0.000 0.428
#> T24_CT_D06 5 0.2067 0.58700 0.028 0.032 0.012 0.000 0.928
#> T24_CT_D07 2 0.6609 0.02700 0.004 0.480 0.308 0.000 0.208
#> T24_CT_D08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D10 2 0.0703 0.86739 0.000 0.976 0.024 0.000 0.000
#> T24_CT_D11 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E01 5 0.5069 0.47196 0.052 0.328 0.000 0.000 0.620
#> T24_CT_E02 1 0.4150 0.46471 0.612 0.000 0.000 0.000 0.388
#> T24_CT_E04 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.0404 0.84369 0.988 0.000 0.000 0.000 0.012
#> T24_CT_E07 2 0.0404 0.87654 0.000 0.988 0.000 0.000 0.012
#> T24_CT_E09 5 0.6004 0.08328 0.372 0.000 0.120 0.000 0.508
#> T24_CT_E11 5 0.4208 0.36184 0.248 0.020 0.000 0.004 0.728
#> T24_CT_E12 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.1732 0.82050 0.000 0.920 0.080 0.000 0.000
#> T24_CT_F03 5 0.5695 0.52738 0.036 0.276 0.052 0.000 0.636
#> T24_CT_F04 2 0.6280 0.10634 0.048 0.508 0.000 0.392 0.052
#> T24_CT_F05 5 0.5039 0.20563 0.032 0.456 0.000 0.000 0.512
#> T24_CT_F07 4 0.1731 0.75304 0.008 0.012 0.000 0.940 0.040
#> T24_CT_F08 5 0.4911 0.21676 0.356 0.000 0.028 0.004 0.612
#> T24_CT_F09 2 0.2929 0.70444 0.000 0.820 0.180 0.000 0.000
#> T24_CT_F10 3 0.6287 0.26588 0.000 0.312 0.512 0.000 0.176
#> T24_CT_F11 2 0.3336 0.65001 0.000 0.772 0.000 0.000 0.228
#> T24_CT_F12 3 0.1549 0.81965 0.000 0.040 0.944 0.000 0.016
#> T24_CT_G01 2 0.0162 0.88040 0.000 0.996 0.004 0.000 0.000
#> T24_CT_G02 1 0.0290 0.84637 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G03 1 0.3491 0.71611 0.768 0.000 0.000 0.004 0.228
#> T24_CT_G04 2 0.0955 0.86412 0.000 0.968 0.004 0.000 0.028
#> T24_CT_G05 2 0.1121 0.85584 0.000 0.956 0.000 0.044 0.000
#> T24_CT_G06 5 0.4161 0.06574 0.392 0.000 0.000 0.000 0.608
#> T24_CT_G08 5 0.2642 0.54742 0.084 0.000 0.024 0.004 0.888
#> T24_CT_G10 2 0.0162 0.88025 0.000 0.996 0.004 0.000 0.000
#> T24_CT_G11 1 0.0794 0.84088 0.972 0.000 0.000 0.000 0.028
#> T24_CT_G12 5 0.2339 0.53751 0.004 0.000 0.100 0.004 0.892
#> T24_CT_H01 3 0.0290 0.84195 0.000 0.000 0.992 0.000 0.008
#> T24_CT_H02 5 0.4059 0.29031 0.292 0.000 0.004 0.004 0.700
#> T24_CT_H03 2 0.0162 0.88021 0.000 0.996 0.000 0.000 0.004
#> T24_CT_H05 5 0.2067 0.56946 0.044 0.028 0.000 0.004 0.924
#> T24_CT_H07 5 0.2950 0.58166 0.040 0.072 0.004 0.004 0.880
#> T24_CT_H09 1 0.4704 0.14180 0.508 0.008 0.000 0.004 0.480
#> T24_CT_H12 5 0.1731 0.54800 0.060 0.000 0.004 0.004 0.932
#> T48_CT_A01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.84556 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.0290 0.87834 0.000 0.992 0.000 0.000 0.008
#> T48_CT_A06 1 0.0162 0.84561 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A07 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A09 5 0.5045 0.47107 0.032 0.340 0.008 0.000 0.620
#> T48_CT_A10 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A12 2 0.6393 0.06655 0.140 0.512 0.004 0.004 0.340
#> T48_CT_B01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.1121 0.83021 0.956 0.000 0.000 0.000 0.044
#> T48_CT_B04 1 0.0162 0.84402 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B06 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B08 5 0.4375 0.13115 0.420 0.000 0.000 0.004 0.576
#> T48_CT_B10 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B12 2 0.3849 0.62604 0.016 0.752 0.000 0.000 0.232
#> T48_CT_C01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C02 4 0.2852 0.64684 0.172 0.000 0.000 0.828 0.000
#> T48_CT_C03 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.0404 0.84597 0.988 0.000 0.000 0.000 0.012
#> T48_CT_C05 2 0.0162 0.88041 0.000 0.996 0.000 0.000 0.004
#> T48_CT_C06 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C07 2 0.3696 0.65466 0.016 0.772 0.000 0.000 0.212
#> T48_CT_C09 3 0.4273 0.15857 0.000 0.448 0.552 0.000 0.000
#> T48_CT_C10 1 0.2471 0.77521 0.864 0.000 0.000 0.000 0.136
#> T48_CT_C11 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D02 2 0.3621 0.67341 0.020 0.788 0.000 0.000 0.192
#> T48_CT_D03 5 0.3944 0.50708 0.200 0.000 0.032 0.000 0.768
#> T48_CT_D04 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D08 2 0.5708 0.10525 0.088 0.528 0.000 0.000 0.384
#> T48_CT_D09 2 0.0162 0.88077 0.000 0.996 0.000 0.004 0.000
#> T48_CT_D10 2 0.1544 0.83393 0.000 0.932 0.000 0.000 0.068
#> T48_CT_D11 2 0.4448 0.06807 0.000 0.516 0.480 0.000 0.004
#> T48_CT_D12 1 0.0000 0.84556 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 2 0.0955 0.86468 0.000 0.968 0.004 0.000 0.028
#> T48_CT_E02 2 0.4572 0.50550 0.036 0.684 0.000 0.000 0.280
#> T48_CT_E03 2 0.6289 -0.13752 0.000 0.452 0.152 0.000 0.396
#> T48_CT_E04 2 0.4235 0.19401 0.000 0.576 0.000 0.000 0.424
#> T48_CT_E05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.0703 0.84144 0.976 0.000 0.000 0.000 0.024
#> T48_CT_E07 1 0.0404 0.84176 0.988 0.000 0.000 0.000 0.012
#> T48_CT_E08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E10 5 0.6554 0.41267 0.264 0.200 0.004 0.004 0.528
#> T48_CT_E11 1 0.4305 0.59509 0.688 0.000 0.012 0.004 0.296
#> T48_CT_E12 3 0.3048 0.79205 0.000 0.004 0.820 0.000 0.176
#> T48_CT_F01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F02 5 0.4604 0.36541 0.008 0.404 0.004 0.000 0.584
#> T48_CT_F03 5 0.7126 0.43739 0.052 0.228 0.004 0.172 0.544
#> T48_CT_F05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F07 5 0.5790 0.49974 0.076 0.296 0.012 0.004 0.612
#> T48_CT_F09 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F10 4 0.7244 0.18994 0.032 0.252 0.000 0.456 0.260
#> T48_CT_F11 1 0.0162 0.84561 0.996 0.000 0.000 0.000 0.004
#> T48_CT_G01 5 0.4342 0.55936 0.032 0.008 0.196 0.004 0.760
#> T48_CT_G02 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G09 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G10 3 0.3897 0.75637 0.028 0.000 0.768 0.000 0.204
#> T48_CT_G11 5 0.5199 0.49911 0.000 0.292 0.072 0.000 0.636
#> T48_CT_G12 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H01 4 0.4310 0.36011 0.000 0.392 0.000 0.604 0.004
#> T48_CT_H02 3 0.6671 -0.14675 0.000 0.372 0.396 0.000 0.232
#> T48_CT_H04 4 0.3039 0.62183 0.192 0.000 0.000 0.808 0.000
#> T48_CT_H05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.3193 0.74504 0.028 0.840 0.000 0.000 0.132
#> T48_CT_H08 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H11 2 0.4252 0.41982 0.008 0.652 0.000 0.000 0.340
#> T48_CT_H12 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A05 2 0.3730 0.54360 0.000 0.712 0.288 0.000 0.000
#> T72_CT_A08 1 0.5288 0.18701 0.544 0.052 0.000 0.000 0.404
#> T72_CT_A09 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A11 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B02 1 0.0000 0.84556 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 5 0.4922 0.56698 0.036 0.220 0.028 0.000 0.716
#> T72_CT_B04 1 0.0000 0.84556 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.3003 0.69872 0.000 0.812 0.000 0.000 0.188
#> T72_CT_B06 1 0.0324 0.84312 0.992 0.004 0.000 0.000 0.004
#> T72_CT_B08 3 0.1341 0.79214 0.000 0.056 0.944 0.000 0.000
#> T72_CT_B09 1 0.4403 0.17499 0.560 0.000 0.000 0.436 0.004
#> T72_CT_B11 5 0.5433 0.56886 0.032 0.216 0.064 0.000 0.688
#> T72_CT_B12 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C04 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C06 2 0.4084 0.45580 0.004 0.668 0.000 0.000 0.328
#> T72_CT_C07 3 0.3143 0.59354 0.000 0.204 0.796 0.000 0.000
#> T72_CT_C09 5 0.4235 0.32037 0.000 0.424 0.000 0.000 0.576
#> T72_CT_C11 3 0.0290 0.83713 0.000 0.008 0.992 0.000 0.000
#> T72_CT_D01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D03 2 0.2635 0.80223 0.008 0.888 0.016 0.000 0.088
#> T72_CT_D04 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D05 5 0.6125 0.37418 0.332 0.116 0.008 0.000 0.544
#> T72_CT_D07 5 0.5052 0.34406 0.036 0.412 0.000 0.000 0.552
#> T72_CT_D10 2 0.0404 0.87654 0.000 0.988 0.000 0.000 0.012
#> T72_CT_D11 1 0.0703 0.82509 0.976 0.000 0.000 0.000 0.024
#> T72_CT_E04 2 0.4443 0.00825 0.000 0.524 0.004 0.000 0.472
#> T72_CT_E05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_E07 2 0.4767 0.23778 0.000 0.560 0.420 0.000 0.020
#> T72_CT_F01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F05 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F07 2 0.4450 -0.06325 0.000 0.508 0.000 0.004 0.488
#> T72_CT_F10 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F11 2 0.4302 0.08589 0.000 0.520 0.480 0.000 0.000
#> T72_CT_G03 1 0.0404 0.84180 0.988 0.000 0.000 0.000 0.012
#> T72_CT_G04 1 0.0510 0.84453 0.984 0.000 0.000 0.000 0.016
#> T72_CT_G06 3 0.3876 0.42521 0.000 0.316 0.684 0.000 0.000
#> T72_CT_G08 2 0.4315 0.52126 0.000 0.700 0.276 0.000 0.024
#> T72_CT_G10 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_G11 5 0.5962 0.51699 0.040 0.280 0.064 0.000 0.616
#> T72_CT_H01 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H03 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H05 3 0.0000 0.84131 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H08 3 0.0162 0.84163 0.000 0.000 0.996 0.000 0.004
#> T72_CT_H09 3 0.2773 0.80079 0.000 0.000 0.836 0.000 0.164
#> T72_CT_H10 2 0.0703 0.86825 0.000 0.976 0.000 0.000 0.024
#> T72_CT_H11 2 0.3961 0.60641 0.016 0.736 0.000 0.000 0.248
#> T72_CT_H12 2 0.0000 0.88258 0.000 1.000 0.000 0.000 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A03 3 0.0458 0.75924 0.000 0.000 0.984 0.016 0.000 0.000
#> T0_CT_A05 3 0.1257 0.76189 0.000 0.000 0.952 0.028 0.020 0.000
#> T0_CT_A06 3 0.3341 0.73631 0.000 0.000 0.816 0.068 0.116 0.000
#> T0_CT_A07 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 1 0.3699 0.36675 0.660 0.000 0.000 0.004 0.336 0.000
#> T0_CT_A10 3 0.5548 0.59206 0.000 0.000 0.548 0.184 0.268 0.000
#> T0_CT_A11 6 0.0000 0.71605 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_B01 5 0.4157 0.34378 0.000 0.444 0.000 0.012 0.544 0.000
#> T0_CT_B03 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 5 0.4343 0.22300 0.000 0.000 0.156 0.120 0.724 0.000
#> T0_CT_B07 3 0.5151 0.15443 0.000 0.000 0.472 0.084 0.444 0.000
#> T0_CT_B08 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B09 3 0.3834 0.72675 0.000 0.000 0.776 0.108 0.116 0.000
#> T0_CT_C02 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C03 5 0.1865 0.28969 0.000 0.000 0.040 0.040 0.920 0.000
#> T0_CT_C05 2 0.1124 0.84715 0.000 0.956 0.036 0.000 0.008 0.000
#> T0_CT_C06 2 0.4224 0.00824 0.000 0.552 0.000 0.016 0.432 0.000
#> T0_CT_C07 3 0.5507 0.56390 0.000 0.000 0.536 0.156 0.308 0.000
#> T0_CT_C08 3 0.1723 0.76258 0.000 0.000 0.928 0.036 0.036 0.000
#> T0_CT_C09 6 0.0000 0.71605 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_C11 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C12 3 0.0547 0.75877 0.000 0.000 0.980 0.020 0.000 0.000
#> T0_CT_D01 3 0.0146 0.75982 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_D02 3 0.5600 0.56589 0.000 0.000 0.528 0.176 0.296 0.000
#> T0_CT_D03 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D05 5 0.5351 0.19427 0.000 0.020 0.248 0.108 0.624 0.000
#> T0_CT_D06 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D07 5 0.5341 0.04050 0.000 0.000 0.312 0.132 0.556 0.000
#> T0_CT_D08 3 0.1196 0.76379 0.000 0.000 0.952 0.008 0.040 0.000
#> T0_CT_D09 3 0.3874 0.28691 0.000 0.356 0.636 0.008 0.000 0.000
#> T0_CT_D11 2 0.1350 0.84535 0.000 0.952 0.020 0.008 0.020 0.000
#> T0_CT_D12 3 0.4680 0.68110 0.000 0.000 0.684 0.132 0.184 0.000
#> T0_CT_E01 3 0.5417 0.60091 0.000 0.000 0.568 0.164 0.268 0.000
#> T0_CT_E03 3 0.5490 0.60220 0.000 0.000 0.560 0.180 0.260 0.000
#> T0_CT_E04 2 0.1152 0.84375 0.000 0.952 0.044 0.004 0.000 0.000
#> T0_CT_E05 2 0.5304 0.18119 0.000 0.556 0.004 0.104 0.336 0.000
#> T0_CT_E06 3 0.2499 0.75558 0.000 0.000 0.880 0.072 0.048 0.000
#> T0_CT_E07 3 0.4468 0.68062 0.000 0.000 0.696 0.092 0.212 0.000
#> T0_CT_E08 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E09 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E10 6 0.0000 0.71605 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_E11 3 0.5383 0.60682 0.000 0.000 0.576 0.164 0.260 0.000
#> T0_CT_E12 3 0.5578 0.58454 0.000 0.000 0.540 0.184 0.276 0.000
#> T0_CT_F01 3 0.5417 0.60091 0.000 0.000 0.568 0.164 0.268 0.000
#> T0_CT_F02 3 0.5400 0.60414 0.000 0.000 0.572 0.164 0.264 0.000
#> T0_CT_F03 3 0.2908 0.74632 0.000 0.000 0.848 0.048 0.104 0.000
#> T0_CT_F04 3 0.3567 0.73472 0.000 0.000 0.800 0.100 0.100 0.000
#> T0_CT_F05 3 0.0363 0.75523 0.000 0.012 0.988 0.000 0.000 0.000
#> T0_CT_F06 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F07 3 0.5217 0.63922 0.000 0.000 0.608 0.160 0.232 0.000
#> T0_CT_F09 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F11 3 0.4475 0.68696 0.000 0.000 0.700 0.100 0.200 0.000
#> T0_CT_F12 3 0.5515 0.59981 0.000 0.000 0.556 0.184 0.260 0.000
#> T0_CT_G01 3 0.0547 0.75877 0.000 0.000 0.980 0.020 0.000 0.000
#> T0_CT_G02 5 0.5061 0.23295 0.000 0.028 0.232 0.076 0.664 0.000
#> T0_CT_G03 3 0.5455 0.60087 0.000 0.000 0.564 0.172 0.264 0.000
#> T0_CT_G04 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 3 0.2361 0.75472 0.000 0.000 0.884 0.028 0.088 0.000
#> T0_CT_G09 5 0.2892 0.26234 0.020 0.000 0.004 0.136 0.840 0.000
#> T0_CT_G11 5 0.5022 0.43737 0.000 0.208 0.044 0.064 0.684 0.000
#> T0_CT_H01 5 0.3716 0.34787 0.000 0.064 0.032 0.088 0.816 0.000
#> T0_CT_H02 3 0.2300 0.62974 0.000 0.144 0.856 0.000 0.000 0.000
#> T0_CT_H04 3 0.1713 0.76279 0.000 0.000 0.928 0.028 0.044 0.000
#> T0_CT_H05 5 0.6193 0.35385 0.000 0.204 0.128 0.084 0.584 0.000
#> T0_CT_H08 3 0.3139 0.67295 0.000 0.000 0.812 0.028 0.160 0.000
#> T0_CT_H09 2 0.2218 0.78068 0.000 0.884 0.000 0.012 0.104 0.000
#> T0_CT_H12 5 0.4176 0.20483 0.000 0.000 0.220 0.064 0.716 0.000
#> T24_CT_A01 4 0.4093 0.30635 0.000 0.000 0.008 0.516 0.476 0.000
#> T24_CT_A03 2 0.0632 0.86654 0.000 0.976 0.000 0.024 0.000 0.000
#> T24_CT_A04 2 0.6422 -0.15079 0.000 0.428 0.392 0.056 0.124 0.000
#> T24_CT_A05 3 0.5676 0.57068 0.000 0.000 0.524 0.204 0.272 0.000
#> T24_CT_A07 2 0.0146 0.87033 0.000 0.996 0.000 0.004 0.000 0.000
#> T24_CT_A08 4 0.5672 0.55812 0.212 0.000 0.000 0.528 0.260 0.000
#> T24_CT_A09 4 0.3984 0.55391 0.008 0.000 0.000 0.596 0.396 0.000
#> T24_CT_A10 5 0.3790 0.26013 0.000 0.072 0.000 0.156 0.772 0.000
#> T24_CT_B01 5 0.1668 0.27126 0.000 0.008 0.004 0.060 0.928 0.000
#> T24_CT_B02 4 0.5842 0.56009 0.228 0.000 0.000 0.484 0.288 0.000
#> T24_CT_B03 2 0.1418 0.85120 0.000 0.944 0.000 0.032 0.024 0.000
#> T24_CT_B05 2 0.0260 0.86996 0.000 0.992 0.000 0.008 0.000 0.000
#> T24_CT_B06 2 0.0547 0.86766 0.000 0.980 0.000 0.020 0.000 0.000
#> T24_CT_B07 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B09 1 0.5648 0.11613 0.512 0.000 0.000 0.176 0.312 0.000
#> T24_CT_B11 3 0.2856 0.75097 0.000 0.000 0.856 0.068 0.076 0.000
#> T24_CT_C01 4 0.4727 0.30994 0.368 0.000 0.000 0.576 0.056 0.000
#> T24_CT_C02 6 0.1765 0.65068 0.000 0.096 0.000 0.000 0.000 0.904
#> T24_CT_C03 2 0.7139 -0.09611 0.068 0.476 0.032 0.140 0.284 0.000
#> T24_CT_C05 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C09 6 0.0000 0.71605 0.000 0.000 0.000 0.000 0.000 1.000
#> T24_CT_C10 4 0.3878 0.55205 0.004 0.000 0.004 0.644 0.348 0.000
#> T24_CT_C11 2 0.0806 0.86148 0.000 0.972 0.000 0.008 0.020 0.000
#> T24_CT_C12 2 0.0713 0.86498 0.000 0.972 0.000 0.028 0.000 0.000
#> T24_CT_D01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.3799 0.52386 0.000 0.704 0.276 0.020 0.000 0.000
#> T24_CT_D03 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D04 4 0.4350 0.58071 0.048 0.000 0.000 0.660 0.292 0.000
#> T24_CT_D05 5 0.6278 0.25233 0.000 0.296 0.028 0.188 0.488 0.000
#> T24_CT_D06 5 0.4146 0.05919 0.000 0.028 0.004 0.288 0.680 0.000
#> T24_CT_D07 2 0.7330 -0.21581 0.000 0.404 0.176 0.156 0.264 0.000
#> T24_CT_D08 2 0.0146 0.86984 0.000 0.996 0.000 0.004 0.000 0.000
#> T24_CT_D09 2 0.0458 0.86870 0.000 0.984 0.000 0.016 0.000 0.000
#> T24_CT_D10 2 0.0777 0.86048 0.000 0.972 0.024 0.004 0.000 0.000
#> T24_CT_D11 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E01 5 0.4035 0.42673 0.016 0.256 0.000 0.016 0.712 0.000
#> T24_CT_E02 1 0.5848 -0.05712 0.480 0.000 0.000 0.224 0.296 0.000
#> T24_CT_E04 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.0405 0.80606 0.988 0.000 0.000 0.008 0.004 0.000
#> T24_CT_E07 2 0.2145 0.81191 0.000 0.900 0.000 0.028 0.072 0.000
#> T24_CT_E09 5 0.6413 -0.23599 0.232 0.000 0.020 0.336 0.412 0.000
#> T24_CT_E11 4 0.3865 0.66841 0.032 0.000 0.000 0.720 0.248 0.000
#> T24_CT_E12 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.1556 0.81562 0.000 0.920 0.080 0.000 0.000 0.000
#> T24_CT_F03 5 0.3052 0.45462 0.000 0.216 0.000 0.004 0.780 0.000
#> T24_CT_F04 2 0.5656 0.07320 0.016 0.488 0.000 0.000 0.100 0.396
#> T24_CT_F05 5 0.4051 0.28723 0.000 0.432 0.000 0.008 0.560 0.000
#> T24_CT_F07 6 0.1442 0.69380 0.004 0.012 0.000 0.000 0.040 0.944
#> T24_CT_F08 4 0.5873 0.55758 0.172 0.000 0.004 0.448 0.376 0.000
#> T24_CT_F09 2 0.2664 0.68425 0.000 0.816 0.184 0.000 0.000 0.000
#> T24_CT_F10 3 0.7557 0.03836 0.000 0.268 0.320 0.152 0.260 0.000
#> T24_CT_F11 2 0.2941 0.65721 0.000 0.780 0.000 0.000 0.220 0.000
#> T24_CT_F12 3 0.2277 0.75067 0.000 0.032 0.908 0.028 0.032 0.000
#> T24_CT_G01 2 0.0508 0.86912 0.000 0.984 0.004 0.012 0.000 0.000
#> T24_CT_G02 1 0.0547 0.80044 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_G03 4 0.4577 0.48847 0.272 0.000 0.000 0.656 0.072 0.000
#> T24_CT_G04 2 0.2328 0.81169 0.000 0.892 0.000 0.052 0.056 0.000
#> T24_CT_G05 2 0.1007 0.85000 0.000 0.956 0.000 0.000 0.000 0.044
#> T24_CT_G06 4 0.5425 0.63985 0.148 0.000 0.000 0.552 0.300 0.000
#> T24_CT_G08 4 0.3619 0.62833 0.004 0.000 0.000 0.680 0.316 0.000
#> T24_CT_G10 2 0.0858 0.86399 0.000 0.968 0.004 0.028 0.000 0.000
#> T24_CT_G11 1 0.2846 0.70505 0.856 0.000 0.000 0.084 0.060 0.000
#> T24_CT_G12 4 0.1003 0.58009 0.000 0.000 0.016 0.964 0.020 0.000
#> T24_CT_H01 3 0.1492 0.76292 0.000 0.000 0.940 0.024 0.036 0.000
#> T24_CT_H02 4 0.3683 0.68315 0.044 0.000 0.000 0.764 0.192 0.000
#> T24_CT_H03 2 0.0405 0.86799 0.000 0.988 0.000 0.008 0.004 0.000
#> T24_CT_H05 5 0.3883 -0.08930 0.000 0.012 0.000 0.332 0.656 0.000
#> T24_CT_H07 5 0.3905 -0.02508 0.000 0.016 0.000 0.316 0.668 0.000
#> T24_CT_H09 1 0.6284 -0.33643 0.368 0.008 0.000 0.360 0.264 0.000
#> T24_CT_H12 4 0.2838 0.67909 0.004 0.000 0.000 0.808 0.188 0.000
#> T48_CT_A01 2 0.0632 0.86592 0.000 0.976 0.000 0.024 0.000 0.000
#> T48_CT_A02 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0146 0.86984 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_A05 2 0.2058 0.82501 0.000 0.908 0.000 0.036 0.056 0.000
#> T48_CT_A06 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.0260 0.86979 0.000 0.992 0.000 0.008 0.000 0.000
#> T48_CT_A09 5 0.3748 0.43219 0.000 0.300 0.000 0.012 0.688 0.000
#> T48_CT_A10 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0632 0.86592 0.000 0.976 0.000 0.024 0.000 0.000
#> T48_CT_A12 2 0.6343 -0.10644 0.096 0.472 0.000 0.072 0.360 0.000
#> T48_CT_B01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.1007 0.78363 0.956 0.000 0.000 0.000 0.044 0.000
#> T48_CT_B04 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B08 5 0.5744 -0.28915 0.344 0.000 0.000 0.180 0.476 0.000
#> T48_CT_B10 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B12 2 0.3879 0.51855 0.000 0.688 0.000 0.020 0.292 0.000
#> T48_CT_C01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C02 6 0.2631 0.61430 0.180 0.000 0.000 0.000 0.000 0.820
#> T48_CT_C03 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.0363 0.80556 0.988 0.000 0.000 0.000 0.012 0.000
#> T48_CT_C05 2 0.0858 0.86360 0.000 0.968 0.000 0.028 0.004 0.000
#> T48_CT_C06 2 0.0713 0.86498 0.000 0.972 0.000 0.028 0.000 0.000
#> T48_CT_C07 2 0.3745 0.60095 0.000 0.732 0.000 0.028 0.240 0.000
#> T48_CT_C09 3 0.4289 0.25141 0.000 0.360 0.612 0.028 0.000 0.000
#> T48_CT_C10 1 0.3730 0.60559 0.772 0.000 0.000 0.060 0.168 0.000
#> T48_CT_C11 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D02 2 0.2912 0.66278 0.000 0.784 0.000 0.000 0.216 0.000
#> T48_CT_D03 5 0.4041 0.12801 0.136 0.000 0.004 0.096 0.764 0.000
#> T48_CT_D04 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D06 2 0.0632 0.86592 0.000 0.976 0.000 0.024 0.000 0.000
#> T48_CT_D07 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D08 2 0.6100 -0.14365 0.032 0.464 0.000 0.124 0.380 0.000
#> T48_CT_D09 2 0.0146 0.86997 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_D10 2 0.1531 0.82766 0.000 0.928 0.000 0.004 0.068 0.000
#> T48_CT_D11 3 0.4128 -0.00726 0.000 0.492 0.500 0.004 0.004 0.000
#> T48_CT_D12 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 2 0.2579 0.79251 0.000 0.872 0.000 0.040 0.088 0.000
#> T48_CT_E02 2 0.3871 0.48303 0.000 0.676 0.000 0.016 0.308 0.000
#> T48_CT_E03 2 0.6944 -0.27224 0.000 0.400 0.088 0.164 0.348 0.000
#> T48_CT_E04 2 0.4681 0.03507 0.000 0.524 0.000 0.044 0.432 0.000
#> T48_CT_E05 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.1219 0.77888 0.948 0.000 0.000 0.004 0.048 0.000
#> T48_CT_E07 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E10 5 0.6966 0.14252 0.132 0.164 0.000 0.220 0.484 0.000
#> T48_CT_E11 1 0.5879 -0.13401 0.464 0.000 0.000 0.316 0.220 0.000
#> T48_CT_E12 3 0.4990 0.64916 0.000 0.000 0.636 0.132 0.232 0.000
#> T48_CT_F01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F02 5 0.4118 0.41330 0.000 0.352 0.000 0.020 0.628 0.000
#> T48_CT_F03 5 0.5592 0.35845 0.012 0.216 0.000 0.004 0.608 0.160
#> T48_CT_F05 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F07 5 0.4281 0.43020 0.028 0.244 0.000 0.020 0.708 0.000
#> T48_CT_F09 2 0.0146 0.87031 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_F10 6 0.7256 0.09968 0.000 0.244 0.000 0.112 0.244 0.400
#> T48_CT_F11 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 5 0.3252 0.24508 0.000 0.012 0.032 0.128 0.828 0.000
#> T48_CT_G02 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.0713 0.86498 0.000 0.972 0.000 0.028 0.000 0.000
#> T48_CT_G09 2 0.1219 0.84556 0.000 0.948 0.000 0.004 0.048 0.000
#> T48_CT_G10 3 0.6034 0.55375 0.016 0.000 0.516 0.196 0.272 0.000
#> T48_CT_G11 5 0.4738 0.42238 0.000 0.200 0.004 0.112 0.684 0.000
#> T48_CT_G12 2 0.0146 0.86984 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_H01 6 0.3872 0.29125 0.000 0.392 0.000 0.000 0.004 0.604
#> T48_CT_H02 3 0.6977 -0.22807 0.000 0.272 0.376 0.060 0.292 0.000
#> T48_CT_H04 6 0.2793 0.59583 0.200 0.000 0.000 0.000 0.000 0.800
#> T48_CT_H05 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0363 0.86922 0.000 0.988 0.000 0.012 0.000 0.000
#> T48_CT_H07 2 0.2491 0.73618 0.000 0.836 0.000 0.000 0.164 0.000
#> T48_CT_H08 2 0.0632 0.86592 0.000 0.976 0.000 0.024 0.000 0.000
#> T48_CT_H11 2 0.3706 0.33662 0.000 0.620 0.000 0.000 0.380 0.000
#> T48_CT_H12 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A05 2 0.4124 0.41794 0.000 0.644 0.332 0.024 0.000 0.000
#> T72_CT_A08 1 0.4966 0.09018 0.512 0.048 0.000 0.008 0.432 0.000
#> T72_CT_A09 2 0.0713 0.86498 0.000 0.972 0.000 0.028 0.000 0.000
#> T72_CT_A11 2 0.0363 0.86936 0.000 0.988 0.000 0.012 0.000 0.000
#> T72_CT_B01 2 0.0713 0.86498 0.000 0.972 0.000 0.028 0.000 0.000
#> T72_CT_B02 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 5 0.2454 0.44293 0.000 0.160 0.000 0.000 0.840 0.000
#> T72_CT_B04 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.3920 0.61489 0.000 0.736 0.000 0.048 0.216 0.000
#> T72_CT_B06 1 0.0260 0.80628 0.992 0.000 0.000 0.000 0.008 0.000
#> T72_CT_B08 3 0.0146 0.75850 0.000 0.004 0.996 0.000 0.000 0.000
#> T72_CT_B09 1 0.3810 0.20883 0.572 0.000 0.000 0.000 0.000 0.428
#> T72_CT_B11 5 0.3098 0.45299 0.000 0.164 0.000 0.024 0.812 0.000
#> T72_CT_B12 2 0.0632 0.86592 0.000 0.976 0.000 0.024 0.000 0.000
#> T72_CT_C04 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_C06 2 0.3887 0.37597 0.000 0.632 0.000 0.008 0.360 0.000
#> T72_CT_C07 3 0.2558 0.65502 0.000 0.104 0.868 0.028 0.000 0.000
#> T72_CT_C09 5 0.4230 0.41202 0.000 0.364 0.000 0.024 0.612 0.000
#> T72_CT_C11 3 0.0260 0.75740 0.000 0.000 0.992 0.008 0.000 0.000
#> T72_CT_D01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_D03 2 0.3856 0.69358 0.000 0.788 0.012 0.068 0.132 0.000
#> T72_CT_D04 2 0.0260 0.86979 0.000 0.992 0.000 0.008 0.000 0.000
#> T72_CT_D05 5 0.5414 0.15754 0.280 0.092 0.000 0.024 0.604 0.000
#> T72_CT_D07 5 0.4528 0.39581 0.020 0.380 0.000 0.012 0.588 0.000
#> T72_CT_D10 2 0.2365 0.80749 0.000 0.888 0.000 0.040 0.072 0.000
#> T72_CT_D11 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_E04 5 0.3862 0.16701 0.000 0.476 0.000 0.000 0.524 0.000
#> T72_CT_E05 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_E07 2 0.4432 0.17160 0.000 0.544 0.432 0.004 0.020 0.000
#> T72_CT_F01 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F05 2 0.0713 0.86498 0.000 0.972 0.000 0.028 0.000 0.000
#> T72_CT_F07 2 0.4535 -0.18861 0.000 0.488 0.000 0.032 0.480 0.000
#> T72_CT_F10 2 0.0363 0.86946 0.000 0.988 0.000 0.012 0.000 0.000
#> T72_CT_F11 2 0.4403 0.10938 0.000 0.508 0.468 0.024 0.000 0.000
#> T72_CT_G03 1 0.0000 0.80940 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0291 0.80669 0.992 0.000 0.000 0.004 0.004 0.000
#> T72_CT_G06 3 0.3834 0.43251 0.000 0.268 0.708 0.024 0.000 0.000
#> T72_CT_G08 2 0.4920 0.44504 0.000 0.668 0.248 0.040 0.044 0.000
#> T72_CT_G10 2 0.0000 0.87049 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G11 5 0.3559 0.42507 0.012 0.240 0.000 0.004 0.744 0.000
#> T72_CT_H01 2 0.0458 0.86830 0.000 0.984 0.000 0.016 0.000 0.000
#> T72_CT_H03 2 0.0632 0.86592 0.000 0.976 0.000 0.024 0.000 0.000
#> T72_CT_H05 3 0.0000 0.75979 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H08 3 0.0363 0.76186 0.000 0.000 0.988 0.000 0.012 0.000
#> T72_CT_H09 3 0.5208 0.63962 0.000 0.000 0.608 0.156 0.236 0.000
#> T72_CT_H10 2 0.0547 0.86319 0.000 0.980 0.000 0.000 0.020 0.000
#> T72_CT_H11 2 0.4749 0.45148 0.000 0.648 0.000 0.092 0.260 0.000
#> T72_CT_H12 2 0.0458 0.86864 0.000 0.984 0.000 0.016 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> SD:pam 252 1.57e-12 1.01e-11 1.86e-11 2
#> SD:pam 221 1.84e-23 8.70e-26 1.12e-30 3
#> SD:pam 217 2.41e-22 2.06e-25 1.16e-33 4
#> SD:pam 213 1.82e-20 3.37e-22 5.79e-33 5
#> SD:pam 196 1.39e-24 3.08e-22 1.46e-30 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["SD", "mclust"]
# you can also extract it by
# res = res_list["SD:mclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'SD' method.
#> Subgroups are detected by 'mclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.599 0.864 0.913 0.4535 0.552 0.552
#> 3 3 0.957 0.930 0.970 0.4130 0.808 0.653
#> 4 4 0.821 0.801 0.898 0.1021 0.930 0.808
#> 5 5 0.745 0.703 0.816 0.0620 0.934 0.786
#> 6 6 0.725 0.728 0.817 0.0376 0.920 0.715
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.8763 0.746 0.704 0.296
#> T0_CT_A03 1 0.8763 0.746 0.704 0.296
#> T0_CT_A05 1 0.8763 0.746 0.704 0.296
#> T0_CT_A06 1 0.8763 0.746 0.704 0.296
#> T0_CT_A07 1 0.8763 0.746 0.704 0.296
#> T0_CT_A08 1 0.0000 0.872 1.000 0.000
#> T0_CT_A10 1 0.8763 0.746 0.704 0.296
#> T0_CT_A11 1 0.5059 0.834 0.888 0.112
#> T0_CT_B01 1 0.8386 0.754 0.732 0.268
#> T0_CT_B03 1 0.8763 0.746 0.704 0.296
#> T0_CT_B05 1 0.7602 0.788 0.780 0.220
#> T0_CT_B07 1 0.8763 0.746 0.704 0.296
#> T0_CT_B08 1 0.8763 0.746 0.704 0.296
#> T0_CT_B09 1 0.8763 0.746 0.704 0.296
#> T0_CT_C02 1 0.8763 0.746 0.704 0.296
#> T0_CT_C03 1 0.0376 0.870 0.996 0.004
#> T0_CT_C05 2 0.1184 0.966 0.016 0.984
#> T0_CT_C06 1 0.5178 0.833 0.884 0.116
#> T0_CT_C07 1 0.8763 0.746 0.704 0.296
#> T0_CT_C08 1 0.8763 0.746 0.704 0.296
#> T0_CT_C09 1 0.5842 0.822 0.860 0.140
#> T0_CT_C11 2 0.1184 0.974 0.016 0.984
#> T0_CT_C12 1 0.8763 0.746 0.704 0.296
#> T0_CT_D01 1 0.8763 0.746 0.704 0.296
#> T0_CT_D02 1 0.8763 0.746 0.704 0.296
#> T0_CT_D03 1 0.8763 0.746 0.704 0.296
#> T0_CT_D05 1 0.8661 0.745 0.712 0.288
#> T0_CT_D06 1 0.8763 0.746 0.704 0.296
#> T0_CT_D07 1 0.8763 0.746 0.704 0.296
#> T0_CT_D08 1 0.8763 0.746 0.704 0.296
#> T0_CT_D09 2 0.2778 0.937 0.048 0.952
#> T0_CT_D11 2 0.1184 0.966 0.016 0.984
#> T0_CT_D12 1 0.8763 0.746 0.704 0.296
#> T0_CT_E01 1 0.8763 0.746 0.704 0.296
#> T0_CT_E03 1 0.8763 0.746 0.704 0.296
#> T0_CT_E04 2 0.1184 0.966 0.016 0.984
#> T0_CT_E05 1 0.0000 0.872 1.000 0.000
#> T0_CT_E06 1 0.8763 0.746 0.704 0.296
#> T0_CT_E07 1 0.8763 0.746 0.704 0.296
#> T0_CT_E08 1 0.8763 0.746 0.704 0.296
#> T0_CT_E09 1 0.8763 0.746 0.704 0.296
#> T0_CT_E10 1 0.5842 0.822 0.860 0.140
#> T0_CT_E11 1 0.8763 0.746 0.704 0.296
#> T0_CT_E12 1 0.8763 0.746 0.704 0.296
#> T0_CT_F01 1 0.8763 0.746 0.704 0.296
#> T0_CT_F02 1 0.8763 0.746 0.704 0.296
#> T0_CT_F03 1 0.8763 0.746 0.704 0.296
#> T0_CT_F04 1 0.8763 0.746 0.704 0.296
#> T0_CT_F05 1 0.8713 0.745 0.708 0.292
#> T0_CT_F06 1 0.8763 0.746 0.704 0.296
#> T0_CT_F07 1 0.8661 0.745 0.712 0.288
#> T0_CT_F09 2 0.1184 0.974 0.016 0.984
#> T0_CT_F11 1 0.8763 0.746 0.704 0.296
#> T0_CT_F12 1 0.8763 0.746 0.704 0.296
#> T0_CT_G01 1 0.8763 0.746 0.704 0.296
#> T0_CT_G02 1 0.8608 0.748 0.716 0.284
#> T0_CT_G03 1 0.8763 0.746 0.704 0.296
#> T0_CT_G04 1 0.8763 0.746 0.704 0.296
#> T0_CT_G07 1 0.8763 0.746 0.704 0.296
#> T0_CT_G08 1 0.8763 0.746 0.704 0.296
#> T0_CT_G09 1 0.0000 0.872 1.000 0.000
#> T0_CT_G11 1 0.7528 0.788 0.784 0.216
#> T0_CT_H01 1 0.1184 0.868 0.984 0.016
#> T0_CT_H02 2 0.2603 0.942 0.044 0.956
#> T0_CT_H04 1 0.8763 0.746 0.704 0.296
#> T0_CT_H05 1 0.8661 0.745 0.712 0.288
#> T0_CT_H08 1 0.8661 0.745 0.712 0.288
#> T0_CT_H09 1 0.8555 0.744 0.720 0.280
#> T0_CT_H12 1 0.8661 0.745 0.712 0.288
#> T24_CT_A01 1 0.0938 0.867 0.988 0.012
#> T24_CT_A03 2 0.1184 0.974 0.016 0.984
#> T24_CT_A04 2 0.1184 0.966 0.016 0.984
#> T24_CT_A05 1 0.8763 0.746 0.704 0.296
#> T24_CT_A07 2 0.1414 0.974 0.020 0.980
#> T24_CT_A08 1 0.0000 0.872 1.000 0.000
#> T24_CT_A09 1 0.0000 0.872 1.000 0.000
#> T24_CT_A10 1 0.0000 0.872 1.000 0.000
#> T24_CT_B01 1 0.0000 0.872 1.000 0.000
#> T24_CT_B02 1 0.0000 0.872 1.000 0.000
#> T24_CT_B03 1 0.5059 0.835 0.888 0.112
#> T24_CT_B05 2 0.1184 0.974 0.016 0.984
#> T24_CT_B06 2 0.1414 0.974 0.020 0.980
#> T24_CT_B07 1 0.0000 0.872 1.000 0.000
#> T24_CT_B08 2 0.1633 0.972 0.024 0.976
#> T24_CT_B09 1 0.0000 0.872 1.000 0.000
#> T24_CT_B11 1 0.8763 0.746 0.704 0.296
#> T24_CT_C01 1 0.0000 0.872 1.000 0.000
#> T24_CT_C02 2 0.2236 0.959 0.036 0.964
#> T24_CT_C03 1 0.0000 0.872 1.000 0.000
#> T24_CT_C05 2 0.1184 0.974 0.016 0.984
#> T24_CT_C07 2 0.1414 0.974 0.020 0.980
#> T24_CT_C08 2 0.1184 0.974 0.016 0.984
#> T24_CT_C09 2 0.3879 0.923 0.076 0.924
#> T24_CT_C10 1 0.0000 0.872 1.000 0.000
#> T24_CT_C11 1 0.0000 0.872 1.000 0.000
#> T24_CT_C12 2 0.1414 0.974 0.020 0.980
#> T24_CT_D01 2 0.1414 0.974 0.020 0.980
#> T24_CT_D02 2 0.0938 0.967 0.012 0.988
#> T24_CT_D03 2 0.1184 0.974 0.016 0.984
#> T24_CT_D04 1 0.0000 0.872 1.000 0.000
#> T24_CT_D05 1 0.0000 0.872 1.000 0.000
#> T24_CT_D06 1 0.0000 0.872 1.000 0.000
#> T24_CT_D07 1 0.0000 0.872 1.000 0.000
#> T24_CT_D08 2 0.1414 0.974 0.020 0.980
#> T24_CT_D09 2 0.1184 0.974 0.016 0.984
#> T24_CT_D10 2 0.1184 0.974 0.016 0.984
#> T24_CT_D11 2 0.1184 0.974 0.016 0.984
#> T24_CT_E01 1 0.0000 0.872 1.000 0.000
#> T24_CT_E02 1 0.0000 0.872 1.000 0.000
#> T24_CT_E04 2 0.1184 0.974 0.016 0.984
#> T24_CT_E05 1 0.0000 0.872 1.000 0.000
#> T24_CT_E07 1 0.0000 0.872 1.000 0.000
#> T24_CT_E09 1 0.0000 0.872 1.000 0.000
#> T24_CT_E11 1 0.0000 0.872 1.000 0.000
#> T24_CT_E12 2 0.1414 0.974 0.020 0.980
#> T24_CT_F01 2 0.1414 0.974 0.020 0.980
#> T24_CT_F02 2 0.1184 0.966 0.016 0.984
#> T24_CT_F03 1 0.0000 0.872 1.000 0.000
#> T24_CT_F04 1 0.0376 0.871 0.996 0.004
#> T24_CT_F05 1 0.0000 0.872 1.000 0.000
#> T24_CT_F07 1 0.0000 0.872 1.000 0.000
#> T24_CT_F08 1 0.0000 0.872 1.000 0.000
#> T24_CT_F09 2 0.1184 0.966 0.016 0.984
#> T24_CT_F10 1 0.3431 0.852 0.936 0.064
#> T24_CT_F11 1 0.0000 0.872 1.000 0.000
#> T24_CT_F12 2 0.8016 0.612 0.244 0.756
#> T24_CT_G01 2 0.1184 0.974 0.016 0.984
#> T24_CT_G02 1 0.0000 0.872 1.000 0.000
#> T24_CT_G03 1 0.0000 0.872 1.000 0.000
#> T24_CT_G04 1 0.8081 0.766 0.752 0.248
#> T24_CT_G05 2 0.1843 0.967 0.028 0.972
#> T24_CT_G06 1 0.0000 0.872 1.000 0.000
#> T24_CT_G08 1 0.0000 0.872 1.000 0.000
#> T24_CT_G10 2 0.1184 0.974 0.016 0.984
#> T24_CT_G11 1 0.0000 0.872 1.000 0.000
#> T24_CT_G12 1 0.0672 0.868 0.992 0.008
#> T24_CT_H01 1 0.8763 0.746 0.704 0.296
#> T24_CT_H02 1 0.0000 0.872 1.000 0.000
#> T24_CT_H03 2 0.9358 0.332 0.352 0.648
#> T24_CT_H05 1 0.0000 0.872 1.000 0.000
#> T24_CT_H07 1 0.0000 0.872 1.000 0.000
#> T24_CT_H09 1 0.0000 0.872 1.000 0.000
#> T24_CT_H12 1 0.0000 0.872 1.000 0.000
#> T48_CT_A01 2 0.1414 0.974 0.020 0.980
#> T48_CT_A02 2 0.1414 0.974 0.020 0.980
#> T48_CT_A03 1 0.0000 0.872 1.000 0.000
#> T48_CT_A04 2 0.1414 0.974 0.020 0.980
#> T48_CT_A05 1 0.0376 0.871 0.996 0.004
#> T48_CT_A06 1 0.0000 0.872 1.000 0.000
#> T48_CT_A07 1 0.8763 0.746 0.704 0.296
#> T48_CT_A08 2 0.1414 0.974 0.020 0.980
#> T48_CT_A09 1 0.0000 0.872 1.000 0.000
#> T48_CT_A10 2 0.1414 0.974 0.020 0.980
#> T48_CT_A11 2 0.1414 0.974 0.020 0.980
#> T48_CT_A12 1 0.0000 0.872 1.000 0.000
#> T48_CT_B01 2 0.1414 0.974 0.020 0.980
#> T48_CT_B02 2 0.1414 0.974 0.020 0.980
#> T48_CT_B03 1 0.0000 0.872 1.000 0.000
#> T48_CT_B04 1 0.0000 0.872 1.000 0.000
#> T48_CT_B06 2 0.1414 0.974 0.020 0.980
#> T48_CT_B08 1 0.0000 0.872 1.000 0.000
#> T48_CT_B10 2 0.1414 0.974 0.020 0.980
#> T48_CT_B11 2 0.1414 0.974 0.020 0.980
#> T48_CT_B12 1 0.0000 0.872 1.000 0.000
#> T48_CT_C01 2 0.1414 0.974 0.020 0.980
#> T48_CT_C02 1 0.0000 0.872 1.000 0.000
#> T48_CT_C03 2 0.1414 0.974 0.020 0.980
#> T48_CT_C04 1 0.0000 0.872 1.000 0.000
#> T48_CT_C05 1 0.5408 0.829 0.876 0.124
#> T48_CT_C06 1 0.8763 0.723 0.704 0.296
#> T48_CT_C07 1 0.0000 0.872 1.000 0.000
#> T48_CT_C09 2 0.1184 0.966 0.016 0.984
#> T48_CT_C10 1 0.0000 0.872 1.000 0.000
#> T48_CT_C11 2 0.1414 0.974 0.020 0.980
#> T48_CT_D01 1 0.6801 0.804 0.820 0.180
#> T48_CT_D02 1 0.0000 0.872 1.000 0.000
#> T48_CT_D03 1 0.0000 0.872 1.000 0.000
#> T48_CT_D04 1 0.8016 0.769 0.756 0.244
#> T48_CT_D06 2 0.1184 0.974 0.016 0.984
#> T48_CT_D07 2 0.1414 0.974 0.020 0.980
#> T48_CT_D08 1 0.0000 0.872 1.000 0.000
#> T48_CT_D09 2 0.1414 0.974 0.020 0.980
#> T48_CT_D10 1 0.0000 0.872 1.000 0.000
#> T48_CT_D11 2 0.1414 0.964 0.020 0.980
#> T48_CT_D12 1 0.0000 0.872 1.000 0.000
#> T48_CT_E01 1 0.0000 0.872 1.000 0.000
#> T48_CT_E02 1 0.0000 0.872 1.000 0.000
#> T48_CT_E03 1 0.1633 0.865 0.976 0.024
#> T48_CT_E04 1 0.0000 0.872 1.000 0.000
#> T48_CT_E05 2 0.1414 0.974 0.020 0.980
#> T48_CT_E06 1 0.0000 0.872 1.000 0.000
#> T48_CT_E07 1 0.0000 0.872 1.000 0.000
#> T48_CT_E08 2 0.1184 0.974 0.016 0.984
#> T48_CT_E10 1 0.0000 0.872 1.000 0.000
#> T48_CT_E11 1 0.0000 0.872 1.000 0.000
#> T48_CT_E12 1 0.9552 0.617 0.624 0.376
#> T48_CT_F01 2 0.1414 0.974 0.020 0.980
#> T48_CT_F02 1 0.0000 0.872 1.000 0.000
#> T48_CT_F03 1 0.0000 0.872 1.000 0.000
#> T48_CT_F05 2 0.6048 0.816 0.148 0.852
#> T48_CT_F07 1 0.0000 0.872 1.000 0.000
#> T48_CT_F09 2 0.1184 0.974 0.016 0.984
#> T48_CT_F10 1 0.0000 0.872 1.000 0.000
#> T48_CT_F11 1 0.0000 0.872 1.000 0.000
#> T48_CT_G01 1 0.0000 0.872 1.000 0.000
#> T48_CT_G02 2 0.1184 0.974 0.016 0.984
#> T48_CT_G03 2 0.1414 0.974 0.020 0.980
#> T48_CT_G07 2 0.1414 0.974 0.020 0.980
#> T48_CT_G08 2 0.2603 0.956 0.044 0.956
#> T48_CT_G09 1 0.0000 0.872 1.000 0.000
#> T48_CT_G10 1 0.2236 0.862 0.964 0.036
#> T48_CT_G11 1 0.0000 0.872 1.000 0.000
#> T48_CT_G12 2 0.1414 0.974 0.020 0.980
#> T48_CT_H01 2 0.6048 0.824 0.148 0.852
#> T48_CT_H02 1 0.0000 0.872 1.000 0.000
#> T48_CT_H04 1 0.0000 0.872 1.000 0.000
#> T48_CT_H05 2 0.1414 0.974 0.020 0.980
#> T48_CT_H06 2 0.1414 0.974 0.020 0.980
#> T48_CT_H07 1 0.0000 0.872 1.000 0.000
#> T48_CT_H08 2 0.1414 0.974 0.020 0.980
#> T48_CT_H11 1 0.0000 0.872 1.000 0.000
#> T48_CT_H12 2 0.1414 0.974 0.020 0.980
#> T72_CT_A01 2 0.1633 0.970 0.024 0.976
#> T72_CT_A05 2 0.7139 0.720 0.196 0.804
#> T72_CT_A08 1 0.0000 0.872 1.000 0.000
#> T72_CT_A09 2 0.1414 0.974 0.020 0.980
#> T72_CT_A11 2 0.1414 0.974 0.020 0.980
#> T72_CT_B01 2 0.1184 0.974 0.016 0.984
#> T72_CT_B02 1 0.0000 0.872 1.000 0.000
#> T72_CT_B03 1 0.0000 0.872 1.000 0.000
#> T72_CT_B04 1 0.0000 0.872 1.000 0.000
#> T72_CT_B05 1 0.0000 0.872 1.000 0.000
#> T72_CT_B06 1 0.0000 0.872 1.000 0.000
#> T72_CT_B08 1 0.8813 0.741 0.700 0.300
#> T72_CT_B09 1 0.0000 0.872 1.000 0.000
#> T72_CT_B11 1 0.0000 0.872 1.000 0.000
#> T72_CT_B12 2 0.1414 0.974 0.020 0.980
#> T72_CT_C04 2 0.1184 0.974 0.016 0.984
#> T72_CT_C06 1 0.0000 0.872 1.000 0.000
#> T72_CT_C07 2 0.1843 0.958 0.028 0.972
#> T72_CT_C09 1 0.0000 0.872 1.000 0.000
#> T72_CT_C11 2 0.9427 0.266 0.360 0.640
#> T72_CT_D01 2 0.1184 0.974 0.016 0.984
#> T72_CT_D03 1 0.0000 0.872 1.000 0.000
#> T72_CT_D04 2 0.1184 0.974 0.016 0.984
#> T72_CT_D05 1 0.0000 0.872 1.000 0.000
#> T72_CT_D07 1 0.0000 0.872 1.000 0.000
#> T72_CT_D10 1 0.0000 0.872 1.000 0.000
#> T72_CT_D11 1 0.0000 0.872 1.000 0.000
#> T72_CT_E04 1 0.0000 0.872 1.000 0.000
#> T72_CT_E05 2 0.1184 0.974 0.016 0.984
#> T72_CT_E07 1 0.6712 0.805 0.824 0.176
#> T72_CT_F01 2 0.2236 0.962 0.036 0.964
#> T72_CT_F05 2 0.1184 0.974 0.016 0.984
#> T72_CT_F07 1 0.0000 0.872 1.000 0.000
#> T72_CT_F10 2 0.1184 0.974 0.016 0.984
#> T72_CT_F11 2 0.1184 0.966 0.016 0.984
#> T72_CT_G03 1 0.0000 0.872 1.000 0.000
#> T72_CT_G04 1 0.0000 0.872 1.000 0.000
#> T72_CT_G06 2 0.2423 0.946 0.040 0.960
#> T72_CT_G08 1 0.8499 0.754 0.724 0.276
#> T72_CT_G10 2 0.1184 0.974 0.016 0.984
#> T72_CT_G11 1 0.0000 0.872 1.000 0.000
#> T72_CT_H01 2 0.1414 0.973 0.020 0.980
#> T72_CT_H03 2 0.1184 0.974 0.016 0.984
#> T72_CT_H05 1 0.8763 0.746 0.704 0.296
#> T72_CT_H08 1 0.8763 0.746 0.704 0.296
#> T72_CT_H09 1 0.8763 0.746 0.704 0.296
#> T72_CT_H10 1 0.0000 0.872 1.000 0.000
#> T72_CT_H11 1 0.0000 0.872 1.000 0.000
#> T72_CT_H12 2 0.1184 0.974 0.016 0.984
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0237 0.96248 0.004 0.000 0.996
#> T0_CT_A03 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_A06 3 0.0237 0.96248 0.004 0.000 0.996
#> T0_CT_A07 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.96968 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_A11 1 0.5859 0.52147 0.656 0.000 0.344
#> T0_CT_B01 1 0.1529 0.95182 0.960 0.000 0.040
#> T0_CT_B03 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_B05 3 0.5810 0.48428 0.336 0.000 0.664
#> T0_CT_B07 3 0.1031 0.94600 0.024 0.000 0.976
#> T0_CT_B08 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_C03 1 0.1289 0.95713 0.968 0.000 0.032
#> T0_CT_C05 2 0.0000 0.96640 0.000 1.000 0.000
#> T0_CT_C06 1 0.1411 0.95475 0.964 0.000 0.036
#> T0_CT_C07 3 0.0237 0.96248 0.004 0.000 0.996
#> T0_CT_C08 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_C09 1 0.8700 0.30394 0.536 0.120 0.344
#> T0_CT_C11 2 0.0000 0.96640 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_D01 3 0.0237 0.96225 0.000 0.004 0.996
#> T0_CT_D02 3 0.0237 0.96248 0.004 0.000 0.996
#> T0_CT_D03 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_D05 1 0.4887 0.72899 0.772 0.000 0.228
#> T0_CT_D06 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_D07 3 0.0237 0.96248 0.004 0.000 0.996
#> T0_CT_D08 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_D09 2 0.0747 0.95452 0.000 0.984 0.016
#> T0_CT_D11 2 0.0000 0.96640 0.000 1.000 0.000
#> T0_CT_D12 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E03 3 0.0237 0.96248 0.004 0.000 0.996
#> T0_CT_E04 2 0.0000 0.96640 0.000 1.000 0.000
#> T0_CT_E05 1 0.0237 0.96823 0.996 0.000 0.004
#> T0_CT_E06 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E10 1 0.8700 0.30394 0.536 0.120 0.344
#> T0_CT_E11 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F05 3 0.6308 0.02113 0.000 0.492 0.508
#> T0_CT_F06 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F07 3 0.4235 0.77878 0.176 0.000 0.824
#> T0_CT_F09 2 0.0000 0.96640 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_G02 1 0.5835 0.51978 0.660 0.000 0.340
#> T0_CT_G03 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.96968 1.000 0.000 0.000
#> T0_CT_G11 1 0.1860 0.94282 0.948 0.000 0.052
#> T0_CT_H01 1 0.1289 0.95687 0.968 0.000 0.032
#> T0_CT_H02 2 0.0747 0.95454 0.000 0.984 0.016
#> T0_CT_H04 3 0.0000 0.96475 0.000 0.000 1.000
#> T0_CT_H05 1 0.5591 0.59643 0.696 0.000 0.304
#> T0_CT_H08 3 0.2165 0.90945 0.064 0.000 0.936
#> T0_CT_H09 1 0.3454 0.88620 0.888 0.008 0.104
#> T0_CT_H12 3 0.3816 0.81342 0.148 0.000 0.852
#> T24_CT_A01 1 0.2448 0.92077 0.924 0.000 0.076
#> T24_CT_A03 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_A04 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_A05 3 0.0000 0.96475 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_B03 1 0.1411 0.95450 0.964 0.000 0.036
#> T24_CT_B05 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_B08 2 0.0237 0.96339 0.004 0.996 0.000
#> T24_CT_B09 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.96475 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_C02 2 0.3816 0.79598 0.148 0.852 0.000
#> T24_CT_C03 1 0.1163 0.95925 0.972 0.000 0.028
#> T24_CT_C05 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_C09 2 0.4228 0.79075 0.148 0.844 0.008
#> T24_CT_C10 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_C11 1 0.1163 0.95881 0.972 0.000 0.028
#> T24_CT_C12 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_D02 2 0.0237 0.96354 0.000 0.996 0.004
#> T24_CT_D03 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_D05 1 0.0424 0.96718 0.992 0.000 0.008
#> T24_CT_D06 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_D07 1 0.1163 0.95881 0.972 0.000 0.028
#> T24_CT_D08 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_E07 1 0.1289 0.95678 0.968 0.000 0.032
#> T24_CT_E09 1 0.0592 0.96613 0.988 0.000 0.012
#> T24_CT_E11 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_F04 1 0.0892 0.96292 0.980 0.000 0.020
#> T24_CT_F05 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_F07 1 0.0747 0.96464 0.984 0.000 0.016
#> T24_CT_F08 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_F10 1 0.1411 0.95450 0.964 0.000 0.036
#> T24_CT_F11 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_F12 2 0.2383 0.91664 0.016 0.940 0.044
#> T24_CT_G01 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_G04 1 0.1411 0.95450 0.964 0.000 0.036
#> T24_CT_G05 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.96640 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_G12 1 0.1643 0.94943 0.956 0.000 0.044
#> T24_CT_H01 3 0.0000 0.96475 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_H03 2 0.6672 0.08557 0.472 0.520 0.008
#> T24_CT_H05 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.96968 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_A05 1 0.1411 0.95450 0.964 0.000 0.036
#> T48_CT_A06 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_A07 3 0.1753 0.92392 0.000 0.048 0.952
#> T48_CT_A08 2 0.0237 0.96336 0.004 0.996 0.000
#> T48_CT_A09 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_B06 2 0.0237 0.96339 0.004 0.996 0.000
#> T48_CT_B08 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_B12 1 0.0592 0.96583 0.988 0.000 0.012
#> T48_CT_C01 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_C02 1 0.3267 0.87392 0.884 0.000 0.116
#> T48_CT_C03 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_C05 1 0.1411 0.95450 0.964 0.000 0.036
#> T48_CT_C06 1 0.2689 0.93085 0.932 0.036 0.032
#> T48_CT_C07 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_C09 2 0.0237 0.96354 0.000 0.996 0.004
#> T48_CT_C10 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_D01 1 0.1289 0.95678 0.968 0.000 0.032
#> T48_CT_D02 1 0.0237 0.96847 0.996 0.000 0.004
#> T48_CT_D03 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_D04 1 0.1411 0.95450 0.964 0.000 0.036
#> T48_CT_D06 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_D10 1 0.0592 0.96581 0.988 0.000 0.012
#> T48_CT_D11 2 0.0592 0.95750 0.000 0.988 0.012
#> T48_CT_D12 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E01 1 0.1289 0.95678 0.968 0.000 0.032
#> T48_CT_E02 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E03 1 0.1411 0.95450 0.964 0.000 0.036
#> T48_CT_E04 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E05 2 0.0237 0.96340 0.004 0.996 0.000
#> T48_CT_E06 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_E12 3 0.4796 0.71008 0.000 0.220 0.780
#> T48_CT_F01 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_F03 1 0.0747 0.96424 0.984 0.000 0.016
#> T48_CT_F05 2 0.6129 0.50875 0.324 0.668 0.008
#> T48_CT_F07 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_F10 1 0.0747 0.96464 0.984 0.000 0.016
#> T48_CT_F11 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_G01 1 0.0892 0.96311 0.980 0.000 0.020
#> T48_CT_G02 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_G03 2 0.0747 0.95238 0.016 0.984 0.000
#> T48_CT_G07 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_G08 2 0.1860 0.91384 0.052 0.948 0.000
#> T48_CT_G09 1 0.1411 0.95450 0.964 0.000 0.036
#> T48_CT_G10 3 0.4062 0.79604 0.164 0.000 0.836
#> T48_CT_G11 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_H01 2 0.7075 -0.00664 0.488 0.492 0.020
#> T48_CT_H02 1 0.1411 0.95450 0.964 0.000 0.036
#> T48_CT_H04 1 0.4178 0.80603 0.828 0.000 0.172
#> T48_CT_H05 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_H07 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.96640 0.000 1.000 0.000
#> T48_CT_H11 1 0.0000 0.96968 1.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_A05 2 0.5492 0.77811 0.104 0.816 0.080
#> T72_CT_A08 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_B03 1 0.0747 0.96442 0.984 0.000 0.016
#> T72_CT_B04 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_B05 1 0.1411 0.95450 0.964 0.000 0.036
#> T72_CT_B06 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_B08 3 0.2796 0.87985 0.000 0.092 0.908
#> T72_CT_B09 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_C06 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_C07 2 0.0892 0.95097 0.000 0.980 0.020
#> T72_CT_C09 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_C11 2 0.6305 0.03776 0.000 0.516 0.484
#> T72_CT_D01 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_D03 1 0.1411 0.95450 0.964 0.000 0.036
#> T72_CT_D04 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_D05 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_D10 1 0.1411 0.95450 0.964 0.000 0.036
#> T72_CT_D11 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_E07 1 0.1411 0.95450 0.964 0.000 0.036
#> T72_CT_F01 2 0.1989 0.91581 0.048 0.948 0.004
#> T72_CT_F05 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_F11 2 0.0424 0.96042 0.000 0.992 0.008
#> T72_CT_G03 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_G06 2 0.1163 0.94378 0.000 0.972 0.028
#> T72_CT_G08 1 0.1753 0.94600 0.952 0.000 0.048
#> T72_CT_G10 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_G11 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_H01 2 0.0237 0.96338 0.004 0.996 0.000
#> T72_CT_H03 2 0.0000 0.96640 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.96475 0.000 0.000 1.000
#> T72_CT_H08 3 0.1411 0.93551 0.000 0.036 0.964
#> T72_CT_H09 3 0.0000 0.96475 0.000 0.000 1.000
#> T72_CT_H10 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_H11 1 0.0000 0.96968 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.96640 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.2125 0.9107 0.004 0.000 0.920 0.076
#> T0_CT_A03 3 0.0336 0.9416 0.000 0.000 0.992 0.008
#> T0_CT_A05 3 0.0336 0.9416 0.000 0.000 0.992 0.008
#> T0_CT_A06 3 0.1302 0.9298 0.000 0.000 0.956 0.044
#> T0_CT_A07 3 0.0592 0.9409 0.000 0.000 0.984 0.016
#> T0_CT_A08 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T0_CT_A10 3 0.0000 0.9431 0.000 0.000 1.000 0.000
#> T0_CT_A11 4 0.4100 0.6430 0.092 0.000 0.076 0.832
#> T0_CT_B01 1 0.5400 0.2734 0.608 0.000 0.020 0.372
#> T0_CT_B03 3 0.0817 0.9387 0.000 0.000 0.976 0.024
#> T0_CT_B05 3 0.5784 0.5858 0.200 0.000 0.700 0.100
#> T0_CT_B07 3 0.2124 0.9126 0.008 0.000 0.924 0.068
#> T0_CT_B08 3 0.0469 0.9418 0.000 0.000 0.988 0.012
#> T0_CT_B09 3 0.0336 0.9416 0.000 0.000 0.992 0.008
#> T0_CT_C02 3 0.0707 0.9399 0.000 0.000 0.980 0.020
#> T0_CT_C03 1 0.3464 0.7628 0.860 0.000 0.032 0.108
#> T0_CT_C05 2 0.1211 0.9454 0.000 0.960 0.000 0.040
#> T0_CT_C06 1 0.5143 0.3275 0.628 0.000 0.012 0.360
#> T0_CT_C07 3 0.1118 0.9338 0.000 0.000 0.964 0.036
#> T0_CT_C08 3 0.0188 0.9431 0.000 0.000 0.996 0.004
#> T0_CT_C09 4 0.4407 0.6349 0.076 0.016 0.076 0.832
#> T0_CT_C11 2 0.0592 0.9537 0.000 0.984 0.000 0.016
#> T0_CT_C12 3 0.0188 0.9431 0.000 0.000 0.996 0.004
#> T0_CT_D01 3 0.1938 0.9236 0.000 0.012 0.936 0.052
#> T0_CT_D02 3 0.1489 0.9280 0.004 0.000 0.952 0.044
#> T0_CT_D03 3 0.0188 0.9426 0.000 0.000 0.996 0.004
#> T0_CT_D05 1 0.6750 0.3312 0.612 0.000 0.180 0.208
#> T0_CT_D06 3 0.0707 0.9399 0.000 0.000 0.980 0.020
#> T0_CT_D07 3 0.1474 0.9267 0.000 0.000 0.948 0.052
#> T0_CT_D08 3 0.0817 0.9387 0.000 0.000 0.976 0.024
#> T0_CT_D09 2 0.1545 0.9416 0.000 0.952 0.008 0.040
#> T0_CT_D11 2 0.1118 0.9471 0.000 0.964 0.000 0.036
#> T0_CT_D12 3 0.0000 0.9431 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0817 0.9386 0.000 0.000 0.976 0.024
#> T0_CT_E03 3 0.1474 0.9268 0.000 0.000 0.948 0.052
#> T0_CT_E04 2 0.1118 0.9471 0.000 0.964 0.000 0.036
#> T0_CT_E05 4 0.4877 0.6523 0.408 0.000 0.000 0.592
#> T0_CT_E06 3 0.0188 0.9425 0.000 0.000 0.996 0.004
#> T0_CT_E07 3 0.0817 0.9405 0.000 0.000 0.976 0.024
#> T0_CT_E08 3 0.1022 0.9389 0.000 0.000 0.968 0.032
#> T0_CT_E09 3 0.0336 0.9424 0.000 0.000 0.992 0.008
#> T0_CT_E10 4 0.4407 0.6349 0.076 0.016 0.076 0.832
#> T0_CT_E11 3 0.0469 0.9430 0.000 0.000 0.988 0.012
#> T0_CT_E12 3 0.0469 0.9426 0.000 0.000 0.988 0.012
#> T0_CT_F01 3 0.0188 0.9426 0.000 0.000 0.996 0.004
#> T0_CT_F02 3 0.0592 0.9426 0.000 0.000 0.984 0.016
#> T0_CT_F03 3 0.0188 0.9425 0.000 0.000 0.996 0.004
#> T0_CT_F04 3 0.0336 0.9433 0.000 0.000 0.992 0.008
#> T0_CT_F05 2 0.4937 0.7357 0.000 0.764 0.172 0.064
#> T0_CT_F06 3 0.0336 0.9432 0.000 0.000 0.992 0.008
#> T0_CT_F07 3 0.6167 0.4644 0.248 0.000 0.652 0.100
#> T0_CT_F09 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T0_CT_F11 3 0.0469 0.9426 0.000 0.000 0.988 0.012
#> T0_CT_F12 3 0.0469 0.9430 0.000 0.000 0.988 0.012
#> T0_CT_G01 3 0.0000 0.9431 0.000 0.000 1.000 0.000
#> T0_CT_G02 1 0.6474 0.3113 0.624 0.000 0.256 0.120
#> T0_CT_G03 3 0.0336 0.9416 0.000 0.000 0.992 0.008
#> T0_CT_G04 3 0.0592 0.9411 0.000 0.000 0.984 0.016
#> T0_CT_G07 3 0.0707 0.9399 0.000 0.000 0.980 0.020
#> T0_CT_G08 3 0.0707 0.9399 0.000 0.000 0.980 0.020
#> T0_CT_G09 1 0.1637 0.8237 0.940 0.000 0.000 0.060
#> T0_CT_G11 1 0.4793 0.6491 0.756 0.000 0.040 0.204
#> T0_CT_H01 1 0.4049 0.6747 0.780 0.000 0.008 0.212
#> T0_CT_H02 2 0.1211 0.9454 0.000 0.960 0.000 0.040
#> T0_CT_H04 3 0.0469 0.9430 0.000 0.000 0.988 0.012
#> T0_CT_H05 1 0.6646 0.3505 0.624 0.000 0.204 0.172
#> T0_CT_H08 3 0.2843 0.8875 0.020 0.000 0.892 0.088
#> T0_CT_H09 1 0.5865 0.0609 0.552 0.000 0.036 0.412
#> T0_CT_H12 3 0.6140 0.4700 0.252 0.000 0.652 0.096
#> T24_CT_A01 1 0.3474 0.7302 0.868 0.000 0.064 0.068
#> T24_CT_A03 2 0.0188 0.9553 0.000 0.996 0.000 0.004
#> T24_CT_A04 2 0.1118 0.9471 0.000 0.964 0.000 0.036
#> T24_CT_A05 3 0.0804 0.9402 0.008 0.000 0.980 0.012
#> T24_CT_A07 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_A08 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.1389 0.8263 0.952 0.000 0.000 0.048
#> T24_CT_B01 1 0.1474 0.8278 0.948 0.000 0.000 0.052
#> T24_CT_B02 1 0.1792 0.8045 0.932 0.000 0.000 0.068
#> T24_CT_B03 4 0.4722 0.7523 0.300 0.000 0.008 0.692
#> T24_CT_B05 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_B06 2 0.0000 0.9555 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T24_CT_B08 2 0.1302 0.9404 0.000 0.956 0.000 0.044
#> T24_CT_B09 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T24_CT_B11 3 0.0188 0.9425 0.000 0.000 0.996 0.004
#> T24_CT_C01 1 0.2149 0.7783 0.912 0.000 0.000 0.088
#> T24_CT_C02 2 0.5268 0.3816 0.012 0.592 0.000 0.396
#> T24_CT_C03 1 0.5168 -0.4037 0.504 0.000 0.004 0.492
#> T24_CT_C05 2 0.0707 0.9517 0.000 0.980 0.000 0.020
#> T24_CT_C07 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_C08 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_C09 2 0.5650 0.2620 0.024 0.544 0.000 0.432
#> T24_CT_C10 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T24_CT_C11 1 0.4343 0.5364 0.732 0.000 0.004 0.264
#> T24_CT_C12 2 0.0000 0.9555 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_D02 2 0.1211 0.9454 0.000 0.960 0.000 0.040
#> T24_CT_D03 2 0.0336 0.9553 0.000 0.992 0.000 0.008
#> T24_CT_D04 1 0.1022 0.8142 0.968 0.000 0.000 0.032
#> T24_CT_D05 1 0.2530 0.7926 0.888 0.000 0.000 0.112
#> T24_CT_D06 1 0.0469 0.8258 0.988 0.000 0.000 0.012
#> T24_CT_D07 1 0.3791 0.6913 0.796 0.000 0.004 0.200
#> T24_CT_D08 2 0.0336 0.9553 0.000 0.992 0.000 0.008
#> T24_CT_D09 2 0.0592 0.9531 0.000 0.984 0.000 0.016
#> T24_CT_D10 2 0.0921 0.9502 0.000 0.972 0.000 0.028
#> T24_CT_D11 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_E01 1 0.1474 0.8261 0.948 0.000 0.000 0.052
#> T24_CT_E02 1 0.2647 0.7483 0.880 0.000 0.000 0.120
#> T24_CT_E04 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_E05 1 0.1792 0.7969 0.932 0.000 0.000 0.068
#> T24_CT_E07 4 0.4877 0.7353 0.328 0.000 0.008 0.664
#> T24_CT_E09 1 0.1118 0.8138 0.964 0.000 0.000 0.036
#> T24_CT_E11 1 0.0469 0.8296 0.988 0.000 0.000 0.012
#> T24_CT_E12 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_F01 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_F02 2 0.1118 0.9471 0.000 0.964 0.000 0.036
#> T24_CT_F03 1 0.1389 0.8257 0.952 0.000 0.000 0.048
#> T24_CT_F04 4 0.4830 0.6711 0.392 0.000 0.000 0.608
#> T24_CT_F05 1 0.1474 0.8261 0.948 0.000 0.000 0.052
#> T24_CT_F07 4 0.4877 0.6610 0.408 0.000 0.000 0.592
#> T24_CT_F08 1 0.4103 0.5275 0.744 0.000 0.000 0.256
#> T24_CT_F09 2 0.1118 0.9471 0.000 0.964 0.000 0.036
#> T24_CT_F10 1 0.5018 0.4215 0.656 0.000 0.012 0.332
#> T24_CT_F11 1 0.1557 0.8239 0.944 0.000 0.000 0.056
#> T24_CT_F12 2 0.2221 0.9289 0.008 0.932 0.016 0.044
#> T24_CT_G01 2 0.0817 0.9512 0.000 0.976 0.000 0.024
#> T24_CT_G02 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T24_CT_G03 1 0.0188 0.8291 0.996 0.000 0.000 0.004
#> T24_CT_G04 1 0.4917 0.3863 0.656 0.000 0.008 0.336
#> T24_CT_G05 2 0.0336 0.9553 0.000 0.992 0.000 0.008
#> T24_CT_G06 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T24_CT_G08 1 0.0336 0.8275 0.992 0.000 0.000 0.008
#> T24_CT_G10 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T24_CT_G11 1 0.3528 0.6361 0.808 0.000 0.000 0.192
#> T24_CT_G12 1 0.2751 0.7735 0.904 0.000 0.040 0.056
#> T24_CT_H01 3 0.0469 0.9431 0.000 0.000 0.988 0.012
#> T24_CT_H02 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.7851 -0.1154 0.248 0.480 0.008 0.264
#> T24_CT_H05 1 0.2408 0.7935 0.896 0.000 0.000 0.104
#> T24_CT_H07 1 0.1118 0.8275 0.964 0.000 0.000 0.036
#> T24_CT_H09 1 0.0336 0.8275 0.992 0.000 0.000 0.008
#> T24_CT_H12 1 0.0336 0.8275 0.992 0.000 0.000 0.008
#> T48_CT_A01 2 0.0817 0.9517 0.000 0.976 0.000 0.024
#> T48_CT_A02 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_A03 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T48_CT_A04 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_A05 4 0.4697 0.7541 0.296 0.000 0.008 0.696
#> T48_CT_A06 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T48_CT_A07 3 0.3239 0.8672 0.000 0.068 0.880 0.052
#> T48_CT_A08 2 0.1022 0.9494 0.000 0.968 0.000 0.032
#> T48_CT_A09 1 0.1557 0.8243 0.944 0.000 0.000 0.056
#> T48_CT_A10 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_A11 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_A12 1 0.3074 0.7591 0.848 0.000 0.000 0.152
#> T48_CT_B01 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_B02 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_B03 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T48_CT_B04 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T48_CT_B06 2 0.0921 0.9438 0.000 0.972 0.000 0.028
#> T48_CT_B08 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_B11 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_B12 1 0.3172 0.7560 0.840 0.000 0.000 0.160
#> T48_CT_C01 2 0.0336 0.9557 0.000 0.992 0.000 0.008
#> T48_CT_C02 4 0.4716 0.6754 0.196 0.000 0.040 0.764
#> T48_CT_C03 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_C04 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T48_CT_C05 4 0.4857 0.7263 0.324 0.000 0.008 0.668
#> T48_CT_C06 4 0.5628 0.7363 0.320 0.032 0.004 0.644
#> T48_CT_C07 1 0.2149 0.8090 0.912 0.000 0.000 0.088
#> T48_CT_C09 2 0.1975 0.9307 0.000 0.936 0.016 0.048
#> T48_CT_C10 1 0.0817 0.8301 0.976 0.000 0.000 0.024
#> T48_CT_C11 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_D01 4 0.4866 0.6646 0.404 0.000 0.000 0.596
#> T48_CT_D02 1 0.4996 -0.3721 0.516 0.000 0.000 0.484
#> T48_CT_D03 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T48_CT_D04 1 0.5268 0.1349 0.592 0.000 0.012 0.396
#> T48_CT_D06 2 0.0817 0.9512 0.000 0.976 0.000 0.024
#> T48_CT_D07 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_D08 1 0.1637 0.8230 0.940 0.000 0.000 0.060
#> T48_CT_D09 2 0.0336 0.9547 0.000 0.992 0.000 0.008
#> T48_CT_D10 1 0.4981 -0.2753 0.536 0.000 0.000 0.464
#> T48_CT_D11 2 0.1211 0.9454 0.000 0.960 0.000 0.040
#> T48_CT_D12 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T48_CT_E01 4 0.4792 0.7470 0.312 0.000 0.008 0.680
#> T48_CT_E02 1 0.2589 0.7944 0.884 0.000 0.000 0.116
#> T48_CT_E03 1 0.5250 -0.0311 0.552 0.000 0.008 0.440
#> T48_CT_E04 4 0.5294 0.4262 0.484 0.000 0.008 0.508
#> T48_CT_E05 2 0.0657 0.9488 0.004 0.984 0.000 0.012
#> T48_CT_E06 1 0.3837 0.5720 0.776 0.000 0.000 0.224
#> T48_CT_E07 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_E10 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.0336 0.8286 0.992 0.000 0.000 0.008
#> T48_CT_E12 3 0.6042 0.3632 0.000 0.368 0.580 0.052
#> T48_CT_F01 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_F02 1 0.2081 0.8118 0.916 0.000 0.000 0.084
#> T48_CT_F03 4 0.4907 0.6433 0.420 0.000 0.000 0.580
#> T48_CT_F05 2 0.6709 0.0932 0.092 0.508 0.000 0.400
#> T48_CT_F07 1 0.1302 0.8273 0.956 0.000 0.000 0.044
#> T48_CT_F09 2 0.0000 0.9555 0.000 1.000 0.000 0.000
#> T48_CT_F10 4 0.4916 0.6354 0.424 0.000 0.000 0.576
#> T48_CT_F11 1 0.0336 0.8286 0.992 0.000 0.000 0.008
#> T48_CT_G01 1 0.1938 0.7977 0.936 0.000 0.012 0.052
#> T48_CT_G02 2 0.0707 0.9522 0.000 0.980 0.000 0.020
#> T48_CT_G03 2 0.2048 0.9072 0.008 0.928 0.000 0.064
#> T48_CT_G07 2 0.0000 0.9555 0.000 1.000 0.000 0.000
#> T48_CT_G08 2 0.1854 0.9196 0.012 0.940 0.000 0.048
#> T48_CT_G09 4 0.4594 0.7573 0.280 0.000 0.008 0.712
#> T48_CT_G10 3 0.3810 0.7132 0.188 0.000 0.804 0.008
#> T48_CT_G11 1 0.2345 0.7993 0.900 0.000 0.000 0.100
#> T48_CT_G12 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_H01 4 0.6097 0.2922 0.056 0.364 0.000 0.580
#> T48_CT_H02 4 0.4673 0.7580 0.292 0.000 0.008 0.700
#> T48_CT_H04 4 0.4746 0.6654 0.168 0.000 0.056 0.776
#> T48_CT_H05 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_H06 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T48_CT_H07 1 0.4877 0.0206 0.592 0.000 0.000 0.408
#> T48_CT_H08 2 0.0336 0.9547 0.000 0.992 0.000 0.008
#> T48_CT_H11 1 0.3400 0.7136 0.820 0.000 0.000 0.180
#> T48_CT_H12 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T72_CT_A01 2 0.0707 0.9522 0.000 0.980 0.000 0.020
#> T72_CT_A05 2 0.4254 0.8368 0.036 0.848 0.060 0.056
#> T72_CT_A08 1 0.0707 0.8301 0.980 0.000 0.000 0.020
#> T72_CT_A09 2 0.0817 0.9517 0.000 0.976 0.000 0.024
#> T72_CT_A11 2 0.0188 0.9553 0.000 0.996 0.000 0.004
#> T72_CT_B01 2 0.0336 0.9548 0.000 0.992 0.000 0.008
#> T72_CT_B02 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T72_CT_B03 1 0.2149 0.8114 0.912 0.000 0.000 0.088
#> T72_CT_B04 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T72_CT_B05 4 0.4594 0.7573 0.280 0.000 0.008 0.712
#> T72_CT_B06 1 0.0469 0.8280 0.988 0.000 0.000 0.012
#> T72_CT_B08 3 0.4370 0.7586 0.000 0.156 0.800 0.044
#> T72_CT_B09 4 0.4830 0.6780 0.392 0.000 0.000 0.608
#> T72_CT_B11 1 0.1302 0.8272 0.956 0.000 0.000 0.044
#> T72_CT_B12 2 0.0707 0.9522 0.000 0.980 0.000 0.020
#> T72_CT_C04 2 0.0707 0.9522 0.000 0.980 0.000 0.020
#> T72_CT_C06 1 0.4830 0.1091 0.608 0.000 0.000 0.392
#> T72_CT_C07 2 0.1722 0.9367 0.000 0.944 0.008 0.048
#> T72_CT_C09 1 0.4564 0.3792 0.672 0.000 0.000 0.328
#> T72_CT_C11 2 0.6069 0.3627 0.000 0.588 0.356 0.056
#> T72_CT_D01 2 0.0469 0.9540 0.000 0.988 0.000 0.012
#> T72_CT_D03 1 0.3626 0.7099 0.812 0.000 0.004 0.184
#> T72_CT_D04 2 0.0707 0.9522 0.000 0.980 0.000 0.020
#> T72_CT_D05 1 0.2011 0.8153 0.920 0.000 0.000 0.080
#> T72_CT_D07 1 0.1302 0.8272 0.956 0.000 0.000 0.044
#> T72_CT_D10 4 0.4594 0.7573 0.280 0.000 0.008 0.712
#> T72_CT_D11 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T72_CT_E04 1 0.1557 0.8234 0.944 0.000 0.000 0.056
#> T72_CT_E05 2 0.0000 0.9555 0.000 1.000 0.000 0.000
#> T72_CT_E07 1 0.4663 0.5553 0.716 0.000 0.012 0.272
#> T72_CT_F01 2 0.3224 0.8435 0.016 0.864 0.000 0.120
#> T72_CT_F05 2 0.0336 0.9547 0.000 0.992 0.000 0.008
#> T72_CT_F07 1 0.1211 0.8282 0.960 0.000 0.000 0.040
#> T72_CT_F10 2 0.0707 0.9522 0.000 0.980 0.000 0.020
#> T72_CT_F11 2 0.1767 0.9365 0.000 0.944 0.012 0.044
#> T72_CT_G03 1 0.0188 0.8285 0.996 0.000 0.000 0.004
#> T72_CT_G04 1 0.0000 0.8292 1.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.1211 0.9454 0.000 0.960 0.000 0.040
#> T72_CT_G08 1 0.4995 0.5872 0.720 0.000 0.032 0.248
#> T72_CT_G10 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T72_CT_G11 1 0.2469 0.7931 0.892 0.000 0.000 0.108
#> T72_CT_H01 2 0.0336 0.9547 0.000 0.992 0.000 0.008
#> T72_CT_H03 2 0.0188 0.9557 0.000 0.996 0.000 0.004
#> T72_CT_H05 3 0.0817 0.9403 0.000 0.000 0.976 0.024
#> T72_CT_H08 3 0.3009 0.8860 0.000 0.052 0.892 0.056
#> T72_CT_H09 3 0.0921 0.9375 0.000 0.000 0.972 0.028
#> T72_CT_H10 1 0.2081 0.8118 0.916 0.000 0.000 0.084
#> T72_CT_H11 1 0.1637 0.8226 0.940 0.000 0.000 0.060
#> T72_CT_H12 2 0.0188 0.9557 0.000 0.996 0.000 0.004
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.4192 0.80925 0.000 0.028 0.800 0.132 0.040
#> T0_CT_A03 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.2959 0.84435 0.000 0.000 0.864 0.100 0.036
#> T0_CT_A07 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A11 5 0.2932 0.40162 0.000 0.032 0.000 0.104 0.864
#> T0_CT_B01 4 0.5090 0.61763 0.172 0.000 0.004 0.708 0.116
#> T0_CT_B03 3 0.2766 0.85223 0.000 0.056 0.892 0.012 0.040
#> T0_CT_B05 3 0.6421 0.41167 0.060 0.000 0.560 0.316 0.064
#> T0_CT_B07 3 0.3691 0.80393 0.000 0.000 0.804 0.156 0.040
#> T0_CT_B08 3 0.2424 0.85837 0.000 0.052 0.908 0.008 0.032
#> T0_CT_B09 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.2688 0.85208 0.000 0.056 0.896 0.012 0.036
#> T0_CT_C03 1 0.5533 0.23298 0.536 0.000 0.012 0.408 0.044
#> T0_CT_C05 2 0.1914 0.90878 0.000 0.924 0.000 0.016 0.060
#> T0_CT_C06 4 0.5182 0.56470 0.208 0.000 0.000 0.680 0.112
#> T0_CT_C07 3 0.3771 0.79780 0.000 0.000 0.796 0.164 0.040
#> T0_CT_C08 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 5 0.3012 0.40199 0.000 0.036 0.000 0.104 0.860
#> T0_CT_C11 2 0.1725 0.92860 0.000 0.936 0.000 0.020 0.044
#> T0_CT_C12 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.5191 0.75878 0.000 0.124 0.740 0.096 0.040
#> T0_CT_D02 3 0.3919 0.77661 0.000 0.000 0.776 0.188 0.036
#> T0_CT_D03 3 0.0162 0.89308 0.000 0.004 0.996 0.000 0.000
#> T0_CT_D05 4 0.6177 0.53311 0.116 0.004 0.164 0.664 0.052
#> T0_CT_D06 3 0.2688 0.85208 0.000 0.056 0.896 0.012 0.036
#> T0_CT_D07 3 0.3521 0.81618 0.000 0.000 0.820 0.140 0.040
#> T0_CT_D08 3 0.2756 0.84863 0.000 0.060 0.892 0.012 0.036
#> T0_CT_D09 2 0.1981 0.90641 0.000 0.920 0.000 0.016 0.064
#> T0_CT_D11 2 0.1845 0.91114 0.000 0.928 0.000 0.016 0.056
#> T0_CT_D12 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.1082 0.88954 0.000 0.000 0.964 0.028 0.008
#> T0_CT_E03 3 0.3432 0.82219 0.000 0.000 0.828 0.132 0.040
#> T0_CT_E04 2 0.1981 0.90641 0.000 0.920 0.000 0.016 0.064
#> T0_CT_E05 5 0.6701 0.47608 0.272 0.000 0.000 0.300 0.428
#> T0_CT_E06 3 0.0162 0.89374 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E07 3 0.1211 0.88848 0.000 0.000 0.960 0.024 0.016
#> T0_CT_E08 3 0.2888 0.85483 0.000 0.056 0.888 0.020 0.036
#> T0_CT_E09 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E10 5 0.3012 0.40199 0.000 0.036 0.000 0.104 0.860
#> T0_CT_E11 3 0.0671 0.89207 0.000 0.000 0.980 0.016 0.004
#> T0_CT_E12 3 0.1774 0.87993 0.000 0.000 0.932 0.052 0.016
#> T0_CT_F01 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.1195 0.88821 0.000 0.000 0.960 0.028 0.012
#> T0_CT_F03 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 2 0.3847 0.82613 0.000 0.828 0.088 0.016 0.068
#> T0_CT_F06 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 3 0.6009 0.49874 0.052 0.000 0.600 0.300 0.048
#> T0_CT_F09 2 0.1493 0.93149 0.000 0.948 0.000 0.028 0.024
#> T0_CT_F11 3 0.1195 0.88895 0.000 0.000 0.960 0.028 0.012
#> T0_CT_F12 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.89358 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 4 0.7400 0.28392 0.160 0.000 0.344 0.436 0.060
#> T0_CT_G03 3 0.0162 0.89373 0.000 0.000 0.996 0.004 0.000
#> T0_CT_G04 3 0.2618 0.85498 0.000 0.052 0.900 0.012 0.036
#> T0_CT_G07 3 0.2688 0.85208 0.000 0.056 0.896 0.012 0.036
#> T0_CT_G08 3 0.2688 0.85208 0.000 0.056 0.896 0.012 0.036
#> T0_CT_G09 1 0.5211 0.27478 0.524 0.000 0.000 0.432 0.044
#> T0_CT_G11 4 0.5249 0.60248 0.224 0.000 0.040 0.696 0.040
#> T0_CT_H01 4 0.4673 0.61322 0.228 0.000 0.004 0.716 0.052
#> T0_CT_H02 2 0.2074 0.90631 0.000 0.920 0.004 0.016 0.060
#> T0_CT_H04 3 0.0324 0.89363 0.000 0.000 0.992 0.004 0.004
#> T0_CT_H05 4 0.6699 0.45293 0.136 0.000 0.220 0.588 0.056
#> T0_CT_H08 3 0.4256 0.76350 0.004 0.000 0.760 0.192 0.044
#> T0_CT_H09 4 0.6592 0.55590 0.120 0.056 0.032 0.664 0.128
#> T0_CT_H12 3 0.5742 0.56361 0.040 0.000 0.628 0.284 0.048
#> T24_CT_A01 1 0.5917 0.38475 0.620 0.000 0.048 0.280 0.052
#> T24_CT_A03 2 0.0912 0.93267 0.000 0.972 0.000 0.012 0.016
#> T24_CT_A04 2 0.1914 0.90878 0.000 0.924 0.000 0.016 0.060
#> T24_CT_A05 3 0.2208 0.86670 0.000 0.000 0.908 0.072 0.020
#> T24_CT_A07 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T24_CT_A08 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0162 0.68509 0.996 0.000 0.000 0.004 0.000
#> T24_CT_A10 1 0.5373 0.49066 0.620 0.000 0.000 0.296 0.084
#> T24_CT_B01 1 0.5472 0.46079 0.604 0.000 0.004 0.320 0.072
#> T24_CT_B02 1 0.1557 0.66291 0.940 0.000 0.000 0.008 0.052
#> T24_CT_B03 4 0.2221 0.65290 0.052 0.000 0.000 0.912 0.036
#> T24_CT_B05 2 0.1117 0.93168 0.000 0.964 0.000 0.020 0.016
#> T24_CT_B06 2 0.0290 0.93151 0.000 0.992 0.000 0.000 0.008
#> T24_CT_B07 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0693 0.93183 0.000 0.980 0.000 0.008 0.012
#> T24_CT_B09 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0162 0.89352 0.000 0.000 0.996 0.000 0.004
#> T24_CT_C01 1 0.2270 0.64046 0.904 0.000 0.000 0.020 0.076
#> T24_CT_C02 2 0.4990 0.49051 0.000 0.628 0.000 0.048 0.324
#> T24_CT_C03 1 0.6767 -0.15104 0.392 0.000 0.000 0.328 0.280
#> T24_CT_C05 2 0.0671 0.93369 0.000 0.980 0.000 0.004 0.016
#> T24_CT_C07 2 0.1216 0.93059 0.000 0.960 0.000 0.020 0.020
#> T24_CT_C08 2 0.1117 0.93261 0.000 0.964 0.000 0.020 0.016
#> T24_CT_C09 2 0.5826 0.21327 0.000 0.500 0.000 0.096 0.404
#> T24_CT_C10 1 0.0404 0.68645 0.988 0.000 0.000 0.012 0.000
#> T24_CT_C11 4 0.6523 0.12506 0.332 0.000 0.000 0.460 0.208
#> T24_CT_C12 2 0.0324 0.93234 0.000 0.992 0.000 0.004 0.004
#> T24_CT_D01 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T24_CT_D02 2 0.1877 0.90884 0.000 0.924 0.000 0.012 0.064
#> T24_CT_D03 2 0.0693 0.93325 0.000 0.980 0.000 0.012 0.008
#> T24_CT_D04 1 0.2582 0.63929 0.892 0.000 0.004 0.080 0.024
#> T24_CT_D05 1 0.5114 0.15705 0.492 0.000 0.000 0.472 0.036
#> T24_CT_D06 1 0.3023 0.64821 0.860 0.000 0.004 0.112 0.024
#> T24_CT_D07 4 0.4520 0.53974 0.284 0.000 0.000 0.684 0.032
#> T24_CT_D08 2 0.0566 0.93293 0.000 0.984 0.000 0.012 0.004
#> T24_CT_D09 2 0.1195 0.92764 0.000 0.960 0.000 0.012 0.028
#> T24_CT_D10 2 0.1041 0.92613 0.000 0.964 0.000 0.004 0.032
#> T24_CT_D11 2 0.1117 0.93138 0.000 0.964 0.000 0.020 0.016
#> T24_CT_E01 1 0.5343 0.46955 0.592 0.000 0.000 0.340 0.068
#> T24_CT_E02 1 0.3012 0.60737 0.852 0.000 0.000 0.024 0.124
#> T24_CT_E04 2 0.1117 0.93187 0.000 0.964 0.000 0.016 0.020
#> T24_CT_E05 1 0.2036 0.65579 0.920 0.000 0.000 0.024 0.056
#> T24_CT_E07 4 0.2344 0.66049 0.064 0.000 0.000 0.904 0.032
#> T24_CT_E09 1 0.2670 0.63260 0.888 0.000 0.004 0.080 0.028
#> T24_CT_E11 1 0.2325 0.67299 0.904 0.000 0.000 0.068 0.028
#> T24_CT_E12 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T24_CT_F01 2 0.1012 0.93067 0.000 0.968 0.000 0.020 0.012
#> T24_CT_F02 2 0.1502 0.91680 0.000 0.940 0.000 0.004 0.056
#> T24_CT_F03 1 0.5087 0.50825 0.644 0.000 0.000 0.292 0.064
#> T24_CT_F04 5 0.6487 0.45955 0.208 0.000 0.000 0.316 0.476
#> T24_CT_F05 1 0.5080 0.49288 0.628 0.000 0.000 0.316 0.056
#> T24_CT_F07 5 0.6748 0.48192 0.284 0.000 0.000 0.308 0.408
#> T24_CT_F08 1 0.4755 0.33454 0.696 0.000 0.000 0.060 0.244
#> T24_CT_F09 2 0.1981 0.90641 0.000 0.920 0.000 0.016 0.064
#> T24_CT_F10 4 0.3945 0.66323 0.112 0.000 0.024 0.820 0.044
#> T24_CT_F11 1 0.5002 0.45787 0.612 0.000 0.000 0.344 0.044
#> T24_CT_F12 2 0.1571 0.91514 0.000 0.936 0.000 0.004 0.060
#> T24_CT_G01 2 0.0771 0.92920 0.000 0.976 0.000 0.004 0.020
#> T24_CT_G02 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0162 0.68275 0.996 0.000 0.000 0.000 0.004
#> T24_CT_G04 4 0.3898 0.66111 0.116 0.000 0.000 0.804 0.080
#> T24_CT_G05 2 0.1216 0.92941 0.000 0.960 0.000 0.020 0.020
#> T24_CT_G06 1 0.0451 0.68430 0.988 0.000 0.000 0.008 0.004
#> T24_CT_G08 1 0.2236 0.64572 0.908 0.000 0.000 0.068 0.024
#> T24_CT_G10 2 0.1012 0.93262 0.000 0.968 0.000 0.020 0.012
#> T24_CT_G11 1 0.3634 0.55812 0.820 0.000 0.004 0.040 0.136
#> T24_CT_G12 1 0.5443 0.44746 0.684 0.000 0.056 0.224 0.036
#> T24_CT_H01 3 0.0290 0.89320 0.000 0.000 0.992 0.008 0.000
#> T24_CT_H02 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.5400 0.48728 0.056 0.656 0.000 0.268 0.020
#> T24_CT_H05 1 0.5516 0.49742 0.644 0.000 0.000 0.220 0.136
#> T24_CT_H07 1 0.4626 0.46388 0.616 0.000 0.000 0.364 0.020
#> T24_CT_H09 1 0.0162 0.68425 0.996 0.000 0.000 0.004 0.000
#> T24_CT_H12 1 0.1934 0.66971 0.928 0.000 0.004 0.052 0.016
#> T48_CT_A01 2 0.0771 0.92900 0.000 0.976 0.000 0.004 0.020
#> T48_CT_A02 2 0.1117 0.93138 0.000 0.964 0.000 0.020 0.016
#> T48_CT_A03 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_A05 4 0.2139 0.65363 0.052 0.000 0.000 0.916 0.032
#> T48_CT_A06 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.5946 0.70810 0.000 0.148 0.684 0.096 0.072
#> T48_CT_A08 2 0.0693 0.93132 0.000 0.980 0.000 0.012 0.008
#> T48_CT_A09 1 0.4972 0.48086 0.620 0.000 0.000 0.336 0.044
#> T48_CT_A10 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_A11 2 0.1012 0.93191 0.000 0.968 0.000 0.020 0.012
#> T48_CT_A12 1 0.6670 -0.04935 0.436 0.000 0.000 0.308 0.256
#> T48_CT_B01 2 0.1012 0.93067 0.000 0.968 0.000 0.020 0.012
#> T48_CT_B02 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_B03 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.2514 0.65288 0.896 0.000 0.000 0.060 0.044
#> T48_CT_B06 2 0.0798 0.92880 0.000 0.976 0.000 0.008 0.016
#> T48_CT_B08 1 0.0566 0.68624 0.984 0.000 0.000 0.012 0.004
#> T48_CT_B10 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_B11 2 0.0898 0.93244 0.000 0.972 0.000 0.020 0.008
#> T48_CT_B12 1 0.6367 0.16868 0.460 0.000 0.000 0.372 0.168
#> T48_CT_C01 2 0.0510 0.93244 0.000 0.984 0.000 0.000 0.016
#> T48_CT_C02 5 0.3634 0.43499 0.088 0.000 0.004 0.076 0.832
#> T48_CT_C03 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_C04 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.2209 0.65856 0.056 0.000 0.000 0.912 0.032
#> T48_CT_C06 4 0.5701 0.44900 0.060 0.100 0.000 0.704 0.136
#> T48_CT_C07 1 0.5470 0.44008 0.588 0.000 0.000 0.332 0.080
#> T48_CT_C09 2 0.3634 0.84243 0.000 0.840 0.012 0.076 0.072
#> T48_CT_C10 1 0.4134 0.61762 0.744 0.000 0.000 0.224 0.032
#> T48_CT_C11 2 0.0451 0.93281 0.000 0.988 0.000 0.008 0.004
#> T48_CT_D01 5 0.7009 0.36895 0.168 0.028 0.000 0.360 0.444
#> T48_CT_D02 5 0.6773 0.46241 0.300 0.000 0.000 0.304 0.396
#> T48_CT_D03 1 0.0162 0.68496 0.996 0.000 0.000 0.004 0.000
#> T48_CT_D04 4 0.4394 0.63501 0.136 0.000 0.000 0.764 0.100
#> T48_CT_D06 2 0.0955 0.92721 0.000 0.968 0.000 0.004 0.028
#> T48_CT_D07 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_D08 1 0.5572 0.49021 0.628 0.000 0.000 0.248 0.124
#> T48_CT_D09 2 0.1012 0.93067 0.000 0.968 0.000 0.020 0.012
#> T48_CT_D10 5 0.6778 0.41838 0.280 0.000 0.000 0.340 0.380
#> T48_CT_D11 2 0.1809 0.91094 0.000 0.928 0.000 0.012 0.060
#> T48_CT_D12 1 0.1568 0.67007 0.944 0.000 0.000 0.036 0.020
#> T48_CT_E01 4 0.2054 0.65577 0.052 0.000 0.000 0.920 0.028
#> T48_CT_E02 1 0.6454 0.18153 0.488 0.000 0.000 0.304 0.208
#> T48_CT_E03 4 0.2894 0.66783 0.084 0.000 0.004 0.876 0.036
#> T48_CT_E04 4 0.5562 0.35990 0.200 0.000 0.000 0.644 0.156
#> T48_CT_E05 2 0.0912 0.92865 0.000 0.972 0.000 0.016 0.012
#> T48_CT_E06 1 0.4563 0.36244 0.708 0.000 0.000 0.048 0.244
#> T48_CT_E07 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_E10 1 0.0290 0.68619 0.992 0.000 0.000 0.008 0.000
#> T48_CT_E11 1 0.3326 0.65476 0.824 0.000 0.000 0.152 0.024
#> T48_CT_E12 2 0.6975 0.00368 0.000 0.460 0.384 0.080 0.076
#> T48_CT_F01 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_F02 1 0.5566 0.42791 0.580 0.000 0.000 0.332 0.088
#> T48_CT_F03 5 0.6656 0.44869 0.252 0.000 0.000 0.308 0.440
#> T48_CT_F05 2 0.5913 0.47649 0.012 0.628 0.000 0.136 0.224
#> T48_CT_F07 1 0.4866 0.53109 0.664 0.000 0.000 0.284 0.052
#> T48_CT_F09 2 0.1012 0.93191 0.000 0.968 0.000 0.020 0.012
#> T48_CT_F10 5 0.6772 0.47255 0.296 0.000 0.000 0.308 0.396
#> T48_CT_F11 1 0.2754 0.65090 0.880 0.000 0.000 0.080 0.040
#> T48_CT_G01 1 0.3607 0.60783 0.820 0.000 0.008 0.144 0.028
#> T48_CT_G02 2 0.0566 0.93000 0.000 0.984 0.000 0.004 0.012
#> T48_CT_G03 2 0.1469 0.91528 0.000 0.948 0.000 0.036 0.016
#> T48_CT_G07 2 0.0798 0.93199 0.000 0.976 0.000 0.016 0.008
#> T48_CT_G08 2 0.2570 0.85037 0.004 0.880 0.000 0.108 0.008
#> T48_CT_G09 4 0.2770 0.62152 0.044 0.000 0.000 0.880 0.076
#> T48_CT_G10 3 0.3010 0.80361 0.116 0.000 0.860 0.016 0.008
#> T48_CT_G11 1 0.5048 0.20219 0.492 0.000 0.000 0.476 0.032
#> T48_CT_G12 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_H01 2 0.5591 0.23173 0.000 0.528 0.000 0.076 0.396
#> T48_CT_H02 4 0.2719 0.63990 0.048 0.000 0.000 0.884 0.068
#> T48_CT_H04 5 0.3577 0.43474 0.084 0.000 0.004 0.076 0.836
#> T48_CT_H05 2 0.1012 0.93067 0.000 0.968 0.000 0.020 0.012
#> T48_CT_H06 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T48_CT_H07 5 0.6820 0.36381 0.312 0.000 0.000 0.344 0.344
#> T48_CT_H08 2 0.0510 0.93058 0.000 0.984 0.000 0.000 0.016
#> T48_CT_H11 1 0.6589 0.03175 0.448 0.000 0.000 0.328 0.224
#> T48_CT_H12 2 0.1117 0.93004 0.000 0.964 0.000 0.020 0.016
#> T72_CT_A01 2 0.0671 0.92954 0.000 0.980 0.000 0.004 0.016
#> T72_CT_A05 2 0.4886 0.74195 0.000 0.764 0.080 0.116 0.040
#> T72_CT_A08 1 0.4224 0.59586 0.744 0.000 0.000 0.216 0.040
#> T72_CT_A09 2 0.2209 0.89292 0.000 0.912 0.000 0.056 0.032
#> T72_CT_A11 2 0.0290 0.93129 0.000 0.992 0.000 0.000 0.008
#> T72_CT_B01 2 0.0798 0.93084 0.000 0.976 0.000 0.008 0.016
#> T72_CT_B02 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 1 0.5232 0.19469 0.500 0.000 0.000 0.456 0.044
#> T72_CT_B04 1 0.0566 0.68120 0.984 0.000 0.000 0.012 0.004
#> T72_CT_B05 4 0.2376 0.64363 0.044 0.000 0.000 0.904 0.052
#> T72_CT_B06 1 0.1750 0.66973 0.936 0.000 0.000 0.028 0.036
#> T72_CT_B08 3 0.6643 0.55369 0.000 0.252 0.584 0.096 0.068
#> T72_CT_B09 5 0.5767 0.34042 0.416 0.000 0.004 0.076 0.504
#> T72_CT_B11 1 0.4608 0.49253 0.640 0.000 0.000 0.336 0.024
#> T72_CT_B12 2 0.0566 0.93000 0.000 0.984 0.000 0.004 0.012
#> T72_CT_C04 2 0.0671 0.92959 0.000 0.980 0.000 0.004 0.016
#> T72_CT_C06 4 0.5125 0.04316 0.416 0.000 0.000 0.544 0.040
#> T72_CT_C07 2 0.3584 0.84233 0.000 0.840 0.008 0.076 0.076
#> T72_CT_C09 4 0.5256 0.05598 0.420 0.000 0.000 0.532 0.048
#> T72_CT_C11 2 0.6784 0.42740 0.000 0.580 0.240 0.092 0.088
#> T72_CT_D01 2 0.0566 0.93000 0.000 0.984 0.000 0.004 0.012
#> T72_CT_D03 4 0.5394 0.36163 0.364 0.000 0.008 0.580 0.048
#> T72_CT_D04 2 0.0771 0.92890 0.000 0.976 0.000 0.004 0.020
#> T72_CT_D05 1 0.4718 0.49141 0.628 0.000 0.000 0.344 0.028
#> T72_CT_D07 1 0.4418 0.51964 0.652 0.000 0.000 0.332 0.016
#> T72_CT_D10 4 0.2830 0.62333 0.044 0.000 0.000 0.876 0.080
#> T72_CT_D11 1 0.0162 0.68428 0.996 0.000 0.000 0.004 0.000
#> T72_CT_E04 1 0.5154 0.40496 0.580 0.000 0.000 0.372 0.048
#> T72_CT_E05 2 0.0912 0.93317 0.000 0.972 0.000 0.016 0.012
#> T72_CT_E07 4 0.4113 0.65925 0.156 0.000 0.008 0.788 0.048
#> T72_CT_F01 2 0.2701 0.84943 0.012 0.884 0.000 0.092 0.012
#> T72_CT_F05 2 0.0771 0.93054 0.000 0.976 0.000 0.004 0.020
#> T72_CT_F07 1 0.4503 0.52290 0.664 0.000 0.000 0.312 0.024
#> T72_CT_F10 2 0.0566 0.93000 0.000 0.984 0.000 0.004 0.012
#> T72_CT_F11 2 0.2664 0.88874 0.000 0.892 0.004 0.040 0.064
#> T72_CT_G03 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.68449 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.2074 0.90631 0.000 0.920 0.004 0.016 0.060
#> T72_CT_G08 4 0.4828 0.64296 0.164 0.000 0.040 0.752 0.044
#> T72_CT_G10 2 0.0693 0.93280 0.000 0.980 0.000 0.008 0.012
#> T72_CT_G11 1 0.6145 0.31256 0.532 0.000 0.000 0.312 0.156
#> T72_CT_H01 2 0.1106 0.93293 0.000 0.964 0.000 0.024 0.012
#> T72_CT_H03 2 0.1012 0.93262 0.000 0.968 0.000 0.020 0.012
#> T72_CT_H05 3 0.3931 0.84402 0.000 0.056 0.832 0.072 0.040
#> T72_CT_H08 3 0.6092 0.68601 0.000 0.164 0.668 0.096 0.072
#> T72_CT_H09 3 0.0898 0.89113 0.000 0.000 0.972 0.020 0.008
#> T72_CT_H10 1 0.5068 0.39338 0.572 0.000 0.000 0.388 0.040
#> T72_CT_H11 1 0.5099 0.46328 0.612 0.000 0.000 0.336 0.052
#> T72_CT_H12 2 0.0898 0.93243 0.000 0.972 0.000 0.020 0.008
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.7151 0.46486 0.036 0.076 0.544 0.192 0.008 0.144
#> T0_CT_A03 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_A05 3 0.0291 0.74239 0.000 0.000 0.992 0.004 0.000 0.004
#> T0_CT_A06 3 0.3698 0.59702 0.028 0.000 0.756 0.212 0.000 0.004
#> T0_CT_A07 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_A08 1 0.0405 0.89460 0.988 0.000 0.000 0.004 0.008 0.000
#> T0_CT_A10 3 0.0508 0.74028 0.000 0.000 0.984 0.012 0.000 0.004
#> T0_CT_A11 6 0.5398 0.75148 0.000 0.020 0.000 0.284 0.096 0.600
#> T0_CT_B01 4 0.4380 0.70868 0.032 0.004 0.008 0.684 0.272 0.000
#> T0_CT_B03 3 0.5767 0.35211 0.000 0.192 0.484 0.000 0.000 0.324
#> T0_CT_B05 3 0.6036 0.00522 0.052 0.000 0.448 0.428 0.068 0.004
#> T0_CT_B07 3 0.4614 0.42314 0.036 0.000 0.620 0.336 0.004 0.004
#> T0_CT_B08 3 0.5593 0.40200 0.000 0.184 0.536 0.000 0.000 0.280
#> T0_CT_B09 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_C02 3 0.5767 0.35211 0.000 0.192 0.484 0.000 0.000 0.324
#> T0_CT_C03 1 0.5638 0.05894 0.548 0.000 0.016 0.116 0.320 0.000
#> T0_CT_C05 2 0.2883 0.79379 0.000 0.788 0.000 0.000 0.000 0.212
#> T0_CT_C06 4 0.4493 0.67893 0.052 0.000 0.000 0.636 0.312 0.000
#> T0_CT_C07 3 0.4088 0.49348 0.020 0.000 0.668 0.308 0.000 0.004
#> T0_CT_C08 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_C09 6 0.5441 0.75425 0.000 0.028 0.000 0.280 0.088 0.604
#> T0_CT_C11 2 0.1410 0.88572 0.000 0.944 0.000 0.008 0.004 0.044
#> T0_CT_C12 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_D01 2 0.6399 0.05453 0.008 0.444 0.344 0.016 0.000 0.188
#> T0_CT_D02 3 0.4053 0.50276 0.020 0.000 0.676 0.300 0.000 0.004
#> T0_CT_D03 3 0.3083 0.65677 0.000 0.040 0.828 0.000 0.000 0.132
#> T0_CT_D05 4 0.5795 0.67352 0.032 0.032 0.084 0.644 0.208 0.000
#> T0_CT_D06 3 0.5757 0.35596 0.000 0.192 0.488 0.000 0.000 0.320
#> T0_CT_D07 3 0.4586 0.43892 0.036 0.000 0.628 0.328 0.004 0.004
#> T0_CT_D08 3 0.5767 0.35211 0.000 0.192 0.484 0.000 0.000 0.324
#> T0_CT_D09 2 0.3265 0.76602 0.000 0.748 0.004 0.000 0.000 0.248
#> T0_CT_D11 2 0.2823 0.79819 0.000 0.796 0.000 0.000 0.000 0.204
#> T0_CT_D12 3 0.0000 0.74254 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.1918 0.70935 0.000 0.000 0.904 0.008 0.000 0.088
#> T0_CT_E03 3 0.4191 0.51651 0.024 0.000 0.684 0.284 0.004 0.004
#> T0_CT_E04 2 0.2883 0.79379 0.000 0.788 0.000 0.000 0.000 0.212
#> T0_CT_E05 5 0.1605 0.72107 0.032 0.000 0.000 0.012 0.940 0.016
#> T0_CT_E06 3 0.0000 0.74254 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E07 3 0.0146 0.74245 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_E08 3 0.5748 0.36025 0.000 0.192 0.492 0.000 0.000 0.316
#> T0_CT_E09 3 0.1863 0.69920 0.000 0.000 0.896 0.000 0.000 0.104
#> T0_CT_E10 6 0.5441 0.75425 0.000 0.028 0.000 0.280 0.088 0.604
#> T0_CT_E11 3 0.0146 0.74245 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_E12 3 0.1858 0.70651 0.000 0.000 0.904 0.092 0.000 0.004
#> T0_CT_F01 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F02 3 0.0458 0.74014 0.000 0.000 0.984 0.016 0.000 0.000
#> T0_CT_F03 3 0.0146 0.74243 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F04 3 0.0000 0.74254 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 2 0.4450 0.60688 0.000 0.620 0.024 0.004 0.004 0.348
#> T0_CT_F06 3 0.1714 0.70636 0.000 0.000 0.908 0.000 0.000 0.092
#> T0_CT_F07 4 0.5695 -0.02592 0.056 0.000 0.436 0.468 0.036 0.004
#> T0_CT_F09 2 0.1152 0.88441 0.000 0.952 0.000 0.004 0.000 0.044
#> T0_CT_F11 3 0.2333 0.68960 0.004 0.000 0.872 0.120 0.000 0.004
#> T0_CT_F12 3 0.0000 0.74254 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 3 0.0291 0.74239 0.000 0.000 0.992 0.004 0.000 0.004
#> T0_CT_G02 4 0.6140 0.15516 0.060 0.000 0.376 0.492 0.064 0.008
#> T0_CT_G03 3 0.0508 0.74042 0.000 0.000 0.984 0.012 0.000 0.004
#> T0_CT_G04 3 0.5644 0.39051 0.000 0.188 0.524 0.000 0.000 0.288
#> T0_CT_G07 3 0.5767 0.35211 0.000 0.192 0.484 0.000 0.000 0.324
#> T0_CT_G08 3 0.5767 0.35211 0.000 0.192 0.484 0.000 0.000 0.324
#> T0_CT_G09 5 0.4265 0.73132 0.172 0.000 0.000 0.100 0.728 0.000
#> T0_CT_G11 4 0.4919 0.69133 0.036 0.000 0.040 0.652 0.272 0.000
#> T0_CT_H01 4 0.4456 0.68087 0.064 0.000 0.000 0.668 0.268 0.000
#> T0_CT_H02 2 0.3244 0.74533 0.000 0.732 0.000 0.000 0.000 0.268
#> T0_CT_H04 3 0.0146 0.74277 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_H05 4 0.5780 0.46988 0.036 0.000 0.244 0.604 0.112 0.004
#> T0_CT_H08 3 0.5019 0.25413 0.044 0.000 0.532 0.412 0.008 0.004
#> T0_CT_H09 4 0.6575 0.46569 0.020 0.200 0.028 0.592 0.132 0.028
#> T0_CT_H12 3 0.4791 0.14606 0.032 0.000 0.496 0.464 0.004 0.004
#> T24_CT_A01 1 0.3674 0.74696 0.820 0.000 0.024 0.052 0.100 0.004
#> T24_CT_A03 2 0.0937 0.88411 0.000 0.960 0.000 0.000 0.000 0.040
#> T24_CT_A04 2 0.2883 0.79379 0.000 0.788 0.000 0.000 0.000 0.212
#> T24_CT_A05 3 0.0653 0.73985 0.004 0.000 0.980 0.012 0.000 0.004
#> T24_CT_A07 2 0.0547 0.88215 0.000 0.980 0.000 0.000 0.000 0.020
#> T24_CT_A08 1 0.0777 0.90186 0.972 0.000 0.000 0.004 0.024 0.000
#> T24_CT_A09 1 0.1204 0.90274 0.944 0.000 0.000 0.000 0.056 0.000
#> T24_CT_A10 5 0.2454 0.80475 0.160 0.000 0.000 0.000 0.840 0.000
#> T24_CT_B01 5 0.3819 0.65183 0.316 0.000 0.000 0.012 0.672 0.000
#> T24_CT_B02 1 0.1910 0.87759 0.892 0.000 0.000 0.000 0.108 0.000
#> T24_CT_B03 4 0.6107 0.60603 0.000 0.128 0.000 0.536 0.292 0.044
#> T24_CT_B05 2 0.0632 0.88252 0.000 0.976 0.000 0.000 0.000 0.024
#> T24_CT_B06 2 0.0858 0.88269 0.000 0.968 0.000 0.004 0.000 0.028
#> T24_CT_B07 1 0.0291 0.89661 0.992 0.000 0.000 0.004 0.004 0.000
#> T24_CT_B08 2 0.1542 0.87485 0.000 0.936 0.000 0.004 0.008 0.052
#> T24_CT_B09 1 0.0405 0.89666 0.988 0.000 0.000 0.004 0.008 0.000
#> T24_CT_B11 3 0.0363 0.74128 0.000 0.000 0.988 0.012 0.000 0.000
#> T24_CT_C01 1 0.1556 0.89640 0.920 0.000 0.000 0.000 0.080 0.000
#> T24_CT_C02 2 0.3804 0.71224 0.000 0.768 0.000 0.008 0.040 0.184
#> T24_CT_C03 5 0.4566 0.63299 0.220 0.000 0.000 0.084 0.692 0.004
#> T24_CT_C05 2 0.1080 0.88193 0.000 0.960 0.000 0.004 0.004 0.032
#> T24_CT_C07 2 0.0790 0.88451 0.000 0.968 0.000 0.000 0.000 0.032
#> T24_CT_C08 2 0.1010 0.88571 0.000 0.960 0.000 0.004 0.000 0.036
#> T24_CT_C09 2 0.4468 0.65045 0.000 0.712 0.000 0.008 0.076 0.204
#> T24_CT_C10 1 0.1663 0.88864 0.912 0.000 0.000 0.000 0.088 0.000
#> T24_CT_C11 5 0.5310 -0.17216 0.092 0.000 0.000 0.392 0.512 0.004
#> T24_CT_C12 2 0.0937 0.88403 0.000 0.960 0.000 0.000 0.000 0.040
#> T24_CT_D01 2 0.0922 0.87967 0.000 0.968 0.000 0.004 0.004 0.024
#> T24_CT_D02 2 0.3023 0.79641 0.000 0.784 0.004 0.000 0.000 0.212
#> T24_CT_D03 2 0.0603 0.88546 0.000 0.980 0.000 0.000 0.004 0.016
#> T24_CT_D04 1 0.0713 0.88701 0.972 0.000 0.000 0.000 0.028 0.000
#> T24_CT_D05 5 0.4603 0.66571 0.148 0.000 0.000 0.156 0.696 0.000
#> T24_CT_D06 1 0.1327 0.88809 0.936 0.000 0.000 0.000 0.064 0.000
#> T24_CT_D07 4 0.5166 0.51893 0.096 0.000 0.000 0.540 0.364 0.000
#> T24_CT_D08 2 0.0603 0.88380 0.000 0.980 0.000 0.000 0.004 0.016
#> T24_CT_D09 2 0.2003 0.85707 0.000 0.884 0.000 0.000 0.000 0.116
#> T24_CT_D10 2 0.1501 0.87469 0.000 0.924 0.000 0.000 0.000 0.076
#> T24_CT_D11 2 0.0632 0.88454 0.000 0.976 0.000 0.000 0.000 0.024
#> T24_CT_E01 5 0.2527 0.80022 0.168 0.000 0.000 0.000 0.832 0.000
#> T24_CT_E02 1 0.2597 0.81643 0.824 0.000 0.000 0.000 0.176 0.000
#> T24_CT_E04 2 0.0865 0.88505 0.000 0.964 0.000 0.000 0.000 0.036
#> T24_CT_E05 1 0.1141 0.90354 0.948 0.000 0.000 0.000 0.052 0.000
#> T24_CT_E07 4 0.4419 0.64472 0.000 0.016 0.000 0.568 0.408 0.008
#> T24_CT_E09 1 0.0858 0.87980 0.968 0.000 0.000 0.004 0.028 0.000
#> T24_CT_E11 1 0.2762 0.76800 0.804 0.000 0.000 0.000 0.196 0.000
#> T24_CT_E12 2 0.0692 0.88130 0.000 0.976 0.000 0.000 0.004 0.020
#> T24_CT_F01 2 0.0777 0.88270 0.000 0.972 0.000 0.000 0.004 0.024
#> T24_CT_F02 2 0.2416 0.83678 0.000 0.844 0.000 0.000 0.000 0.156
#> T24_CT_F03 5 0.2454 0.80558 0.160 0.000 0.000 0.000 0.840 0.000
#> T24_CT_F04 5 0.1875 0.71150 0.032 0.000 0.000 0.020 0.928 0.020
#> T24_CT_F05 5 0.2416 0.80448 0.156 0.000 0.000 0.000 0.844 0.000
#> T24_CT_F07 5 0.1483 0.72616 0.036 0.000 0.000 0.008 0.944 0.012
#> T24_CT_F08 1 0.3109 0.75041 0.772 0.000 0.000 0.000 0.224 0.004
#> T24_CT_F09 2 0.2823 0.79854 0.000 0.796 0.000 0.000 0.000 0.204
#> T24_CT_F10 4 0.3758 0.70464 0.008 0.000 0.000 0.668 0.324 0.000
#> T24_CT_F11 5 0.2219 0.80631 0.136 0.000 0.000 0.000 0.864 0.000
#> T24_CT_F12 2 0.2196 0.86170 0.000 0.884 0.000 0.004 0.004 0.108
#> T24_CT_G01 2 0.1556 0.87354 0.000 0.920 0.000 0.000 0.000 0.080
#> T24_CT_G02 1 0.0692 0.90056 0.976 0.000 0.000 0.004 0.020 0.000
#> T24_CT_G03 1 0.0458 0.89996 0.984 0.000 0.000 0.000 0.016 0.000
#> T24_CT_G04 4 0.4362 0.72101 0.012 0.036 0.000 0.688 0.264 0.000
#> T24_CT_G05 2 0.2362 0.79993 0.000 0.860 0.000 0.000 0.004 0.136
#> T24_CT_G06 1 0.1556 0.89277 0.920 0.000 0.000 0.000 0.080 0.000
#> T24_CT_G08 1 0.0713 0.88701 0.972 0.000 0.000 0.000 0.028 0.000
#> T24_CT_G10 2 0.0632 0.88507 0.000 0.976 0.000 0.000 0.000 0.024
#> T24_CT_G11 1 0.1327 0.89042 0.936 0.000 0.000 0.000 0.064 0.000
#> T24_CT_G12 1 0.3176 0.78584 0.860 0.000 0.036 0.040 0.060 0.004
#> T24_CT_H01 3 0.0405 0.74230 0.000 0.000 0.988 0.008 0.000 0.004
#> T24_CT_H02 1 0.1007 0.90370 0.956 0.000 0.000 0.000 0.044 0.000
#> T24_CT_H03 2 0.4832 0.69136 0.008 0.736 0.000 0.052 0.060 0.144
#> T24_CT_H05 5 0.3699 0.63138 0.336 0.000 0.000 0.000 0.660 0.004
#> T24_CT_H07 5 0.3464 0.68159 0.312 0.000 0.000 0.000 0.688 0.000
#> T24_CT_H09 1 0.0363 0.90036 0.988 0.000 0.000 0.000 0.012 0.000
#> T24_CT_H12 1 0.0547 0.89168 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_A01 2 0.1663 0.87186 0.000 0.912 0.000 0.000 0.000 0.088
#> T48_CT_A02 2 0.0260 0.88371 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_A03 1 0.0603 0.89974 0.980 0.000 0.000 0.004 0.016 0.000
#> T48_CT_A04 2 0.0692 0.88130 0.000 0.976 0.000 0.000 0.004 0.020
#> T48_CT_A05 4 0.5526 0.64466 0.000 0.092 0.000 0.556 0.332 0.020
#> T48_CT_A06 1 0.0146 0.89405 0.996 0.000 0.000 0.004 0.000 0.000
#> T48_CT_A07 2 0.6000 0.32973 0.004 0.476 0.184 0.004 0.000 0.332
#> T48_CT_A08 2 0.1949 0.86502 0.000 0.904 0.000 0.004 0.004 0.088
#> T48_CT_A09 5 0.2340 0.80572 0.148 0.000 0.000 0.000 0.852 0.000
#> T48_CT_A10 2 0.0837 0.88052 0.000 0.972 0.000 0.004 0.004 0.020
#> T48_CT_A11 2 0.0547 0.88296 0.000 0.980 0.000 0.000 0.000 0.020
#> T48_CT_A12 5 0.1556 0.77880 0.080 0.000 0.000 0.000 0.920 0.000
#> T48_CT_B01 2 0.1155 0.87606 0.000 0.956 0.000 0.004 0.004 0.036
#> T48_CT_B02 2 0.0922 0.87967 0.000 0.968 0.000 0.004 0.004 0.024
#> T48_CT_B03 1 0.0146 0.89405 0.996 0.000 0.000 0.004 0.000 0.000
#> T48_CT_B04 1 0.0458 0.90058 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_B06 2 0.2809 0.79668 0.000 0.824 0.000 0.004 0.004 0.168
#> T48_CT_B08 1 0.1714 0.88558 0.908 0.000 0.000 0.000 0.092 0.000
#> T48_CT_B10 2 0.0922 0.88199 0.000 0.968 0.000 0.004 0.004 0.024
#> T48_CT_B11 2 0.0547 0.88491 0.000 0.980 0.000 0.000 0.000 0.020
#> T48_CT_B12 5 0.2934 0.78803 0.112 0.000 0.000 0.044 0.844 0.000
#> T48_CT_C01 2 0.1493 0.86994 0.000 0.936 0.000 0.004 0.004 0.056
#> T48_CT_C02 6 0.7352 0.58049 0.300 0.000 0.000 0.136 0.192 0.372
#> T48_CT_C03 2 0.0777 0.88263 0.000 0.972 0.000 0.000 0.004 0.024
#> T48_CT_C04 1 0.0405 0.89620 0.988 0.000 0.000 0.004 0.008 0.000
#> T48_CT_C05 4 0.5627 0.64427 0.000 0.104 0.000 0.568 0.304 0.024
#> T48_CT_C06 2 0.7644 -0.43660 0.000 0.292 0.000 0.268 0.264 0.176
#> T48_CT_C07 5 0.2135 0.80541 0.128 0.000 0.000 0.000 0.872 0.000
#> T48_CT_C09 2 0.3248 0.78391 0.000 0.768 0.004 0.004 0.000 0.224
#> T48_CT_C10 1 0.3428 0.53745 0.696 0.000 0.000 0.000 0.304 0.000
#> T48_CT_C11 2 0.1152 0.88385 0.000 0.952 0.000 0.004 0.000 0.044
#> T48_CT_D01 5 0.7538 -0.26875 0.020 0.160 0.000 0.220 0.448 0.152
#> T48_CT_D02 5 0.1370 0.73086 0.036 0.000 0.000 0.004 0.948 0.012
#> T48_CT_D03 1 0.1267 0.90094 0.940 0.000 0.000 0.000 0.060 0.000
#> T48_CT_D04 4 0.5667 0.64386 0.020 0.124 0.000 0.636 0.204 0.016
#> T48_CT_D06 2 0.1957 0.86241 0.000 0.888 0.000 0.000 0.000 0.112
#> T48_CT_D07 2 0.0837 0.88052 0.000 0.972 0.000 0.004 0.004 0.020
#> T48_CT_D08 5 0.2562 0.80126 0.172 0.000 0.000 0.000 0.828 0.000
#> T48_CT_D09 2 0.0820 0.88344 0.000 0.972 0.000 0.000 0.012 0.016
#> T48_CT_D10 5 0.2358 0.68348 0.028 0.000 0.000 0.056 0.900 0.016
#> T48_CT_D11 2 0.2941 0.79312 0.000 0.780 0.000 0.000 0.000 0.220
#> T48_CT_D12 1 0.1007 0.90366 0.956 0.000 0.000 0.000 0.044 0.000
#> T48_CT_E01 4 0.4242 0.64222 0.000 0.012 0.000 0.572 0.412 0.004
#> T48_CT_E02 5 0.2100 0.79829 0.112 0.000 0.000 0.004 0.884 0.000
#> T48_CT_E03 4 0.3684 0.67522 0.000 0.000 0.000 0.628 0.372 0.000
#> T48_CT_E04 5 0.4146 0.30951 0.028 0.000 0.000 0.288 0.680 0.004
#> T48_CT_E05 2 0.2213 0.85223 0.000 0.888 0.000 0.004 0.008 0.100
#> T48_CT_E06 1 0.2135 0.83431 0.872 0.000 0.000 0.000 0.128 0.000
#> T48_CT_E07 1 0.1471 0.89936 0.932 0.000 0.000 0.004 0.064 0.000
#> T48_CT_E08 2 0.0692 0.88130 0.000 0.976 0.000 0.000 0.004 0.020
#> T48_CT_E10 1 0.1556 0.89451 0.920 0.000 0.000 0.000 0.080 0.000
#> T48_CT_E11 1 0.2854 0.73822 0.792 0.000 0.000 0.000 0.208 0.000
#> T48_CT_E12 2 0.4798 0.57044 0.004 0.592 0.044 0.004 0.000 0.356
#> T48_CT_F01 2 0.0692 0.88130 0.000 0.976 0.000 0.000 0.004 0.020
#> T48_CT_F02 5 0.2260 0.80724 0.140 0.000 0.000 0.000 0.860 0.000
#> T48_CT_F03 5 0.1728 0.74183 0.064 0.000 0.000 0.008 0.924 0.004
#> T48_CT_F05 2 0.4196 0.68868 0.000 0.736 0.000 0.024 0.032 0.208
#> T48_CT_F07 5 0.2491 0.80473 0.164 0.000 0.000 0.000 0.836 0.000
#> T48_CT_F09 2 0.0458 0.88454 0.000 0.984 0.000 0.000 0.000 0.016
#> T48_CT_F10 5 0.1483 0.72616 0.036 0.000 0.000 0.008 0.944 0.012
#> T48_CT_F11 1 0.1714 0.88495 0.908 0.000 0.000 0.000 0.092 0.000
#> T48_CT_G01 1 0.1196 0.87945 0.952 0.000 0.000 0.008 0.040 0.000
#> T48_CT_G02 2 0.1471 0.87995 0.000 0.932 0.000 0.004 0.000 0.064
#> T48_CT_G03 2 0.3018 0.78733 0.000 0.816 0.000 0.004 0.012 0.168
#> T48_CT_G07 2 0.0508 0.88232 0.000 0.984 0.000 0.000 0.004 0.012
#> T48_CT_G08 2 0.3263 0.80116 0.000 0.832 0.000 0.012 0.040 0.116
#> T48_CT_G09 4 0.6252 0.60455 0.000 0.128 0.000 0.528 0.288 0.056
#> T48_CT_G10 3 0.4528 0.24051 0.364 0.000 0.604 0.020 0.008 0.004
#> T48_CT_G11 5 0.3822 0.75559 0.128 0.000 0.000 0.096 0.776 0.000
#> T48_CT_G12 2 0.0692 0.88224 0.000 0.976 0.000 0.000 0.004 0.020
#> T48_CT_H01 2 0.4605 0.65921 0.000 0.708 0.000 0.012 0.084 0.196
#> T48_CT_H02 4 0.3817 0.61599 0.000 0.000 0.000 0.568 0.432 0.000
#> T48_CT_H04 6 0.7335 0.61132 0.284 0.000 0.000 0.140 0.188 0.388
#> T48_CT_H05 2 0.0837 0.88077 0.000 0.972 0.000 0.004 0.004 0.020
#> T48_CT_H06 2 0.0837 0.88052 0.000 0.972 0.000 0.004 0.004 0.020
#> T48_CT_H07 5 0.1542 0.74995 0.052 0.000 0.000 0.004 0.936 0.008
#> T48_CT_H08 2 0.0632 0.88414 0.000 0.976 0.000 0.000 0.000 0.024
#> T48_CT_H11 5 0.1806 0.78647 0.088 0.000 0.000 0.004 0.908 0.000
#> T48_CT_H12 2 0.0748 0.88188 0.000 0.976 0.000 0.004 0.004 0.016
#> T72_CT_A01 2 0.1327 0.87968 0.000 0.936 0.000 0.000 0.000 0.064
#> T72_CT_A05 2 0.3403 0.84202 0.000 0.844 0.024 0.032 0.012 0.088
#> T72_CT_A08 5 0.3563 0.63776 0.336 0.000 0.000 0.000 0.664 0.000
#> T72_CT_A09 2 0.1863 0.86537 0.000 0.896 0.000 0.000 0.000 0.104
#> T72_CT_A11 2 0.1075 0.88388 0.000 0.952 0.000 0.000 0.000 0.048
#> T72_CT_B01 2 0.0865 0.88362 0.000 0.964 0.000 0.000 0.000 0.036
#> T72_CT_B02 1 0.1471 0.89971 0.932 0.000 0.000 0.004 0.064 0.000
#> T72_CT_B03 5 0.4459 0.69309 0.156 0.000 0.000 0.132 0.712 0.000
#> T72_CT_B04 1 0.1387 0.89777 0.932 0.000 0.000 0.000 0.068 0.000
#> T72_CT_B05 4 0.3810 0.62211 0.000 0.000 0.000 0.572 0.428 0.000
#> T72_CT_B06 1 0.1610 0.89323 0.916 0.000 0.000 0.000 0.084 0.000
#> T72_CT_B08 2 0.5421 0.50716 0.004 0.560 0.092 0.008 0.000 0.336
#> T72_CT_B09 1 0.4261 0.65437 0.748 0.000 0.000 0.028 0.180 0.044
#> T72_CT_B11 5 0.2527 0.80055 0.168 0.000 0.000 0.000 0.832 0.000
#> T72_CT_B12 2 0.1007 0.88306 0.000 0.956 0.000 0.000 0.000 0.044
#> T72_CT_C04 2 0.1204 0.88047 0.000 0.944 0.000 0.000 0.000 0.056
#> T72_CT_C06 5 0.3657 0.74413 0.108 0.000 0.000 0.100 0.792 0.000
#> T72_CT_C07 2 0.3276 0.78055 0.000 0.764 0.004 0.004 0.000 0.228
#> T72_CT_C09 5 0.3352 0.77115 0.112 0.000 0.000 0.072 0.816 0.000
#> T72_CT_C11 2 0.4264 0.63549 0.000 0.636 0.032 0.000 0.000 0.332
#> T72_CT_D01 2 0.1075 0.88221 0.000 0.952 0.000 0.000 0.000 0.048
#> T72_CT_D03 5 0.5621 -0.12121 0.128 0.000 0.004 0.400 0.468 0.000
#> T72_CT_D04 2 0.1663 0.87179 0.000 0.912 0.000 0.000 0.000 0.088
#> T72_CT_D05 5 0.3499 0.65447 0.320 0.000 0.000 0.000 0.680 0.000
#> T72_CT_D07 5 0.3351 0.69805 0.288 0.000 0.000 0.000 0.712 0.000
#> T72_CT_D10 4 0.3838 0.58548 0.000 0.000 0.000 0.552 0.448 0.000
#> T72_CT_D11 1 0.1588 0.89713 0.924 0.000 0.000 0.004 0.072 0.000
#> T72_CT_E04 5 0.2416 0.80643 0.156 0.000 0.000 0.000 0.844 0.000
#> T72_CT_E05 2 0.0865 0.88493 0.000 0.964 0.000 0.000 0.000 0.036
#> T72_CT_E07 4 0.3799 0.71262 0.020 0.000 0.000 0.704 0.276 0.000
#> T72_CT_F01 2 0.3790 0.74473 0.000 0.772 0.000 0.020 0.024 0.184
#> T72_CT_F05 2 0.0790 0.88470 0.000 0.968 0.000 0.000 0.000 0.032
#> T72_CT_F07 5 0.3531 0.65256 0.328 0.000 0.000 0.000 0.672 0.000
#> T72_CT_F10 2 0.1327 0.87946 0.000 0.936 0.000 0.000 0.000 0.064
#> T72_CT_F11 2 0.3248 0.78391 0.000 0.768 0.004 0.004 0.000 0.224
#> T72_CT_G03 1 0.0508 0.89833 0.984 0.000 0.000 0.004 0.012 0.000
#> T72_CT_G04 1 0.1267 0.90063 0.940 0.000 0.000 0.000 0.060 0.000
#> T72_CT_G06 2 0.3126 0.76861 0.000 0.752 0.000 0.000 0.000 0.248
#> T72_CT_G08 4 0.4742 0.69957 0.028 0.000 0.044 0.676 0.252 0.000
#> T72_CT_G10 2 0.0692 0.88433 0.000 0.976 0.000 0.004 0.000 0.020
#> T72_CT_G11 5 0.2178 0.80479 0.132 0.000 0.000 0.000 0.868 0.000
#> T72_CT_H01 2 0.0692 0.88550 0.000 0.976 0.000 0.004 0.000 0.020
#> T72_CT_H03 2 0.0363 0.88422 0.000 0.988 0.000 0.000 0.000 0.012
#> T72_CT_H05 3 0.5828 0.38230 0.000 0.208 0.516 0.004 0.000 0.272
#> T72_CT_H08 2 0.6012 0.39077 0.004 0.500 0.156 0.012 0.000 0.328
#> T72_CT_H09 3 0.2157 0.70782 0.008 0.000 0.904 0.076 0.004 0.008
#> T72_CT_H10 5 0.2300 0.80584 0.144 0.000 0.000 0.000 0.856 0.000
#> T72_CT_H11 5 0.2219 0.80608 0.136 0.000 0.000 0.000 0.864 0.000
#> T72_CT_H12 2 0.0508 0.88439 0.000 0.984 0.000 0.004 0.000 0.012
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> SD:mclust 269 5.26e-05 5.40e-06 1.01e-24 2
#> SD:mclust 264 2.90e-24 2.30e-27 2.28e-56 3
#> SD:mclust 245 5.58e-24 1.30e-26 3.28e-52 4
#> SD:mclust 208 2.56e-20 1.61e-23 4.13e-41 5
#> SD:mclust 240 1.31e-20 1.75e-24 5.35e-43 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["SD", "NMF"]
# you can also extract it by
# res = res_list["SD:NMF"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'SD' method.
#> Subgroups are detected by 'NMF' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.960 0.984 0.4769 0.522 0.522
#> 3 3 1.000 0.961 0.984 0.3716 0.774 0.588
#> 4 4 0.845 0.837 0.923 0.1112 0.889 0.697
#> 5 5 0.737 0.678 0.840 0.0613 0.943 0.812
#> 6 6 0.702 0.553 0.758 0.0485 0.911 0.688
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.9889 0.000 1.000
#> T0_CT_A03 2 0.0000 0.9889 0.000 1.000
#> T0_CT_A05 2 0.1184 0.9749 0.016 0.984
#> T0_CT_A06 2 0.0000 0.9889 0.000 1.000
#> T0_CT_A07 2 0.0000 0.9889 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9748 1.000 0.000
#> T0_CT_A10 2 0.4690 0.8867 0.100 0.900
#> T0_CT_A11 1 0.6712 0.7842 0.824 0.176
#> T0_CT_B01 2 0.0000 0.9889 0.000 1.000
#> T0_CT_B03 2 0.0000 0.9889 0.000 1.000
#> T0_CT_B05 1 0.1184 0.9612 0.984 0.016
#> T0_CT_B07 2 0.1633 0.9677 0.024 0.976
#> T0_CT_B08 2 0.0000 0.9889 0.000 1.000
#> T0_CT_B09 2 0.0000 0.9889 0.000 1.000
#> T0_CT_C02 2 0.0000 0.9889 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9748 1.000 0.000
#> T0_CT_C05 2 0.0000 0.9889 0.000 1.000
#> T0_CT_C06 1 0.9993 0.0811 0.516 0.484
#> T0_CT_C07 2 0.9661 0.3476 0.392 0.608
#> T0_CT_C08 2 0.0000 0.9889 0.000 1.000
#> T0_CT_C09 2 0.0000 0.9889 0.000 1.000
#> T0_CT_C11 2 0.0000 0.9889 0.000 1.000
#> T0_CT_C12 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D01 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D02 1 0.5178 0.8585 0.884 0.116
#> T0_CT_D03 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D05 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D06 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D07 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D08 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D09 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D11 2 0.0000 0.9889 0.000 1.000
#> T0_CT_D12 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E01 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E03 2 0.2948 0.9398 0.052 0.948
#> T0_CT_E04 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E05 1 0.0000 0.9748 1.000 0.000
#> T0_CT_E06 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E07 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E08 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E09 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E10 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E11 2 0.0000 0.9889 0.000 1.000
#> T0_CT_E12 2 0.2423 0.9523 0.040 0.960
#> T0_CT_F01 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F02 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F03 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F04 2 0.5842 0.8360 0.140 0.860
#> T0_CT_F05 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F06 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F07 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F09 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F11 2 0.0000 0.9889 0.000 1.000
#> T0_CT_F12 2 0.0000 0.9889 0.000 1.000
#> T0_CT_G01 2 0.0000 0.9889 0.000 1.000
#> T0_CT_G02 1 0.1184 0.9614 0.984 0.016
#> T0_CT_G03 2 0.4161 0.9049 0.084 0.916
#> T0_CT_G04 2 0.0000 0.9889 0.000 1.000
#> T0_CT_G07 2 0.0000 0.9889 0.000 1.000
#> T0_CT_G08 2 0.0000 0.9889 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9748 1.000 0.000
#> T0_CT_G11 1 0.9977 0.1173 0.528 0.472
#> T0_CT_H01 1 0.7745 0.7058 0.772 0.228
#> T0_CT_H02 2 0.0000 0.9889 0.000 1.000
#> T0_CT_H04 2 0.0000 0.9889 0.000 1.000
#> T0_CT_H05 2 0.4298 0.9003 0.088 0.912
#> T0_CT_H08 2 0.0000 0.9889 0.000 1.000
#> T0_CT_H09 2 0.0000 0.9889 0.000 1.000
#> T0_CT_H12 1 0.9998 0.0458 0.508 0.492
#> T24_CT_A01 1 0.0000 0.9748 1.000 0.000
#> T24_CT_A03 2 0.0000 0.9889 0.000 1.000
#> T24_CT_A04 2 0.0000 0.9889 0.000 1.000
#> T24_CT_A05 1 0.0000 0.9748 1.000 0.000
#> T24_CT_A07 2 0.0000 0.9889 0.000 1.000
#> T24_CT_A08 1 0.0000 0.9748 1.000 0.000
#> T24_CT_A09 1 0.0000 0.9748 1.000 0.000
#> T24_CT_A10 1 0.0000 0.9748 1.000 0.000
#> T24_CT_B01 1 0.0000 0.9748 1.000 0.000
#> T24_CT_B02 1 0.0000 0.9748 1.000 0.000
#> T24_CT_B03 2 0.0000 0.9889 0.000 1.000
#> T24_CT_B05 2 0.0000 0.9889 0.000 1.000
#> T24_CT_B06 2 0.0000 0.9889 0.000 1.000
#> T24_CT_B07 1 0.0000 0.9748 1.000 0.000
#> T24_CT_B08 2 0.0000 0.9889 0.000 1.000
#> T24_CT_B09 1 0.0000 0.9748 1.000 0.000
#> T24_CT_B11 1 0.2043 0.9467 0.968 0.032
#> T24_CT_C01 1 0.0000 0.9748 1.000 0.000
#> T24_CT_C02 2 0.0000 0.9889 0.000 1.000
#> T24_CT_C03 1 0.0000 0.9748 1.000 0.000
#> T24_CT_C05 2 0.0000 0.9889 0.000 1.000
#> T24_CT_C07 2 0.0000 0.9889 0.000 1.000
#> T24_CT_C08 2 0.0000 0.9889 0.000 1.000
#> T24_CT_C09 2 0.0000 0.9889 0.000 1.000
#> T24_CT_C10 1 0.0000 0.9748 1.000 0.000
#> T24_CT_C11 1 0.6438 0.8009 0.836 0.164
#> T24_CT_C12 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D01 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D02 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D03 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D04 1 0.0000 0.9748 1.000 0.000
#> T24_CT_D05 1 0.0000 0.9748 1.000 0.000
#> T24_CT_D06 1 0.0000 0.9748 1.000 0.000
#> T24_CT_D07 1 0.9460 0.4351 0.636 0.364
#> T24_CT_D08 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D09 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D10 2 0.0000 0.9889 0.000 1.000
#> T24_CT_D11 2 0.0000 0.9889 0.000 1.000
#> T24_CT_E01 1 0.0000 0.9748 1.000 0.000
#> T24_CT_E02 1 0.0000 0.9748 1.000 0.000
#> T24_CT_E04 2 0.0000 0.9889 0.000 1.000
#> T24_CT_E05 1 0.0000 0.9748 1.000 0.000
#> T24_CT_E07 2 0.0000 0.9889 0.000 1.000
#> T24_CT_E09 1 0.0000 0.9748 1.000 0.000
#> T24_CT_E11 1 0.0000 0.9748 1.000 0.000
#> T24_CT_E12 2 0.0000 0.9889 0.000 1.000
#> T24_CT_F01 2 0.0000 0.9889 0.000 1.000
#> T24_CT_F02 2 0.0000 0.9889 0.000 1.000
#> T24_CT_F03 1 0.0000 0.9748 1.000 0.000
#> T24_CT_F04 1 0.0000 0.9748 1.000 0.000
#> T24_CT_F05 1 0.0000 0.9748 1.000 0.000
#> T24_CT_F07 1 0.0000 0.9748 1.000 0.000
#> T24_CT_F08 1 0.0000 0.9748 1.000 0.000
#> T24_CT_F09 2 0.0000 0.9889 0.000 1.000
#> T24_CT_F10 2 0.0376 0.9855 0.004 0.996
#> T24_CT_F11 1 0.0000 0.9748 1.000 0.000
#> T24_CT_F12 2 0.0000 0.9889 0.000 1.000
#> T24_CT_G01 2 0.0000 0.9889 0.000 1.000
#> T24_CT_G02 1 0.0000 0.9748 1.000 0.000
#> T24_CT_G03 1 0.0000 0.9748 1.000 0.000
#> T24_CT_G04 2 0.0000 0.9889 0.000 1.000
#> T24_CT_G05 2 0.0000 0.9889 0.000 1.000
#> T24_CT_G06 1 0.0000 0.9748 1.000 0.000
#> T24_CT_G08 1 0.0000 0.9748 1.000 0.000
#> T24_CT_G10 2 0.0000 0.9889 0.000 1.000
#> T24_CT_G11 1 0.0000 0.9748 1.000 0.000
#> T24_CT_G12 1 0.0000 0.9748 1.000 0.000
#> T24_CT_H01 2 0.9710 0.3240 0.400 0.600
#> T24_CT_H02 1 0.0000 0.9748 1.000 0.000
#> T24_CT_H03 2 0.0000 0.9889 0.000 1.000
#> T24_CT_H05 1 0.0000 0.9748 1.000 0.000
#> T24_CT_H07 1 0.0000 0.9748 1.000 0.000
#> T24_CT_H09 1 0.0000 0.9748 1.000 0.000
#> T24_CT_H12 1 0.0000 0.9748 1.000 0.000
#> T48_CT_A01 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A02 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A03 1 0.0000 0.9748 1.000 0.000
#> T48_CT_A04 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A05 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A06 1 0.0000 0.9748 1.000 0.000
#> T48_CT_A07 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A08 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A09 1 0.0000 0.9748 1.000 0.000
#> T48_CT_A10 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A11 2 0.0000 0.9889 0.000 1.000
#> T48_CT_A12 1 0.0000 0.9748 1.000 0.000
#> T48_CT_B01 2 0.0000 0.9889 0.000 1.000
#> T48_CT_B02 2 0.0000 0.9889 0.000 1.000
#> T48_CT_B03 1 0.0000 0.9748 1.000 0.000
#> T48_CT_B04 1 0.0000 0.9748 1.000 0.000
#> T48_CT_B06 2 0.0000 0.9889 0.000 1.000
#> T48_CT_B08 1 0.0000 0.9748 1.000 0.000
#> T48_CT_B10 2 0.0000 0.9889 0.000 1.000
#> T48_CT_B11 2 0.0000 0.9889 0.000 1.000
#> T48_CT_B12 1 0.0000 0.9748 1.000 0.000
#> T48_CT_C01 2 0.0000 0.9889 0.000 1.000
#> T48_CT_C02 1 0.0000 0.9748 1.000 0.000
#> T48_CT_C03 2 0.0000 0.9889 0.000 1.000
#> T48_CT_C04 1 0.0000 0.9748 1.000 0.000
#> T48_CT_C05 2 0.0000 0.9889 0.000 1.000
#> T48_CT_C06 2 0.0000 0.9889 0.000 1.000
#> T48_CT_C07 1 0.0000 0.9748 1.000 0.000
#> T48_CT_C09 2 0.0000 0.9889 0.000 1.000
#> T48_CT_C10 1 0.0000 0.9748 1.000 0.000
#> T48_CT_C11 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D01 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D02 1 0.0000 0.9748 1.000 0.000
#> T48_CT_D03 1 0.0000 0.9748 1.000 0.000
#> T48_CT_D04 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D06 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D07 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D08 1 0.0000 0.9748 1.000 0.000
#> T48_CT_D09 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D10 1 0.0000 0.9748 1.000 0.000
#> T48_CT_D11 2 0.0000 0.9889 0.000 1.000
#> T48_CT_D12 1 0.0000 0.9748 1.000 0.000
#> T48_CT_E01 2 0.0376 0.9856 0.004 0.996
#> T48_CT_E02 1 0.0000 0.9748 1.000 0.000
#> T48_CT_E03 2 0.0000 0.9889 0.000 1.000
#> T48_CT_E04 1 0.2603 0.9356 0.956 0.044
#> T48_CT_E05 2 0.0000 0.9889 0.000 1.000
#> T48_CT_E06 1 0.0000 0.9748 1.000 0.000
#> T48_CT_E07 1 0.0000 0.9748 1.000 0.000
#> T48_CT_E08 2 0.0000 0.9889 0.000 1.000
#> T48_CT_E10 1 0.0000 0.9748 1.000 0.000
#> T48_CT_E11 1 0.0000 0.9748 1.000 0.000
#> T48_CT_E12 2 0.0000 0.9889 0.000 1.000
#> T48_CT_F01 2 0.0000 0.9889 0.000 1.000
#> T48_CT_F02 1 0.0000 0.9748 1.000 0.000
#> T48_CT_F03 1 0.0000 0.9748 1.000 0.000
#> T48_CT_F05 2 0.0000 0.9889 0.000 1.000
#> T48_CT_F07 1 0.0000 0.9748 1.000 0.000
#> T48_CT_F09 2 0.0000 0.9889 0.000 1.000
#> T48_CT_F10 1 0.0000 0.9748 1.000 0.000
#> T48_CT_F11 1 0.0000 0.9748 1.000 0.000
#> T48_CT_G01 1 0.0000 0.9748 1.000 0.000
#> T48_CT_G02 2 0.0000 0.9889 0.000 1.000
#> T48_CT_G03 2 0.0000 0.9889 0.000 1.000
#> T48_CT_G07 2 0.0000 0.9889 0.000 1.000
#> T48_CT_G08 2 0.0000 0.9889 0.000 1.000
#> T48_CT_G09 2 0.0000 0.9889 0.000 1.000
#> T48_CT_G10 1 0.0000 0.9748 1.000 0.000
#> T48_CT_G11 1 0.0000 0.9748 1.000 0.000
#> T48_CT_G12 2 0.0000 0.9889 0.000 1.000
#> T48_CT_H01 2 0.0000 0.9889 0.000 1.000
#> T48_CT_H02 2 0.1633 0.9677 0.024 0.976
#> T48_CT_H04 1 0.0000 0.9748 1.000 0.000
#> T48_CT_H05 2 0.0000 0.9889 0.000 1.000
#> T48_CT_H06 2 0.0000 0.9889 0.000 1.000
#> T48_CT_H07 1 0.0000 0.9748 1.000 0.000
#> T48_CT_H08 2 0.0000 0.9889 0.000 1.000
#> T48_CT_H11 1 0.0000 0.9748 1.000 0.000
#> T48_CT_H12 2 0.0000 0.9889 0.000 1.000
#> T72_CT_A01 2 0.0000 0.9889 0.000 1.000
#> T72_CT_A05 2 0.0000 0.9889 0.000 1.000
#> T72_CT_A08 1 0.0000 0.9748 1.000 0.000
#> T72_CT_A09 2 0.0000 0.9889 0.000 1.000
#> T72_CT_A11 2 0.0000 0.9889 0.000 1.000
#> T72_CT_B01 2 0.0000 0.9889 0.000 1.000
#> T72_CT_B02 1 0.0000 0.9748 1.000 0.000
#> T72_CT_B03 1 0.0000 0.9748 1.000 0.000
#> T72_CT_B04 1 0.0000 0.9748 1.000 0.000
#> T72_CT_B05 2 0.0938 0.9786 0.012 0.988
#> T72_CT_B06 1 0.0000 0.9748 1.000 0.000
#> T72_CT_B08 2 0.0000 0.9889 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9748 1.000 0.000
#> T72_CT_B11 1 0.0000 0.9748 1.000 0.000
#> T72_CT_B12 2 0.0000 0.9889 0.000 1.000
#> T72_CT_C04 2 0.0000 0.9889 0.000 1.000
#> T72_CT_C06 1 0.0000 0.9748 1.000 0.000
#> T72_CT_C07 2 0.0000 0.9889 0.000 1.000
#> T72_CT_C09 1 0.0000 0.9748 1.000 0.000
#> T72_CT_C11 2 0.0000 0.9889 0.000 1.000
#> T72_CT_D01 2 0.0000 0.9889 0.000 1.000
#> T72_CT_D03 1 0.0000 0.9748 1.000 0.000
#> T72_CT_D04 2 0.0000 0.9889 0.000 1.000
#> T72_CT_D05 1 0.0000 0.9748 1.000 0.000
#> T72_CT_D07 1 0.0000 0.9748 1.000 0.000
#> T72_CT_D10 2 0.6887 0.7727 0.184 0.816
#> T72_CT_D11 1 0.0000 0.9748 1.000 0.000
#> T72_CT_E04 1 0.0000 0.9748 1.000 0.000
#> T72_CT_E05 2 0.0000 0.9889 0.000 1.000
#> T72_CT_E07 2 0.1633 0.9676 0.024 0.976
#> T72_CT_F01 2 0.0000 0.9889 0.000 1.000
#> T72_CT_F05 2 0.0000 0.9889 0.000 1.000
#> T72_CT_F07 1 0.0000 0.9748 1.000 0.000
#> T72_CT_F10 2 0.0000 0.9889 0.000 1.000
#> T72_CT_F11 2 0.0000 0.9889 0.000 1.000
#> T72_CT_G03 1 0.0000 0.9748 1.000 0.000
#> T72_CT_G04 1 0.0000 0.9748 1.000 0.000
#> T72_CT_G06 2 0.0000 0.9889 0.000 1.000
#> T72_CT_G08 2 0.0376 0.9856 0.004 0.996
#> T72_CT_G10 2 0.0000 0.9889 0.000 1.000
#> T72_CT_G11 1 0.0000 0.9748 1.000 0.000
#> T72_CT_H01 2 0.0000 0.9889 0.000 1.000
#> T72_CT_H03 2 0.0000 0.9889 0.000 1.000
#> T72_CT_H05 2 0.0000 0.9889 0.000 1.000
#> T72_CT_H08 2 0.0000 0.9889 0.000 1.000
#> T72_CT_H09 2 0.6712 0.7862 0.176 0.824
#> T72_CT_H10 1 0.0000 0.9748 1.000 0.000
#> T72_CT_H11 1 0.0000 0.9748 1.000 0.000
#> T72_CT_H12 2 0.0000 0.9889 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.988 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_A11 3 0.0424 0.980 0.008 0.000 0.992
#> T0_CT_B01 2 0.5884 0.617 0.012 0.716 0.272
#> T0_CT_B03 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_B05 3 0.4002 0.805 0.160 0.000 0.840
#> T0_CT_B07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_B08 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_C03 1 0.0000 0.988 1.000 0.000 0.000
#> T0_CT_C05 2 0.1411 0.944 0.000 0.964 0.036
#> T0_CT_C06 2 0.4796 0.717 0.220 0.780 0.000
#> T0_CT_C07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_C08 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_C09 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_C11 2 0.0000 0.976 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D01 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D02 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D03 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D05 2 0.6079 0.382 0.000 0.612 0.388
#> T0_CT_D06 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D08 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_D09 3 0.5859 0.475 0.000 0.344 0.656
#> T0_CT_D11 2 0.0237 0.972 0.000 0.996 0.004
#> T0_CT_D12 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E04 2 0.1031 0.955 0.000 0.976 0.024
#> T0_CT_E05 1 0.0000 0.988 1.000 0.000 0.000
#> T0_CT_E06 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E10 3 0.0237 0.984 0.000 0.004 0.996
#> T0_CT_E11 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F05 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F06 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F09 2 0.0000 0.976 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_G02 3 0.1753 0.941 0.048 0.000 0.952
#> T0_CT_G03 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.988 1.000 0.000 0.000
#> T0_CT_G11 1 0.8321 0.494 0.620 0.140 0.240
#> T0_CT_H01 1 0.4796 0.717 0.780 0.220 0.000
#> T0_CT_H02 3 0.4062 0.801 0.000 0.164 0.836
#> T0_CT_H04 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_H05 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_H08 3 0.0000 0.987 0.000 0.000 1.000
#> T0_CT_H09 2 0.1964 0.925 0.000 0.944 0.056
#> T0_CT_H12 3 0.0000 0.987 0.000 0.000 1.000
#> T24_CT_A01 1 0.1163 0.962 0.972 0.000 0.028
#> T24_CT_A03 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_A04 2 0.0424 0.969 0.000 0.992 0.008
#> T24_CT_A05 3 0.0000 0.987 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_B05 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_B09 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.987 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_C09 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_C10 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_C11 2 0.1643 0.934 0.044 0.956 0.000
#> T24_CT_C12 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D02 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D03 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_D05 1 0.0237 0.985 0.996 0.004 0.000
#> T24_CT_D06 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_D07 2 0.5882 0.475 0.348 0.652 0.000
#> T24_CT_D08 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_E07 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_E09 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_F04 1 0.0892 0.969 0.980 0.020 0.000
#> T24_CT_F05 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_F10 2 0.0892 0.958 0.020 0.980 0.000
#> T24_CT_F11 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_F12 2 0.0592 0.966 0.000 0.988 0.012
#> T24_CT_G01 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_G05 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.987 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.976 0.000 1.000 0.000
#> T24_CT_H05 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.988 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A05 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A06 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.987 0.000 0.000 1.000
#> T48_CT_A08 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A09 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_B12 1 0.0424 0.981 0.992 0.008 0.000
#> T48_CT_C01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_C05 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_C06 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_C07 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_C09 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_C10 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D02 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_D03 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D06 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D10 2 0.6192 0.281 0.420 0.580 0.000
#> T48_CT_D11 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_D12 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_E01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_E02 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_E03 2 0.0237 0.972 0.004 0.996 0.000
#> T48_CT_E04 2 0.1860 0.926 0.052 0.948 0.000
#> T48_CT_E05 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.987 0.000 0.000 1.000
#> T48_CT_F01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_F07 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_F10 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_F11 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_G08 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_G10 1 0.1031 0.967 0.976 0.000 0.024
#> T48_CT_G11 1 0.0237 0.985 0.996 0.004 0.000
#> T48_CT_G12 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_H01 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_H02 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_H04 1 0.0000 0.988 1.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_H07 1 0.5058 0.676 0.756 0.244 0.000
#> T48_CT_H08 2 0.0000 0.976 0.000 1.000 0.000
#> T48_CT_H11 1 0.0892 0.969 0.980 0.020 0.000
#> T48_CT_H12 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_A05 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_A08 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_B03 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_B04 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_B05 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_B06 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_B08 3 0.0000 0.987 0.000 0.000 1.000
#> T72_CT_B09 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_C06 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_C07 2 0.0237 0.972 0.000 0.996 0.004
#> T72_CT_C09 1 0.1860 0.934 0.948 0.052 0.000
#> T72_CT_C11 3 0.1411 0.953 0.000 0.036 0.964
#> T72_CT_D01 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_D03 1 0.0592 0.977 0.988 0.012 0.000
#> T72_CT_D04 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_D05 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_D10 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_D11 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_E07 2 0.0592 0.965 0.012 0.988 0.000
#> T72_CT_F01 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_F11 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_G03 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_G06 2 0.6267 0.191 0.000 0.548 0.452
#> T72_CT_G08 2 0.6447 0.693 0.060 0.744 0.196
#> T72_CT_G10 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_G11 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.976 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.987 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.987 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.987 0.000 0.000 1.000
#> T72_CT_H10 1 0.0747 0.973 0.984 0.016 0.000
#> T72_CT_H11 1 0.0000 0.988 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.976 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_A03 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0336 0.8987 0.992 0.000 0.000 0.008
#> T0_CT_A10 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_A11 3 0.5870 0.6973 0.148 0.028 0.740 0.084
#> T0_CT_B01 4 0.3946 0.7192 0.000 0.020 0.168 0.812
#> T0_CT_B03 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_B05 3 0.4789 0.7081 0.056 0.000 0.772 0.172
#> T0_CT_B07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_B08 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.4072 0.6629 0.748 0.000 0.000 0.252
#> T0_CT_C05 2 0.0336 0.9401 0.000 0.992 0.000 0.008
#> T0_CT_C06 4 0.1443 0.8011 0.004 0.028 0.008 0.960
#> T0_CT_C07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_C08 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_C09 3 0.4769 0.5542 0.000 0.308 0.684 0.008
#> T0_CT_C11 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T0_CT_C12 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D02 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D03 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D05 4 0.5173 0.5046 0.000 0.020 0.320 0.660
#> T0_CT_D06 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D08 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.1520 0.9185 0.000 0.956 0.020 0.024
#> T0_CT_D11 2 0.0376 0.9401 0.000 0.992 0.004 0.004
#> T0_CT_D12 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E04 2 0.0188 0.9413 0.000 0.996 0.000 0.004
#> T0_CT_E05 4 0.1022 0.8160 0.032 0.000 0.000 0.968
#> T0_CT_E06 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E10 3 0.5386 0.4215 0.000 0.368 0.612 0.020
#> T0_CT_E11 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F01 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F05 3 0.1716 0.8937 0.000 0.064 0.936 0.000
#> T0_CT_F06 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F09 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T0_CT_F11 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_F12 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_G02 3 0.3383 0.8401 0.052 0.000 0.872 0.076
#> T0_CT_G03 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_G09 4 0.2704 0.7864 0.124 0.000 0.000 0.876
#> T0_CT_G11 4 0.4290 0.7219 0.036 0.000 0.164 0.800
#> T0_CT_H01 4 0.1639 0.8172 0.036 0.008 0.004 0.952
#> T0_CT_H02 2 0.2450 0.8738 0.000 0.912 0.072 0.016
#> T0_CT_H04 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_H05 3 0.4679 0.4162 0.000 0.000 0.648 0.352
#> T0_CT_H08 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T0_CT_H09 4 0.6245 0.5337 0.000 0.096 0.268 0.636
#> T0_CT_H12 3 0.0707 0.9439 0.000 0.000 0.980 0.020
#> T24_CT_A01 1 0.6163 0.5961 0.676 0.000 0.160 0.164
#> T24_CT_A03 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_A04 2 0.0188 0.9413 0.000 0.996 0.000 0.004
#> T24_CT_A05 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T24_CT_A07 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.0336 0.8930 0.992 0.000 0.000 0.008
#> T24_CT_A09 1 0.0469 0.8991 0.988 0.000 0.000 0.012
#> T24_CT_A10 4 0.2647 0.7892 0.120 0.000 0.000 0.880
#> T24_CT_B01 4 0.4804 0.3867 0.384 0.000 0.000 0.616
#> T24_CT_B02 1 0.0921 0.8957 0.972 0.000 0.000 0.028
#> T24_CT_B03 2 0.1211 0.9263 0.000 0.960 0.000 0.040
#> T24_CT_B05 2 0.0469 0.9403 0.000 0.988 0.000 0.012
#> T24_CT_B06 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0336 0.8930 0.992 0.000 0.000 0.008
#> T24_CT_B08 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_B09 1 0.0000 0.8968 1.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0592 0.8987 0.984 0.000 0.000 0.016
#> T24_CT_C02 2 0.0188 0.9419 0.000 0.996 0.000 0.004
#> T24_CT_C03 1 0.3266 0.7825 0.832 0.000 0.000 0.168
#> T24_CT_C05 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_C07 2 0.3356 0.8051 0.000 0.824 0.000 0.176
#> T24_CT_C08 2 0.0188 0.9413 0.000 0.996 0.000 0.004
#> T24_CT_C09 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_C10 1 0.4103 0.6582 0.744 0.000 0.000 0.256
#> T24_CT_C11 2 0.6439 0.3714 0.084 0.576 0.000 0.340
#> T24_CT_C12 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T24_CT_D01 2 0.0817 0.9351 0.000 0.976 0.000 0.024
#> T24_CT_D02 2 0.0469 0.9402 0.000 0.988 0.000 0.012
#> T24_CT_D03 2 0.0336 0.9401 0.000 0.992 0.000 0.008
#> T24_CT_D04 1 0.0592 0.8987 0.984 0.000 0.000 0.016
#> T24_CT_D05 1 0.1042 0.8956 0.972 0.008 0.000 0.020
#> T24_CT_D06 1 0.2921 0.8113 0.860 0.000 0.000 0.140
#> T24_CT_D07 2 0.7530 0.1661 0.308 0.480 0.000 0.212
#> T24_CT_D08 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_D09 2 0.0336 0.9402 0.000 0.992 0.000 0.008
#> T24_CT_D10 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_D11 2 0.0188 0.9419 0.000 0.996 0.000 0.004
#> T24_CT_E01 4 0.2868 0.7778 0.136 0.000 0.000 0.864
#> T24_CT_E02 1 0.4072 0.6669 0.748 0.000 0.000 0.252
#> T24_CT_E04 2 0.1792 0.9075 0.000 0.932 0.000 0.068
#> T24_CT_E05 1 0.0000 0.8968 1.000 0.000 0.000 0.000
#> T24_CT_E07 4 0.4998 -0.1143 0.000 0.488 0.000 0.512
#> T24_CT_E09 1 0.0707 0.8979 0.980 0.000 0.000 0.020
#> T24_CT_E11 1 0.0817 0.8969 0.976 0.000 0.000 0.024
#> T24_CT_E12 2 0.2469 0.8745 0.000 0.892 0.000 0.108
#> T24_CT_F01 2 0.2814 0.8530 0.000 0.868 0.000 0.132
#> T24_CT_F02 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_F03 4 0.2704 0.7862 0.124 0.000 0.000 0.876
#> T24_CT_F04 4 0.1151 0.8136 0.024 0.008 0.000 0.968
#> T24_CT_F05 4 0.2589 0.7911 0.116 0.000 0.000 0.884
#> T24_CT_F07 4 0.3311 0.7519 0.172 0.000 0.000 0.828
#> T24_CT_F08 1 0.0707 0.8979 0.980 0.000 0.000 0.020
#> T24_CT_F09 2 0.0592 0.9369 0.000 0.984 0.000 0.016
#> T24_CT_F10 2 0.5279 0.3853 0.012 0.588 0.000 0.400
#> T24_CT_F11 4 0.1474 0.8150 0.052 0.000 0.000 0.948
#> T24_CT_F12 2 0.4122 0.6939 0.000 0.760 0.236 0.004
#> T24_CT_G01 2 0.0188 0.9413 0.000 0.996 0.000 0.004
#> T24_CT_G02 1 0.0000 0.8968 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0188 0.8980 0.996 0.000 0.000 0.004
#> T24_CT_G04 2 0.0921 0.9331 0.000 0.972 0.000 0.028
#> T24_CT_G05 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T24_CT_G06 1 0.2281 0.8508 0.904 0.000 0.000 0.096
#> T24_CT_G08 1 0.0469 0.8990 0.988 0.000 0.000 0.012
#> T24_CT_G10 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T24_CT_G11 1 0.0336 0.8987 0.992 0.000 0.000 0.008
#> T24_CT_G12 1 0.6176 0.1674 0.524 0.000 0.052 0.424
#> T24_CT_H01 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.1637 0.8785 0.940 0.000 0.000 0.060
#> T24_CT_H03 2 0.0188 0.9413 0.000 0.996 0.000 0.004
#> T24_CT_H05 4 0.4605 0.5003 0.336 0.000 0.000 0.664
#> T24_CT_H07 1 0.4977 0.1503 0.540 0.000 0.000 0.460
#> T24_CT_H09 1 0.0592 0.8987 0.984 0.000 0.000 0.016
#> T24_CT_H12 1 0.0921 0.8954 0.972 0.000 0.000 0.028
#> T48_CT_A01 2 0.0469 0.9387 0.000 0.988 0.000 0.012
#> T48_CT_A02 2 0.0921 0.9336 0.000 0.972 0.000 0.028
#> T48_CT_A03 1 0.0188 0.8951 0.996 0.000 0.000 0.004
#> T48_CT_A04 2 0.0188 0.9419 0.000 0.996 0.000 0.004
#> T48_CT_A05 2 0.2868 0.8490 0.000 0.864 0.000 0.136
#> T48_CT_A06 1 0.0707 0.8853 0.980 0.000 0.000 0.020
#> T48_CT_A07 3 0.0188 0.9572 0.000 0.004 0.996 0.000
#> T48_CT_A08 2 0.0188 0.9419 0.000 0.996 0.000 0.004
#> T48_CT_A09 4 0.3837 0.6910 0.224 0.000 0.000 0.776
#> T48_CT_A10 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T48_CT_A11 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T48_CT_A12 4 0.1302 0.8163 0.044 0.000 0.000 0.956
#> T48_CT_B01 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_B02 2 0.1792 0.9071 0.000 0.932 0.000 0.068
#> T48_CT_B03 1 0.0592 0.8880 0.984 0.000 0.000 0.016
#> T48_CT_B04 1 0.0336 0.8969 0.992 0.000 0.000 0.008
#> T48_CT_B06 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T48_CT_B08 1 0.0817 0.8969 0.976 0.000 0.000 0.024
#> T48_CT_B10 2 0.1118 0.9290 0.000 0.964 0.000 0.036
#> T48_CT_B11 2 0.0188 0.9415 0.000 0.996 0.000 0.004
#> T48_CT_B12 4 0.1151 0.8136 0.024 0.008 0.000 0.968
#> T48_CT_C01 2 0.0469 0.9402 0.000 0.988 0.000 0.012
#> T48_CT_C02 1 0.0817 0.8823 0.976 0.000 0.000 0.024
#> T48_CT_C03 2 0.3123 0.8285 0.000 0.844 0.000 0.156
#> T48_CT_C04 1 0.0336 0.8930 0.992 0.000 0.000 0.008
#> T48_CT_C05 2 0.0188 0.9415 0.000 0.996 0.000 0.004
#> T48_CT_C06 2 0.4331 0.6485 0.000 0.712 0.000 0.288
#> T48_CT_C07 4 0.1022 0.8160 0.032 0.000 0.000 0.968
#> T48_CT_C09 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_C10 1 0.4830 0.3469 0.608 0.000 0.000 0.392
#> T48_CT_C11 2 0.0469 0.9407 0.000 0.988 0.000 0.012
#> T48_CT_D01 4 0.4477 0.4479 0.000 0.312 0.000 0.688
#> T48_CT_D02 4 0.1022 0.8160 0.032 0.000 0.000 0.968
#> T48_CT_D03 1 0.1118 0.8921 0.964 0.000 0.000 0.036
#> T48_CT_D04 2 0.0469 0.9392 0.000 0.988 0.000 0.012
#> T48_CT_D06 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.1118 0.9291 0.000 0.964 0.000 0.036
#> T48_CT_D08 1 0.3172 0.7905 0.840 0.000 0.000 0.160
#> T48_CT_D09 2 0.4522 0.5930 0.000 0.680 0.000 0.320
#> T48_CT_D10 4 0.1174 0.8072 0.012 0.020 0.000 0.968
#> T48_CT_D11 2 0.0469 0.9387 0.000 0.988 0.000 0.012
#> T48_CT_D12 1 0.0188 0.8980 0.996 0.000 0.000 0.004
#> T48_CT_E01 2 0.4989 0.2225 0.000 0.528 0.000 0.472
#> T48_CT_E02 4 0.1118 0.8161 0.036 0.000 0.000 0.964
#> T48_CT_E03 4 0.3444 0.6624 0.000 0.184 0.000 0.816
#> T48_CT_E04 4 0.1022 0.7969 0.000 0.032 0.000 0.968
#> T48_CT_E05 2 0.2704 0.8601 0.000 0.876 0.000 0.124
#> T48_CT_E06 1 0.0188 0.8980 0.996 0.000 0.000 0.004
#> T48_CT_E07 1 0.0336 0.8987 0.992 0.000 0.000 0.008
#> T48_CT_E08 2 0.0469 0.9404 0.000 0.988 0.000 0.012
#> T48_CT_E10 1 0.0592 0.8987 0.984 0.000 0.000 0.016
#> T48_CT_E11 4 0.4730 0.4463 0.364 0.000 0.000 0.636
#> T48_CT_E12 3 0.1716 0.8918 0.000 0.064 0.936 0.000
#> T48_CT_F01 2 0.1022 0.9311 0.000 0.968 0.000 0.032
#> T48_CT_F02 4 0.1022 0.8160 0.032 0.000 0.000 0.968
#> T48_CT_F03 4 0.4730 0.4476 0.364 0.000 0.000 0.636
#> T48_CT_F05 2 0.0707 0.9390 0.000 0.980 0.000 0.020
#> T48_CT_F07 1 0.4916 0.2567 0.576 0.000 0.000 0.424
#> T48_CT_F09 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_F10 4 0.1022 0.8160 0.032 0.000 0.000 0.968
#> T48_CT_F11 1 0.1389 0.8855 0.952 0.000 0.000 0.048
#> T48_CT_G01 1 0.4222 0.6332 0.728 0.000 0.000 0.272
#> T48_CT_G02 2 0.0188 0.9415 0.000 0.996 0.000 0.004
#> T48_CT_G03 2 0.1474 0.9184 0.000 0.948 0.000 0.052
#> T48_CT_G07 2 0.0188 0.9415 0.000 0.996 0.000 0.004
#> T48_CT_G08 2 0.2530 0.8713 0.000 0.888 0.000 0.112
#> T48_CT_G09 4 0.5000 -0.1441 0.000 0.496 0.000 0.504
#> T48_CT_G10 1 0.3402 0.7232 0.832 0.000 0.164 0.004
#> T48_CT_G11 4 0.1389 0.8163 0.048 0.000 0.000 0.952
#> T48_CT_G12 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_H01 2 0.0592 0.9404 0.000 0.984 0.000 0.016
#> T48_CT_H02 2 0.0657 0.9403 0.004 0.984 0.000 0.012
#> T48_CT_H04 1 0.0707 0.8853 0.980 0.000 0.000 0.020
#> T48_CT_H05 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_H06 2 0.0469 0.9405 0.000 0.988 0.000 0.012
#> T48_CT_H07 4 0.1151 0.8045 0.008 0.024 0.000 0.968
#> T48_CT_H08 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T48_CT_H11 4 0.1022 0.8160 0.032 0.000 0.000 0.968
#> T48_CT_H12 2 0.0188 0.9415 0.000 0.996 0.000 0.004
#> T72_CT_A01 2 0.0817 0.9324 0.000 0.976 0.000 0.024
#> T72_CT_A05 2 0.0469 0.9387 0.000 0.988 0.000 0.012
#> T72_CT_A08 1 0.4998 0.0282 0.512 0.000 0.000 0.488
#> T72_CT_A09 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_A11 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_B01 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_B02 1 0.0592 0.8987 0.984 0.000 0.000 0.016
#> T72_CT_B03 4 0.4933 0.2474 0.432 0.000 0.000 0.568
#> T72_CT_B04 1 0.0000 0.8968 1.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.4008 0.7182 0.000 0.756 0.000 0.244
#> T72_CT_B06 1 0.0707 0.8979 0.980 0.000 0.000 0.020
#> T72_CT_B08 3 0.3569 0.7183 0.000 0.196 0.804 0.000
#> T72_CT_B09 1 0.0188 0.8951 0.996 0.000 0.000 0.004
#> T72_CT_B11 4 0.4040 0.6546 0.248 0.000 0.000 0.752
#> T72_CT_B12 2 0.0188 0.9415 0.000 0.996 0.000 0.004
#> T72_CT_C04 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_C06 4 0.2081 0.8066 0.084 0.000 0.000 0.916
#> T72_CT_C07 2 0.0817 0.9324 0.000 0.976 0.000 0.024
#> T72_CT_C09 4 0.1042 0.8123 0.020 0.008 0.000 0.972
#> T72_CT_C11 2 0.4994 0.1161 0.000 0.520 0.480 0.000
#> T72_CT_D01 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_D03 1 0.1297 0.8743 0.964 0.016 0.000 0.020
#> T72_CT_D04 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T72_CT_D05 1 0.3764 0.7206 0.784 0.000 0.000 0.216
#> T72_CT_D07 1 0.1474 0.8821 0.948 0.000 0.000 0.052
#> T72_CT_D10 2 0.4977 0.2619 0.000 0.540 0.000 0.460
#> T72_CT_D11 1 0.0469 0.8990 0.988 0.000 0.000 0.012
#> T72_CT_E04 4 0.3649 0.7133 0.204 0.000 0.000 0.796
#> T72_CT_E05 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T72_CT_E07 2 0.2198 0.8829 0.072 0.920 0.000 0.008
#> T72_CT_F01 2 0.1302 0.9268 0.000 0.956 0.000 0.044
#> T72_CT_F05 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_F07 4 0.4916 0.2724 0.424 0.000 0.000 0.576
#> T72_CT_F10 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_F11 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_G03 1 0.0000 0.8968 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0469 0.8991 0.988 0.000 0.000 0.012
#> T72_CT_G06 2 0.2281 0.8598 0.000 0.904 0.096 0.000
#> T72_CT_G08 4 0.3501 0.7448 0.000 0.020 0.132 0.848
#> T72_CT_G10 2 0.0469 0.9406 0.000 0.988 0.000 0.012
#> T72_CT_G11 4 0.2814 0.7814 0.132 0.000 0.000 0.868
#> T72_CT_H01 2 0.0000 0.9421 0.000 1.000 0.000 0.000
#> T72_CT_H03 2 0.0336 0.9412 0.000 0.992 0.000 0.008
#> T72_CT_H05 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T72_CT_H08 3 0.0336 0.9533 0.000 0.008 0.992 0.000
#> T72_CT_H09 3 0.0000 0.9610 0.000 0.000 1.000 0.000
#> T72_CT_H10 4 0.1474 0.8159 0.052 0.000 0.000 0.948
#> T72_CT_H11 4 0.1940 0.8080 0.076 0.000 0.000 0.924
#> T72_CT_H12 2 0.0336 0.9412 0.000 0.992 0.000 0.008
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.2452 0.8624 0.000 0.004 0.896 0.084 0.016
#> T0_CT_A03 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.4801 0.6959 0.000 0.004 0.732 0.172 0.092
#> T0_CT_A07 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0451 0.9252 0.000 0.000 0.988 0.004 0.008
#> T0_CT_A11 4 0.8211 -0.2637 0.072 0.020 0.200 0.388 0.320
#> T0_CT_B01 5 0.2519 0.6775 0.000 0.000 0.016 0.100 0.884
#> T0_CT_B03 3 0.1124 0.9067 0.000 0.004 0.960 0.036 0.000
#> T0_CT_B05 5 0.6195 0.2884 0.000 0.000 0.240 0.208 0.552
#> T0_CT_B07 3 0.6133 0.3577 0.000 0.000 0.540 0.160 0.300
#> T0_CT_B08 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.0771 0.9180 0.000 0.004 0.976 0.020 0.000
#> T0_CT_C03 5 0.4623 0.4879 0.304 0.000 0.000 0.032 0.664
#> T0_CT_C05 2 0.3242 0.6436 0.000 0.784 0.000 0.216 0.000
#> T0_CT_C06 5 0.2516 0.6808 0.000 0.000 0.000 0.140 0.860
#> T0_CT_C07 3 0.3488 0.7604 0.000 0.000 0.808 0.024 0.168
#> T0_CT_C08 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 2 0.6749 -0.0889 0.000 0.408 0.288 0.304 0.000
#> T0_CT_C11 2 0.2424 0.7219 0.000 0.868 0.000 0.132 0.000
#> T0_CT_C12 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.3994 0.7329 0.000 0.068 0.792 0.140 0.000
#> T0_CT_D02 3 0.3958 0.7217 0.000 0.000 0.776 0.040 0.184
#> T0_CT_D03 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 5 0.5025 0.5442 0.000 0.008 0.116 0.152 0.724
#> T0_CT_D06 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D07 3 0.3993 0.6943 0.000 0.000 0.756 0.028 0.216
#> T0_CT_D08 3 0.0324 0.9268 0.000 0.004 0.992 0.004 0.000
#> T0_CT_D09 2 0.5080 0.4118 0.000 0.628 0.056 0.316 0.000
#> T0_CT_D11 2 0.3177 0.6520 0.000 0.792 0.000 0.208 0.000
#> T0_CT_D12 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 3 0.1571 0.8892 0.000 0.000 0.936 0.004 0.060
#> T0_CT_E04 2 0.3607 0.6078 0.000 0.752 0.004 0.244 0.000
#> T0_CT_E05 5 0.3491 0.6555 0.000 0.004 0.000 0.228 0.768
#> T0_CT_E06 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E07 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E10 2 0.6954 -0.1013 0.000 0.400 0.252 0.340 0.008
#> T0_CT_E11 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E12 3 0.0865 0.9155 0.000 0.000 0.972 0.004 0.024
#> T0_CT_F01 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 3 0.3798 0.7203 0.000 0.128 0.808 0.064 0.000
#> T0_CT_F06 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 3 0.6607 0.2816 0.000 0.008 0.496 0.188 0.308
#> T0_CT_F09 2 0.3143 0.6567 0.000 0.796 0.000 0.204 0.000
#> T0_CT_F11 3 0.1942 0.8765 0.000 0.000 0.920 0.012 0.068
#> T0_CT_F12 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.6703 0.0945 0.000 0.000 0.312 0.264 0.424
#> T0_CT_G03 3 0.0162 0.9286 0.000 0.000 0.996 0.000 0.004
#> T0_CT_G04 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G07 3 0.0451 0.9248 0.000 0.004 0.988 0.008 0.000
#> T0_CT_G08 3 0.0162 0.9286 0.000 0.000 0.996 0.004 0.000
#> T0_CT_G09 5 0.2338 0.6933 0.004 0.000 0.000 0.112 0.884
#> T0_CT_G11 5 0.2046 0.6850 0.000 0.000 0.016 0.068 0.916
#> T0_CT_H01 5 0.2011 0.6854 0.000 0.004 0.000 0.088 0.908
#> T0_CT_H02 2 0.4445 0.4963 0.000 0.676 0.024 0.300 0.000
#> T0_CT_H04 3 0.0693 0.9209 0.000 0.000 0.980 0.008 0.012
#> T0_CT_H05 5 0.5006 0.5138 0.000 0.000 0.156 0.136 0.708
#> T0_CT_H08 3 0.6691 0.1416 0.000 0.000 0.428 0.260 0.312
#> T0_CT_H09 5 0.6118 0.3078 0.000 0.064 0.040 0.316 0.580
#> T0_CT_H12 5 0.5770 0.2364 0.000 0.000 0.372 0.096 0.532
#> T24_CT_A01 5 0.6285 0.4683 0.272 0.000 0.072 0.056 0.600
#> T24_CT_A03 2 0.0963 0.7709 0.000 0.964 0.000 0.036 0.000
#> T24_CT_A04 2 0.2561 0.7168 0.000 0.856 0.000 0.144 0.000
#> T24_CT_A05 3 0.0162 0.9282 0.000 0.000 0.996 0.000 0.004
#> T24_CT_A07 2 0.0880 0.7702 0.000 0.968 0.000 0.032 0.000
#> T24_CT_A08 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.1942 0.8417 0.920 0.000 0.000 0.012 0.068
#> T24_CT_A10 5 0.2358 0.6962 0.008 0.000 0.000 0.104 0.888
#> T24_CT_B01 5 0.3620 0.6650 0.068 0.000 0.000 0.108 0.824
#> T24_CT_B02 1 0.3496 0.7304 0.788 0.000 0.000 0.012 0.200
#> T24_CT_B03 2 0.1792 0.7496 0.000 0.916 0.000 0.084 0.000
#> T24_CT_B05 2 0.0963 0.7705 0.000 0.964 0.000 0.036 0.000
#> T24_CT_B06 2 0.0162 0.7691 0.000 0.996 0.000 0.004 0.000
#> T24_CT_B07 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.1410 0.7703 0.000 0.940 0.000 0.060 0.000
#> T24_CT_B09 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0451 0.9236 0.000 0.000 0.988 0.008 0.004
#> T24_CT_C01 1 0.0162 0.8846 0.996 0.000 0.000 0.000 0.004
#> T24_CT_C02 2 0.0880 0.7704 0.000 0.968 0.000 0.032 0.000
#> T24_CT_C03 1 0.5690 0.5272 0.624 0.000 0.000 0.152 0.224
#> T24_CT_C05 2 0.1197 0.7698 0.000 0.952 0.000 0.048 0.000
#> T24_CT_C07 2 0.4268 0.3298 0.000 0.648 0.000 0.344 0.008
#> T24_CT_C08 2 0.2648 0.7082 0.000 0.848 0.000 0.152 0.000
#> T24_CT_C09 2 0.1908 0.7544 0.000 0.908 0.000 0.092 0.000
#> T24_CT_C10 1 0.4844 0.5673 0.668 0.000 0.000 0.052 0.280
#> T24_CT_C11 2 0.5990 0.1731 0.028 0.612 0.000 0.276 0.084
#> T24_CT_C12 2 0.1043 0.7707 0.000 0.960 0.000 0.040 0.000
#> T24_CT_D01 2 0.2074 0.7369 0.000 0.896 0.000 0.104 0.000
#> T24_CT_D02 2 0.1908 0.7501 0.000 0.908 0.000 0.092 0.000
#> T24_CT_D03 2 0.2561 0.7146 0.000 0.856 0.000 0.144 0.000
#> T24_CT_D04 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.3160 0.7945 0.872 0.072 0.000 0.032 0.024
#> T24_CT_D06 1 0.5295 0.0869 0.488 0.000 0.000 0.048 0.464
#> T24_CT_D07 2 0.7271 -0.1702 0.100 0.496 0.000 0.304 0.100
#> T24_CT_D08 2 0.1121 0.7700 0.000 0.956 0.000 0.044 0.000
#> T24_CT_D09 2 0.2732 0.7034 0.000 0.840 0.000 0.160 0.000
#> T24_CT_D10 2 0.1270 0.7658 0.000 0.948 0.000 0.052 0.000
#> T24_CT_D11 2 0.0703 0.7695 0.000 0.976 0.000 0.024 0.000
#> T24_CT_E01 5 0.2462 0.7022 0.008 0.000 0.000 0.112 0.880
#> T24_CT_E02 1 0.4718 0.4559 0.628 0.000 0.000 0.028 0.344
#> T24_CT_E04 2 0.2674 0.7245 0.000 0.856 0.000 0.140 0.004
#> T24_CT_E05 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.5682 -0.1041 0.000 0.540 0.000 0.372 0.088
#> T24_CT_E09 1 0.0566 0.8811 0.984 0.000 0.000 0.004 0.012
#> T24_CT_E11 1 0.2280 0.8114 0.880 0.000 0.000 0.000 0.120
#> T24_CT_E12 2 0.2813 0.6738 0.000 0.832 0.000 0.168 0.000
#> T24_CT_F01 2 0.3838 0.4790 0.000 0.716 0.000 0.280 0.004
#> T24_CT_F02 2 0.1341 0.7698 0.000 0.944 0.000 0.056 0.000
#> T24_CT_F03 5 0.0865 0.7014 0.004 0.000 0.000 0.024 0.972
#> T24_CT_F04 5 0.4639 0.5113 0.000 0.020 0.000 0.368 0.612
#> T24_CT_F05 5 0.2179 0.7001 0.004 0.000 0.000 0.100 0.896
#> T24_CT_F07 5 0.6692 0.4284 0.188 0.012 0.000 0.304 0.496
#> T24_CT_F08 1 0.2554 0.8299 0.892 0.000 0.000 0.036 0.072
#> T24_CT_F09 2 0.3612 0.5792 0.000 0.732 0.000 0.268 0.000
#> T24_CT_F10 2 0.6487 -0.2406 0.004 0.488 0.000 0.332 0.176
#> T24_CT_F11 5 0.1851 0.7039 0.000 0.000 0.000 0.088 0.912
#> T24_CT_F12 2 0.5459 0.2049 0.000 0.600 0.316 0.084 0.000
#> T24_CT_G01 2 0.1732 0.7569 0.000 0.920 0.000 0.080 0.000
#> T24_CT_G02 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.1408 0.7714 0.000 0.948 0.000 0.044 0.008
#> T24_CT_G05 2 0.1197 0.7702 0.000 0.952 0.000 0.048 0.000
#> T24_CT_G06 1 0.3492 0.7364 0.796 0.000 0.000 0.016 0.188
#> T24_CT_G08 1 0.0566 0.8803 0.984 0.000 0.000 0.004 0.012
#> T24_CT_G10 2 0.1121 0.7681 0.000 0.956 0.000 0.044 0.000
#> T24_CT_G11 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 5 0.4405 0.6336 0.132 0.000 0.028 0.052 0.788
#> T24_CT_H01 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.4467 0.4701 0.640 0.000 0.000 0.016 0.344
#> T24_CT_H03 2 0.1908 0.7581 0.000 0.908 0.000 0.092 0.000
#> T24_CT_H05 5 0.1830 0.6912 0.028 0.000 0.000 0.040 0.932
#> T24_CT_H07 5 0.3590 0.6737 0.080 0.000 0.000 0.092 0.828
#> T24_CT_H09 1 0.0451 0.8825 0.988 0.000 0.000 0.008 0.004
#> T24_CT_H12 1 0.4484 0.5371 0.668 0.000 0.000 0.024 0.308
#> T48_CT_A01 2 0.3857 0.5678 0.000 0.688 0.000 0.312 0.000
#> T48_CT_A02 2 0.1410 0.7615 0.000 0.940 0.000 0.060 0.000
#> T48_CT_A03 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.1197 0.7660 0.000 0.952 0.000 0.048 0.000
#> T48_CT_A05 2 0.3462 0.6505 0.000 0.792 0.000 0.196 0.012
#> T48_CT_A06 1 0.0162 0.8843 0.996 0.000 0.000 0.004 0.000
#> T48_CT_A07 3 0.0162 0.9277 0.000 0.004 0.996 0.000 0.000
#> T48_CT_A08 2 0.2471 0.7358 0.000 0.864 0.000 0.136 0.000
#> T48_CT_A09 5 0.3476 0.6958 0.088 0.000 0.000 0.076 0.836
#> T48_CT_A10 2 0.1197 0.7649 0.000 0.952 0.000 0.048 0.000
#> T48_CT_A11 2 0.0963 0.7668 0.000 0.964 0.000 0.036 0.000
#> T48_CT_A12 5 0.4152 0.6338 0.012 0.000 0.000 0.296 0.692
#> T48_CT_B01 2 0.1270 0.7643 0.000 0.948 0.000 0.052 0.000
#> T48_CT_B02 2 0.3143 0.6476 0.000 0.796 0.000 0.204 0.000
#> T48_CT_B03 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.1792 0.7629 0.000 0.916 0.000 0.084 0.000
#> T48_CT_B08 1 0.0703 0.8755 0.976 0.000 0.000 0.000 0.024
#> T48_CT_B10 2 0.2329 0.7385 0.000 0.876 0.000 0.124 0.000
#> T48_CT_B11 2 0.3774 0.5731 0.000 0.704 0.000 0.296 0.000
#> T48_CT_B12 5 0.3796 0.6251 0.000 0.000 0.000 0.300 0.700
#> T48_CT_C01 2 0.1608 0.7594 0.000 0.928 0.000 0.072 0.000
#> T48_CT_C02 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.3809 0.5600 0.000 0.736 0.000 0.256 0.008
#> T48_CT_C04 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0880 0.7693 0.000 0.968 0.000 0.032 0.000
#> T48_CT_C06 2 0.5371 -0.1074 0.000 0.524 0.000 0.420 0.056
#> T48_CT_C07 5 0.3636 0.6355 0.000 0.000 0.000 0.272 0.728
#> T48_CT_C09 2 0.0880 0.7692 0.000 0.968 0.000 0.032 0.000
#> T48_CT_C10 1 0.4674 0.2424 0.568 0.000 0.000 0.016 0.416
#> T48_CT_C11 2 0.2773 0.7120 0.000 0.836 0.000 0.164 0.000
#> T48_CT_D01 2 0.6588 -0.4291 0.000 0.400 0.000 0.392 0.208
#> T48_CT_D02 5 0.3452 0.6591 0.000 0.000 0.000 0.244 0.756
#> T48_CT_D03 1 0.2516 0.7935 0.860 0.000 0.000 0.000 0.140
#> T48_CT_D04 2 0.1965 0.7584 0.000 0.904 0.000 0.096 0.000
#> T48_CT_D06 2 0.1671 0.7688 0.000 0.924 0.000 0.076 0.000
#> T48_CT_D07 2 0.3980 0.5562 0.000 0.708 0.000 0.284 0.008
#> T48_CT_D08 1 0.4339 0.4503 0.652 0.000 0.000 0.012 0.336
#> T48_CT_D09 2 0.4825 0.0747 0.000 0.568 0.000 0.408 0.024
#> T48_CT_D10 5 0.4067 0.6111 0.000 0.008 0.000 0.300 0.692
#> T48_CT_D11 2 0.4101 0.5297 0.000 0.664 0.004 0.332 0.000
#> T48_CT_D12 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 4 0.6456 0.3322 0.000 0.368 0.000 0.448 0.184
#> T48_CT_E02 5 0.3074 0.6870 0.000 0.000 0.000 0.196 0.804
#> T48_CT_E03 5 0.5909 0.3266 0.000 0.164 0.000 0.244 0.592
#> T48_CT_E04 5 0.3730 0.6458 0.000 0.000 0.000 0.288 0.712
#> T48_CT_E05 2 0.3143 0.6419 0.000 0.796 0.000 0.204 0.000
#> T48_CT_E06 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0880 0.7672 0.000 0.968 0.000 0.032 0.000
#> T48_CT_E10 1 0.0290 0.8834 0.992 0.000 0.000 0.000 0.008
#> T48_CT_E11 5 0.5026 0.5312 0.280 0.000 0.000 0.064 0.656
#> T48_CT_E12 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T48_CT_F01 2 0.1965 0.7474 0.000 0.904 0.000 0.096 0.000
#> T48_CT_F02 5 0.1908 0.7027 0.000 0.000 0.000 0.092 0.908
#> T48_CT_F03 5 0.4885 0.5837 0.056 0.000 0.000 0.276 0.668
#> T48_CT_F05 2 0.4418 0.4524 0.000 0.652 0.000 0.332 0.016
#> T48_CT_F07 5 0.5264 0.3293 0.392 0.000 0.000 0.052 0.556
#> T48_CT_F09 2 0.1608 0.7576 0.000 0.928 0.000 0.072 0.000
#> T48_CT_F10 5 0.3231 0.6824 0.004 0.000 0.000 0.196 0.800
#> T48_CT_F11 1 0.0510 0.8806 0.984 0.000 0.000 0.000 0.016
#> T48_CT_G01 5 0.4978 -0.0344 0.476 0.000 0.000 0.028 0.496
#> T48_CT_G02 2 0.2020 0.7556 0.000 0.900 0.000 0.100 0.000
#> T48_CT_G03 2 0.1544 0.7565 0.000 0.932 0.000 0.068 0.000
#> T48_CT_G07 2 0.2127 0.7554 0.000 0.892 0.000 0.108 0.000
#> T48_CT_G08 2 0.3835 0.5561 0.000 0.732 0.000 0.260 0.008
#> T48_CT_G09 4 0.5562 0.2116 0.000 0.408 0.000 0.520 0.072
#> T48_CT_G10 1 0.3586 0.6000 0.736 0.000 0.264 0.000 0.000
#> T48_CT_G11 5 0.1952 0.6933 0.004 0.000 0.000 0.084 0.912
#> T48_CT_G12 2 0.0609 0.7714 0.000 0.980 0.000 0.020 0.000
#> T48_CT_H01 2 0.3861 0.5761 0.000 0.728 0.000 0.264 0.008
#> T48_CT_H02 2 0.2773 0.7505 0.020 0.868 0.000 0.112 0.000
#> T48_CT_H04 1 0.0162 0.8843 0.996 0.000 0.000 0.004 0.000
#> T48_CT_H05 2 0.0880 0.7701 0.000 0.968 0.000 0.032 0.000
#> T48_CT_H06 2 0.1851 0.7509 0.000 0.912 0.000 0.088 0.000
#> T48_CT_H07 5 0.5369 0.4198 0.000 0.060 0.000 0.388 0.552
#> T48_CT_H08 2 0.1121 0.7676 0.000 0.956 0.000 0.044 0.000
#> T48_CT_H11 5 0.4538 0.5634 0.000 0.016 0.000 0.364 0.620
#> T48_CT_H12 2 0.4252 0.4734 0.000 0.652 0.000 0.340 0.008
#> T72_CT_A01 2 0.3913 0.5113 0.000 0.676 0.000 0.324 0.000
#> T72_CT_A05 2 0.3586 0.6074 0.000 0.736 0.000 0.264 0.000
#> T72_CT_A08 5 0.3882 0.6168 0.224 0.000 0.000 0.020 0.756
#> T72_CT_A09 2 0.0510 0.7697 0.000 0.984 0.000 0.016 0.000
#> T72_CT_A11 2 0.1197 0.7711 0.000 0.952 0.000 0.048 0.000
#> T72_CT_B01 2 0.1478 0.7633 0.000 0.936 0.000 0.064 0.000
#> T72_CT_B02 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 5 0.2726 0.6933 0.064 0.000 0.000 0.052 0.884
#> T72_CT_B04 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.5845 -0.0319 0.000 0.540 0.000 0.352 0.108
#> T72_CT_B06 1 0.0290 0.8834 0.992 0.000 0.000 0.000 0.008
#> T72_CT_B08 3 0.1121 0.8881 0.000 0.044 0.956 0.000 0.000
#> T72_CT_B09 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 5 0.3697 0.6986 0.080 0.000 0.000 0.100 0.820
#> T72_CT_B12 2 0.3143 0.6909 0.000 0.796 0.000 0.204 0.000
#> T72_CT_C04 2 0.1043 0.7720 0.000 0.960 0.000 0.040 0.000
#> T72_CT_C06 5 0.4356 0.5641 0.000 0.012 0.000 0.340 0.648
#> T72_CT_C07 2 0.3480 0.6113 0.000 0.752 0.000 0.248 0.000
#> T72_CT_C09 5 0.4402 0.5479 0.004 0.004 0.000 0.372 0.620
#> T72_CT_C11 3 0.2471 0.7403 0.000 0.136 0.864 0.000 0.000
#> T72_CT_D01 2 0.0963 0.7716 0.000 0.964 0.000 0.036 0.000
#> T72_CT_D03 1 0.0162 0.8832 0.996 0.004 0.000 0.000 0.000
#> T72_CT_D04 2 0.2280 0.7457 0.000 0.880 0.000 0.120 0.000
#> T72_CT_D05 1 0.5579 0.2308 0.552 0.000 0.000 0.080 0.368
#> T72_CT_D07 1 0.5827 0.3335 0.576 0.000 0.000 0.124 0.300
#> T72_CT_D10 2 0.5779 -0.2194 0.000 0.508 0.000 0.400 0.092
#> T72_CT_D11 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T72_CT_E04 5 0.3999 0.6479 0.020 0.000 0.000 0.240 0.740
#> T72_CT_E05 2 0.1197 0.7677 0.000 0.952 0.000 0.048 0.000
#> T72_CT_E07 2 0.4240 0.5162 0.228 0.736 0.000 0.036 0.000
#> T72_CT_F01 2 0.4130 0.5230 0.000 0.696 0.000 0.292 0.012
#> T72_CT_F05 2 0.0963 0.7686 0.000 0.964 0.000 0.036 0.000
#> T72_CT_F07 5 0.5612 0.5563 0.248 0.000 0.000 0.128 0.624
#> T72_CT_F10 2 0.1792 0.7645 0.000 0.916 0.000 0.084 0.000
#> T72_CT_F11 2 0.0404 0.7699 0.000 0.988 0.000 0.012 0.000
#> T72_CT_G03 1 0.0000 0.8856 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0162 0.8843 0.996 0.000 0.000 0.004 0.000
#> T72_CT_G06 2 0.4310 0.2018 0.000 0.604 0.392 0.004 0.000
#> T72_CT_G08 5 0.5266 0.6182 0.000 0.020 0.060 0.236 0.684
#> T72_CT_G10 2 0.3074 0.6715 0.000 0.804 0.000 0.196 0.000
#> T72_CT_G11 5 0.4138 0.6094 0.016 0.000 0.000 0.276 0.708
#> T72_CT_H01 2 0.1043 0.7675 0.000 0.960 0.000 0.040 0.000
#> T72_CT_H03 2 0.1197 0.7659 0.000 0.952 0.000 0.048 0.000
#> T72_CT_H05 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H08 3 0.0290 0.9249 0.000 0.008 0.992 0.000 0.000
#> T72_CT_H09 3 0.0000 0.9299 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H10 5 0.3430 0.6794 0.004 0.000 0.000 0.220 0.776
#> T72_CT_H11 5 0.3861 0.6501 0.004 0.000 0.000 0.284 0.712
#> T72_CT_H12 2 0.2377 0.7352 0.000 0.872 0.000 0.128 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.4436 0.52988 0.000 0.000 0.640 0.000 0.048 0.312
#> T0_CT_A03 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0363 0.93382 0.000 0.000 0.988 0.000 0.012 0.000
#> T0_CT_A06 6 0.5824 0.04914 0.000 0.000 0.356 0.000 0.192 0.452
#> T0_CT_A07 3 0.0146 0.93671 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_A08 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.2053 0.86455 0.000 0.000 0.888 0.000 0.108 0.004
#> T0_CT_A11 6 0.4904 -0.07637 0.016 0.004 0.000 0.028 0.388 0.564
#> T0_CT_B01 5 0.2772 0.46423 0.000 0.000 0.000 0.004 0.816 0.180
#> T0_CT_B03 3 0.2048 0.85282 0.000 0.000 0.880 0.000 0.000 0.120
#> T0_CT_B05 5 0.3984 0.35281 0.000 0.000 0.000 0.008 0.596 0.396
#> T0_CT_B07 5 0.5523 0.24285 0.000 0.000 0.140 0.000 0.500 0.360
#> T0_CT_B08 3 0.0260 0.93597 0.000 0.000 0.992 0.000 0.000 0.008
#> T0_CT_B09 3 0.0260 0.93525 0.000 0.000 0.992 0.000 0.008 0.000
#> T0_CT_C02 3 0.0937 0.92266 0.000 0.000 0.960 0.000 0.000 0.040
#> T0_CT_C03 5 0.2401 0.48634 0.060 0.000 0.000 0.004 0.892 0.044
#> T0_CT_C05 2 0.4093 -0.27316 0.000 0.516 0.000 0.008 0.000 0.476
#> T0_CT_C06 5 0.3229 0.45050 0.000 0.000 0.000 0.044 0.816 0.140
#> T0_CT_C07 3 0.4264 0.13105 0.000 0.000 0.500 0.000 0.484 0.016
#> T0_CT_C08 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 6 0.4593 0.56168 0.000 0.276 0.044 0.008 0.004 0.668
#> T0_CT_C11 2 0.3887 0.17619 0.000 0.632 0.000 0.008 0.000 0.360
#> T0_CT_C12 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 6 0.5549 0.04897 0.000 0.100 0.432 0.004 0.004 0.460
#> T0_CT_D02 5 0.5187 0.27432 0.000 0.000 0.336 0.004 0.568 0.092
#> T0_CT_D03 3 0.0146 0.93671 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_D05 5 0.4199 0.39082 0.000 0.000 0.004 0.016 0.620 0.360
#> T0_CT_D06 3 0.0547 0.93232 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_D07 5 0.5034 -0.06408 0.000 0.000 0.456 0.000 0.472 0.072
#> T0_CT_D08 3 0.0937 0.92144 0.000 0.000 0.960 0.000 0.000 0.040
#> T0_CT_D09 6 0.3827 0.55645 0.000 0.308 0.008 0.004 0.000 0.680
#> T0_CT_D11 6 0.4093 0.35420 0.000 0.476 0.000 0.008 0.000 0.516
#> T0_CT_D12 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.0146 0.93671 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E03 3 0.2257 0.85393 0.000 0.000 0.876 0.000 0.116 0.008
#> T0_CT_E04 6 0.3966 0.42739 0.000 0.444 0.000 0.004 0.000 0.552
#> T0_CT_E05 5 0.5185 0.27883 0.004 0.000 0.000 0.300 0.592 0.104
#> T0_CT_E06 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E07 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E08 3 0.0146 0.93671 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E09 3 0.0937 0.92261 0.000 0.000 0.960 0.000 0.000 0.040
#> T0_CT_E10 6 0.4056 0.56372 0.000 0.264 0.008 0.000 0.024 0.704
#> T0_CT_E11 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E12 3 0.1714 0.87447 0.000 0.000 0.908 0.000 0.092 0.000
#> T0_CT_F01 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 3 0.5399 0.30972 0.000 0.148 0.588 0.004 0.000 0.260
#> T0_CT_F06 3 0.0146 0.93671 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F07 5 0.4757 0.15310 0.000 0.000 0.048 0.000 0.484 0.468
#> T0_CT_F09 6 0.4097 0.31403 0.000 0.492 0.000 0.008 0.000 0.500
#> T0_CT_F11 3 0.3017 0.78375 0.000 0.000 0.816 0.000 0.164 0.020
#> T0_CT_F12 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 3 0.0717 0.93059 0.000 0.000 0.976 0.000 0.016 0.008
#> T0_CT_G02 5 0.4062 0.28211 0.000 0.000 0.000 0.008 0.552 0.440
#> T0_CT_G03 3 0.1075 0.91313 0.000 0.000 0.952 0.000 0.048 0.000
#> T0_CT_G04 3 0.0547 0.93141 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_G07 3 0.1007 0.91929 0.000 0.000 0.956 0.000 0.000 0.044
#> T0_CT_G08 3 0.0865 0.92408 0.000 0.000 0.964 0.000 0.000 0.036
#> T0_CT_G09 5 0.4180 0.08321 0.000 0.000 0.000 0.348 0.628 0.024
#> T0_CT_G11 5 0.2431 0.47157 0.000 0.000 0.000 0.008 0.860 0.132
#> T0_CT_H01 5 0.2070 0.48193 0.000 0.000 0.000 0.044 0.908 0.048
#> T0_CT_H02 6 0.3942 0.51787 0.000 0.368 0.004 0.004 0.000 0.624
#> T0_CT_H04 3 0.2685 0.85331 0.000 0.000 0.868 0.000 0.072 0.060
#> T0_CT_H05 5 0.3464 0.41505 0.000 0.000 0.000 0.000 0.688 0.312
#> T0_CT_H08 6 0.4591 -0.16788 0.000 0.000 0.028 0.004 0.452 0.516
#> T0_CT_H09 6 0.4350 -0.06305 0.000 0.016 0.000 0.004 0.428 0.552
#> T0_CT_H12 5 0.3790 0.42508 0.000 0.000 0.016 0.004 0.716 0.264
#> T24_CT_A01 5 0.3269 0.47006 0.104 0.000 0.004 0.012 0.840 0.040
#> T24_CT_A03 2 0.2450 0.62422 0.000 0.868 0.000 0.016 0.000 0.116
#> T24_CT_A04 2 0.3738 0.41468 0.000 0.704 0.000 0.016 0.000 0.280
#> T24_CT_A05 3 0.0291 0.93494 0.000 0.000 0.992 0.000 0.004 0.004
#> T24_CT_A07 2 0.2748 0.61312 0.000 0.848 0.000 0.024 0.000 0.128
#> T24_CT_A08 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.3992 0.61887 0.708 0.000 0.000 0.012 0.264 0.016
#> T24_CT_A10 5 0.3229 0.43480 0.000 0.000 0.000 0.140 0.816 0.044
#> T24_CT_B01 5 0.3164 0.46139 0.012 0.000 0.000 0.096 0.844 0.048
#> T24_CT_B02 1 0.4278 0.46812 0.624 0.000 0.000 0.008 0.352 0.016
#> T24_CT_B03 2 0.3268 0.63569 0.000 0.824 0.000 0.100 0.000 0.076
#> T24_CT_B05 2 0.2009 0.66274 0.000 0.908 0.000 0.024 0.000 0.068
#> T24_CT_B06 2 0.1204 0.67250 0.000 0.944 0.000 0.000 0.000 0.056
#> T24_CT_B07 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.3681 0.56678 0.000 0.780 0.000 0.064 0.000 0.156
#> T24_CT_B09 1 0.0146 0.89198 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_B11 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C01 1 0.0146 0.89198 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_C02 2 0.1765 0.66967 0.000 0.924 0.000 0.024 0.000 0.052
#> T24_CT_C03 1 0.7591 0.18053 0.436 0.024 0.000 0.244 0.160 0.136
#> T24_CT_C05 2 0.3213 0.59194 0.000 0.808 0.000 0.032 0.000 0.160
#> T24_CT_C07 2 0.4503 0.52590 0.000 0.700 0.000 0.192 0.000 0.108
#> T24_CT_C08 2 0.3699 0.28899 0.000 0.660 0.000 0.004 0.000 0.336
#> T24_CT_C09 2 0.3450 0.56477 0.000 0.780 0.000 0.032 0.000 0.188
#> T24_CT_C10 1 0.6137 0.31229 0.528 0.000 0.000 0.100 0.312 0.060
#> T24_CT_C11 2 0.5385 0.47146 0.008 0.668 0.000 0.184 0.028 0.112
#> T24_CT_C12 2 0.2106 0.65345 0.000 0.904 0.000 0.032 0.000 0.064
#> T24_CT_D01 2 0.3372 0.62662 0.000 0.816 0.000 0.084 0.000 0.100
#> T24_CT_D02 2 0.3464 0.61725 0.000 0.808 0.000 0.084 0.000 0.108
#> T24_CT_D03 2 0.3734 0.43711 0.000 0.716 0.000 0.020 0.000 0.264
#> T24_CT_D04 1 0.0405 0.89090 0.988 0.000 0.000 0.004 0.008 0.000
#> T24_CT_D05 1 0.5443 0.67182 0.720 0.068 0.000 0.080 0.048 0.084
#> T24_CT_D06 5 0.4156 0.39750 0.224 0.000 0.000 0.028 0.728 0.020
#> T24_CT_D07 2 0.6830 0.27685 0.048 0.528 0.000 0.248 0.036 0.140
#> T24_CT_D08 2 0.2527 0.63938 0.000 0.868 0.000 0.024 0.000 0.108
#> T24_CT_D09 2 0.3728 0.26002 0.000 0.652 0.000 0.004 0.000 0.344
#> T24_CT_D10 2 0.2981 0.58470 0.000 0.820 0.000 0.020 0.000 0.160
#> T24_CT_D11 2 0.1297 0.66915 0.000 0.948 0.000 0.012 0.000 0.040
#> T24_CT_E01 5 0.3915 0.02112 0.000 0.000 0.000 0.412 0.584 0.004
#> T24_CT_E02 1 0.5372 0.48358 0.624 0.000 0.000 0.128 0.232 0.016
#> T24_CT_E04 2 0.4252 0.59397 0.000 0.728 0.000 0.176 0.000 0.096
#> T24_CT_E05 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.5535 0.29193 0.000 0.520 0.000 0.360 0.008 0.112
#> T24_CT_E09 1 0.0984 0.88296 0.968 0.000 0.000 0.008 0.012 0.012
#> T24_CT_E11 1 0.2955 0.75321 0.816 0.000 0.000 0.008 0.172 0.004
#> T24_CT_E12 2 0.3413 0.63618 0.000 0.812 0.000 0.108 0.000 0.080
#> T24_CT_F01 2 0.4456 0.53285 0.000 0.708 0.000 0.180 0.000 0.112
#> T24_CT_F02 2 0.3202 0.59770 0.000 0.816 0.000 0.040 0.000 0.144
#> T24_CT_F03 5 0.3426 0.33904 0.004 0.000 0.000 0.220 0.764 0.012
#> T24_CT_F04 5 0.6922 0.03763 0.004 0.084 0.000 0.384 0.388 0.140
#> T24_CT_F05 5 0.4045 0.30451 0.004 0.000 0.000 0.268 0.700 0.028
#> T24_CT_F07 5 0.7281 0.08576 0.104 0.016 0.000 0.372 0.376 0.132
#> T24_CT_F08 1 0.3133 0.81454 0.856 0.000 0.000 0.040 0.072 0.032
#> T24_CT_F09 6 0.3982 0.38549 0.000 0.460 0.000 0.004 0.000 0.536
#> T24_CT_F10 2 0.6776 0.16745 0.000 0.464 0.000 0.300 0.088 0.148
#> T24_CT_F11 5 0.3784 0.22047 0.000 0.000 0.000 0.308 0.680 0.012
#> T24_CT_F12 2 0.5077 0.14529 0.000 0.536 0.404 0.036 0.000 0.024
#> T24_CT_G01 2 0.3345 0.55084 0.000 0.776 0.000 0.020 0.000 0.204
#> T24_CT_G02 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0653 0.88739 0.980 0.000 0.000 0.004 0.012 0.004
#> T24_CT_G04 2 0.3699 0.56700 0.000 0.772 0.000 0.032 0.008 0.188
#> T24_CT_G05 2 0.2201 0.65719 0.000 0.896 0.000 0.028 0.000 0.076
#> T24_CT_G06 1 0.3281 0.77851 0.828 0.000 0.000 0.036 0.124 0.012
#> T24_CT_G08 1 0.2207 0.84097 0.900 0.000 0.000 0.008 0.076 0.016
#> T24_CT_G10 2 0.2384 0.66042 0.000 0.884 0.000 0.032 0.000 0.084
#> T24_CT_G11 1 0.0665 0.88730 0.980 0.000 0.000 0.004 0.008 0.008
#> T24_CT_G12 5 0.1611 0.48442 0.024 0.000 0.008 0.012 0.944 0.012
#> T24_CT_H01 3 0.0146 0.93612 0.000 0.000 0.996 0.000 0.004 0.000
#> T24_CT_H02 5 0.4264 0.24747 0.376 0.000 0.000 0.008 0.604 0.012
#> T24_CT_H03 2 0.3374 0.54411 0.000 0.772 0.000 0.020 0.000 0.208
#> T24_CT_H05 5 0.0260 0.47537 0.000 0.000 0.000 0.000 0.992 0.008
#> T24_CT_H07 5 0.3000 0.45607 0.024 0.000 0.000 0.064 0.864 0.048
#> T24_CT_H09 1 0.1218 0.87675 0.956 0.000 0.000 0.004 0.028 0.012
#> T24_CT_H12 5 0.4478 0.19204 0.392 0.000 0.000 0.012 0.580 0.016
#> T48_CT_A01 2 0.5976 0.10773 0.000 0.432 0.000 0.240 0.000 0.328
#> T48_CT_A02 2 0.1780 0.68787 0.000 0.924 0.000 0.028 0.000 0.048
#> T48_CT_A03 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.1334 0.68466 0.000 0.948 0.000 0.020 0.000 0.032
#> T48_CT_A05 2 0.4207 0.61486 0.000 0.744 0.000 0.176 0.008 0.072
#> T48_CT_A06 1 0.0146 0.89175 0.996 0.000 0.000 0.000 0.000 0.004
#> T48_CT_A07 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.5102 0.48613 0.000 0.620 0.000 0.240 0.000 0.140
#> T48_CT_A09 5 0.5087 0.23687 0.072 0.000 0.000 0.292 0.620 0.016
#> T48_CT_A10 2 0.1176 0.68460 0.000 0.956 0.000 0.020 0.000 0.024
#> T48_CT_A11 2 0.0622 0.68023 0.000 0.980 0.000 0.012 0.000 0.008
#> T48_CT_A12 4 0.4485 0.30657 0.012 0.000 0.000 0.624 0.340 0.024
#> T48_CT_B01 2 0.2001 0.68555 0.000 0.912 0.000 0.048 0.000 0.040
#> T48_CT_B02 2 0.3063 0.64708 0.000 0.840 0.000 0.092 0.000 0.068
#> T48_CT_B03 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.4079 0.60952 0.000 0.744 0.000 0.172 0.000 0.084
#> T48_CT_B08 1 0.0508 0.88954 0.984 0.000 0.000 0.012 0.004 0.000
#> T48_CT_B10 2 0.3252 0.65789 0.000 0.824 0.000 0.108 0.000 0.068
#> T48_CT_B11 2 0.5871 0.25426 0.000 0.468 0.000 0.312 0.000 0.220
#> T48_CT_B12 4 0.4144 0.28763 0.000 0.000 0.000 0.620 0.360 0.020
#> T48_CT_C01 2 0.2999 0.66630 0.000 0.840 0.000 0.112 0.000 0.048
#> T48_CT_C02 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.4536 0.57988 0.000 0.700 0.000 0.180 0.000 0.120
#> T48_CT_C04 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.2787 0.67606 0.012 0.872 0.000 0.044 0.000 0.072
#> T48_CT_C06 4 0.4950 0.18155 0.000 0.344 0.000 0.576 0.000 0.080
#> T48_CT_C07 5 0.5614 -0.00388 0.004 0.004 0.000 0.428 0.456 0.108
#> T48_CT_C09 2 0.2052 0.67926 0.000 0.912 0.004 0.028 0.000 0.056
#> T48_CT_C10 1 0.5552 0.30826 0.576 0.000 0.000 0.200 0.220 0.004
#> T48_CT_C11 2 0.4954 0.50518 0.000 0.640 0.000 0.232 0.000 0.128
#> T48_CT_D01 2 0.6137 0.09720 0.000 0.436 0.000 0.416 0.044 0.104
#> T48_CT_D02 5 0.4584 -0.09560 0.000 0.000 0.000 0.452 0.512 0.036
#> T48_CT_D03 1 0.2833 0.77273 0.836 0.000 0.000 0.012 0.148 0.004
#> T48_CT_D04 2 0.3196 0.63891 0.016 0.840 0.000 0.036 0.000 0.108
#> T48_CT_D06 2 0.3607 0.64132 0.000 0.796 0.000 0.092 0.000 0.112
#> T48_CT_D07 2 0.5582 0.30506 0.000 0.476 0.000 0.380 0.000 0.144
#> T48_CT_D08 1 0.5218 0.41704 0.628 0.000 0.000 0.164 0.204 0.004
#> T48_CT_D09 2 0.5048 0.44374 0.000 0.612 0.000 0.272 0.000 0.116
#> T48_CT_D10 4 0.4658 0.16997 0.000 0.000 0.000 0.568 0.384 0.048
#> T48_CT_D11 6 0.5120 0.27798 0.000 0.380 0.000 0.088 0.000 0.532
#> T48_CT_D12 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 4 0.4462 0.39261 0.000 0.248 0.000 0.692 0.012 0.048
#> T48_CT_E02 5 0.4260 -0.10828 0.000 0.000 0.000 0.472 0.512 0.016
#> T48_CT_E03 5 0.7000 -0.09958 0.000 0.228 0.000 0.300 0.400 0.072
#> T48_CT_E04 4 0.4569 0.29847 0.000 0.000 0.000 0.564 0.396 0.040
#> T48_CT_E05 2 0.3044 0.65725 0.000 0.836 0.000 0.116 0.000 0.048
#> T48_CT_E06 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0146 0.89196 0.996 0.000 0.000 0.004 0.000 0.000
#> T48_CT_E08 2 0.1088 0.68346 0.000 0.960 0.000 0.024 0.000 0.016
#> T48_CT_E10 1 0.0146 0.89198 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_E11 5 0.6406 0.07574 0.224 0.000 0.000 0.308 0.444 0.024
#> T48_CT_E12 3 0.0260 0.93373 0.000 0.008 0.992 0.000 0.000 0.000
#> T48_CT_F01 2 0.2179 0.68207 0.000 0.900 0.000 0.064 0.000 0.036
#> T48_CT_F02 5 0.3841 0.05287 0.000 0.000 0.000 0.380 0.616 0.004
#> T48_CT_F03 4 0.6135 0.32087 0.032 0.000 0.000 0.504 0.320 0.144
#> T48_CT_F05 2 0.5737 0.24089 0.000 0.440 0.000 0.392 0.000 0.168
#> T48_CT_F07 5 0.6406 -0.06972 0.340 0.000 0.000 0.296 0.352 0.012
#> T48_CT_F09 2 0.2513 0.63117 0.000 0.852 0.000 0.008 0.000 0.140
#> T48_CT_F10 4 0.3867 0.15246 0.000 0.000 0.000 0.512 0.488 0.000
#> T48_CT_F11 1 0.0865 0.87818 0.964 0.000 0.000 0.036 0.000 0.000
#> T48_CT_G01 5 0.4509 0.31909 0.316 0.000 0.000 0.036 0.640 0.008
#> T48_CT_G02 2 0.4003 0.60078 0.000 0.756 0.000 0.092 0.000 0.152
#> T48_CT_G03 2 0.1934 0.67769 0.000 0.916 0.000 0.044 0.000 0.040
#> T48_CT_G07 2 0.4043 0.62053 0.000 0.756 0.000 0.128 0.000 0.116
#> T48_CT_G08 2 0.3991 0.61648 0.000 0.756 0.000 0.156 0.000 0.088
#> T48_CT_G09 4 0.5449 -0.06752 0.000 0.424 0.000 0.456 0.000 0.120
#> T48_CT_G10 1 0.3847 0.17006 0.544 0.000 0.456 0.000 0.000 0.000
#> T48_CT_G11 5 0.2491 0.44771 0.000 0.000 0.000 0.112 0.868 0.020
#> T48_CT_G12 2 0.1434 0.67100 0.000 0.940 0.000 0.012 0.000 0.048
#> T48_CT_H01 2 0.5547 0.33627 0.000 0.508 0.000 0.344 0.000 0.148
#> T48_CT_H02 2 0.5437 0.45953 0.020 0.620 0.000 0.236 0.000 0.124
#> T48_CT_H04 1 0.0405 0.88931 0.988 0.000 0.000 0.008 0.000 0.004
#> T48_CT_H05 2 0.2573 0.63892 0.000 0.864 0.000 0.024 0.000 0.112
#> T48_CT_H06 2 0.1700 0.68451 0.000 0.928 0.000 0.048 0.000 0.024
#> T48_CT_H07 4 0.6858 -0.00363 0.004 0.092 0.000 0.452 0.324 0.128
#> T48_CT_H08 2 0.3175 0.66136 0.000 0.832 0.000 0.088 0.000 0.080
#> T48_CT_H11 4 0.4147 0.37849 0.000 0.016 0.000 0.660 0.316 0.008
#> T48_CT_H12 2 0.6093 0.07896 0.000 0.388 0.000 0.316 0.000 0.296
#> T72_CT_A01 6 0.4467 0.35542 0.000 0.464 0.000 0.028 0.000 0.508
#> T72_CT_A05 6 0.4671 0.35433 0.000 0.424 0.000 0.044 0.000 0.532
#> T72_CT_A08 5 0.5615 0.12915 0.152 0.000 0.000 0.280 0.560 0.008
#> T72_CT_A09 2 0.1531 0.67376 0.000 0.928 0.000 0.004 0.000 0.068
#> T72_CT_A11 2 0.2712 0.66477 0.000 0.864 0.000 0.048 0.000 0.088
#> T72_CT_B01 2 0.3003 0.60036 0.000 0.812 0.000 0.016 0.000 0.172
#> T72_CT_B02 1 0.0260 0.89081 0.992 0.000 0.000 0.008 0.000 0.000
#> T72_CT_B03 5 0.3184 0.41291 0.028 0.000 0.000 0.120 0.836 0.016
#> T72_CT_B04 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 4 0.4891 0.28812 0.000 0.312 0.000 0.616 0.008 0.064
#> T72_CT_B06 1 0.0547 0.88752 0.980 0.000 0.000 0.020 0.000 0.000
#> T72_CT_B08 3 0.0458 0.92783 0.000 0.016 0.984 0.000 0.000 0.000
#> T72_CT_B09 1 0.0000 0.89265 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 5 0.4936 -0.07827 0.064 0.000 0.000 0.436 0.500 0.000
#> T72_CT_B12 2 0.5630 0.35076 0.000 0.540 0.000 0.232 0.000 0.228
#> T72_CT_C04 2 0.2888 0.66606 0.000 0.852 0.000 0.056 0.000 0.092
#> T72_CT_C06 4 0.5519 0.40401 0.000 0.020 0.000 0.604 0.252 0.124
#> T72_CT_C07 6 0.4467 0.32926 0.000 0.464 0.000 0.028 0.000 0.508
#> T72_CT_C09 4 0.5551 0.40656 0.000 0.028 0.000 0.624 0.212 0.136
#> T72_CT_C11 3 0.1267 0.87976 0.000 0.060 0.940 0.000 0.000 0.000
#> T72_CT_D01 2 0.1719 0.67185 0.000 0.924 0.000 0.016 0.000 0.060
#> T72_CT_D03 1 0.0146 0.89175 0.996 0.000 0.000 0.000 0.000 0.004
#> T72_CT_D04 2 0.4348 0.59394 0.000 0.724 0.000 0.152 0.000 0.124
#> T72_CT_D05 4 0.5784 0.14658 0.424 0.000 0.000 0.432 0.136 0.008
#> T72_CT_D07 4 0.6251 0.20210 0.392 0.004 0.000 0.456 0.104 0.044
#> T72_CT_D10 4 0.5015 -0.03845 0.000 0.424 0.000 0.504 0.000 0.072
#> T72_CT_D11 1 0.0363 0.89004 0.988 0.000 0.000 0.012 0.000 0.000
#> T72_CT_E04 4 0.5239 0.30960 0.012 0.000 0.000 0.504 0.420 0.064
#> T72_CT_E05 2 0.2740 0.67856 0.000 0.864 0.000 0.076 0.000 0.060
#> T72_CT_E07 2 0.6026 0.14309 0.364 0.500 0.000 0.064 0.000 0.072
#> T72_CT_F01 2 0.5517 0.29593 0.000 0.472 0.000 0.396 0.000 0.132
#> T72_CT_F05 2 0.3227 0.66425 0.000 0.828 0.000 0.088 0.000 0.084
#> T72_CT_F07 4 0.6072 0.28510 0.192 0.000 0.000 0.520 0.268 0.020
#> T72_CT_F10 2 0.4121 0.60196 0.000 0.748 0.000 0.116 0.000 0.136
#> T72_CT_F11 2 0.1802 0.66771 0.000 0.916 0.000 0.012 0.000 0.072
#> T72_CT_G03 1 0.0146 0.89196 0.996 0.000 0.000 0.004 0.000 0.000
#> T72_CT_G04 1 0.0363 0.89003 0.988 0.000 0.000 0.012 0.000 0.000
#> T72_CT_G06 3 0.4048 0.42409 0.000 0.292 0.684 0.012 0.000 0.012
#> T72_CT_G08 4 0.6719 0.21689 0.000 0.024 0.076 0.436 0.392 0.072
#> T72_CT_G10 2 0.5272 0.44266 0.000 0.584 0.000 0.276 0.000 0.140
#> T72_CT_G11 4 0.5444 0.33348 0.008 0.000 0.000 0.524 0.368 0.100
#> T72_CT_H01 2 0.1806 0.66125 0.000 0.908 0.000 0.004 0.000 0.088
#> T72_CT_H03 2 0.2801 0.67221 0.000 0.860 0.000 0.072 0.000 0.068
#> T72_CT_H05 3 0.0146 0.93671 0.000 0.000 0.996 0.000 0.000 0.004
#> T72_CT_H08 3 0.0260 0.93367 0.000 0.008 0.992 0.000 0.000 0.000
#> T72_CT_H09 3 0.0000 0.93696 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H10 4 0.4136 0.27488 0.000 0.000 0.000 0.560 0.428 0.012
#> T72_CT_H11 4 0.4088 0.33210 0.000 0.000 0.000 0.616 0.368 0.016
#> T72_CT_H12 2 0.4131 0.61237 0.000 0.744 0.000 0.156 0.000 0.100
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> SD:NMF 265 1.58e-05 5.27e-06 1.18e-28 2
#> SD:NMF 265 1.76e-31 2.11e-34 1.05e-52 3
#> SD:NMF 250 3.52e-26 2.82e-29 3.40e-47 4
#> SD:NMF 228 1.40e-22 1.59e-25 3.11e-45 5
#> SD:NMF 156 3.45e-20 8.26e-24 2.74e-36 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["CV", "hclust"]
# you can also extract it by
# res = res_list["CV:hclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'CV' method.
#> Subgroups are detected by 'hclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.999 0.957 0.981 0.244 0.753 0.753
#> 3 3 0.825 0.877 0.946 0.210 0.987 0.983
#> 4 4 0.566 0.822 0.898 0.200 0.994 0.991
#> 5 5 0.495 0.650 0.868 0.110 0.923 0.895
#> 6 6 0.418 0.682 0.847 0.107 0.946 0.918
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.3879 0.891 0.924 0.076
#> T0_CT_A03 1 0.0000 0.925 1.000 0.000
#> T0_CT_A05 1 0.0000 0.925 1.000 0.000
#> T0_CT_A06 2 0.2603 0.946 0.044 0.956
#> T0_CT_A07 1 0.0376 0.926 0.996 0.004
#> T0_CT_A08 2 0.0000 0.989 0.000 1.000
#> T0_CT_A10 1 0.9963 0.236 0.536 0.464
#> T0_CT_A11 2 0.0000 0.989 0.000 1.000
#> T0_CT_B01 2 0.0376 0.987 0.004 0.996
#> T0_CT_B03 1 0.0376 0.927 0.996 0.004
#> T0_CT_B05 2 0.0000 0.989 0.000 1.000
#> T0_CT_B07 2 0.0376 0.987 0.004 0.996
#> T0_CT_B08 1 0.0376 0.927 0.996 0.004
#> T0_CT_B09 1 0.0376 0.927 0.996 0.004
#> T0_CT_C02 1 0.0376 0.927 0.996 0.004
#> T0_CT_C03 2 0.0000 0.989 0.000 1.000
#> T0_CT_C05 2 0.0000 0.989 0.000 1.000
#> T0_CT_C06 2 0.0376 0.987 0.004 0.996
#> T0_CT_C07 2 0.1184 0.976 0.016 0.984
#> T0_CT_C08 1 0.0672 0.926 0.992 0.008
#> T0_CT_C09 2 0.0000 0.989 0.000 1.000
#> T0_CT_C11 2 0.0000 0.989 0.000 1.000
#> T0_CT_C12 1 0.0000 0.925 1.000 0.000
#> T0_CT_D01 2 0.0672 0.984 0.008 0.992
#> T0_CT_D02 2 0.1414 0.972 0.020 0.980
#> T0_CT_D03 1 0.0376 0.927 0.996 0.004
#> T0_CT_D05 2 0.0376 0.987 0.004 0.996
#> T0_CT_D06 1 0.9661 0.437 0.608 0.392
#> T0_CT_D07 2 0.0672 0.984 0.008 0.992
#> T0_CT_D08 1 0.0376 0.927 0.996 0.004
#> T0_CT_D09 2 0.1184 0.975 0.016 0.984
#> T0_CT_D11 2 0.0000 0.989 0.000 1.000
#> T0_CT_D12 1 0.0672 0.926 0.992 0.008
#> T0_CT_E01 1 0.7453 0.756 0.788 0.212
#> T0_CT_E03 2 0.3274 0.928 0.060 0.940
#> T0_CT_E04 2 0.0000 0.989 0.000 1.000
#> T0_CT_E05 2 0.0376 0.987 0.004 0.996
#> T0_CT_E06 2 0.8813 0.529 0.300 0.700
#> T0_CT_E07 1 0.9933 0.275 0.548 0.452
#> T0_CT_E08 1 0.0376 0.927 0.996 0.004
#> T0_CT_E09 2 0.9866 0.138 0.432 0.568
#> T0_CT_E10 2 0.0000 0.989 0.000 1.000
#> T0_CT_E11 1 0.6343 0.816 0.840 0.160
#> T0_CT_E12 2 0.1414 0.972 0.020 0.980
#> T0_CT_F01 1 0.7453 0.756 0.788 0.212
#> T0_CT_F02 1 0.3431 0.900 0.936 0.064
#> T0_CT_F03 1 0.0672 0.926 0.992 0.008
#> T0_CT_F04 1 0.1414 0.922 0.980 0.020
#> T0_CT_F05 2 0.3274 0.928 0.060 0.940
#> T0_CT_F06 1 0.0672 0.926 0.992 0.008
#> T0_CT_F07 2 0.0000 0.989 0.000 1.000
#> T0_CT_F09 2 0.0000 0.989 0.000 1.000
#> T0_CT_F11 2 0.1414 0.972 0.020 0.980
#> T0_CT_F12 1 0.0376 0.927 0.996 0.004
#> T0_CT_G01 1 0.0376 0.927 0.996 0.004
#> T0_CT_G02 2 0.0376 0.987 0.004 0.996
#> T0_CT_G03 2 0.8713 0.548 0.292 0.708
#> T0_CT_G04 1 0.9686 0.429 0.604 0.396
#> T0_CT_G07 1 0.3431 0.900 0.936 0.064
#> T0_CT_G08 1 0.3431 0.899 0.936 0.064
#> T0_CT_G09 2 0.0000 0.989 0.000 1.000
#> T0_CT_G11 2 0.0672 0.984 0.008 0.992
#> T0_CT_H01 2 0.0376 0.987 0.004 0.996
#> T0_CT_H02 2 0.0000 0.989 0.000 1.000
#> T0_CT_H04 2 0.4431 0.888 0.092 0.908
#> T0_CT_H05 2 0.0376 0.987 0.004 0.996
#> T0_CT_H08 2 0.0376 0.987 0.004 0.996
#> T0_CT_H09 2 0.0376 0.987 0.004 0.996
#> T0_CT_H12 2 0.0376 0.987 0.004 0.996
#> T24_CT_A01 2 0.0376 0.987 0.004 0.996
#> T24_CT_A03 2 0.0376 0.987 0.004 0.996
#> T24_CT_A04 2 0.0000 0.989 0.000 1.000
#> T24_CT_A05 1 0.4939 0.865 0.892 0.108
#> T24_CT_A07 2 0.0000 0.989 0.000 1.000
#> T24_CT_A08 2 0.0000 0.989 0.000 1.000
#> T24_CT_A09 2 0.0000 0.989 0.000 1.000
#> T24_CT_A10 2 0.0000 0.989 0.000 1.000
#> T24_CT_B01 2 0.0376 0.987 0.004 0.996
#> T24_CT_B02 2 0.0000 0.989 0.000 1.000
#> T24_CT_B03 2 0.0000 0.989 0.000 1.000
#> T24_CT_B05 2 0.0000 0.989 0.000 1.000
#> T24_CT_B06 2 0.0000 0.989 0.000 1.000
#> T24_CT_B07 2 0.0000 0.989 0.000 1.000
#> T24_CT_B08 2 0.0000 0.989 0.000 1.000
#> T24_CT_B09 2 0.0000 0.989 0.000 1.000
#> T24_CT_B11 1 0.0000 0.925 1.000 0.000
#> T24_CT_C01 2 0.0000 0.989 0.000 1.000
#> T24_CT_C02 2 0.0376 0.987 0.004 0.996
#> T24_CT_C03 2 0.0000 0.989 0.000 1.000
#> T24_CT_C05 2 0.0000 0.989 0.000 1.000
#> T24_CT_C07 2 0.0000 0.989 0.000 1.000
#> T24_CT_C08 2 0.0000 0.989 0.000 1.000
#> T24_CT_C09 2 0.0376 0.987 0.004 0.996
#> T24_CT_C10 2 0.0000 0.989 0.000 1.000
#> T24_CT_C11 2 0.0000 0.989 0.000 1.000
#> T24_CT_C12 2 0.0000 0.989 0.000 1.000
#> T24_CT_D01 2 0.0000 0.989 0.000 1.000
#> T24_CT_D02 2 0.0000 0.989 0.000 1.000
#> T24_CT_D03 2 0.0000 0.989 0.000 1.000
#> T24_CT_D04 2 0.0000 0.989 0.000 1.000
#> T24_CT_D05 2 0.0000 0.989 0.000 1.000
#> T24_CT_D06 2 0.0000 0.989 0.000 1.000
#> T24_CT_D07 2 0.0000 0.989 0.000 1.000
#> T24_CT_D08 2 0.0376 0.987 0.004 0.996
#> T24_CT_D09 2 0.0000 0.989 0.000 1.000
#> T24_CT_D10 2 0.0000 0.989 0.000 1.000
#> T24_CT_D11 2 0.0000 0.989 0.000 1.000
#> T24_CT_E01 2 0.0000 0.989 0.000 1.000
#> T24_CT_E02 2 0.0000 0.989 0.000 1.000
#> T24_CT_E04 2 0.0000 0.989 0.000 1.000
#> T24_CT_E05 2 0.0000 0.989 0.000 1.000
#> T24_CT_E07 2 0.0000 0.989 0.000 1.000
#> T24_CT_E09 2 0.0000 0.989 0.000 1.000
#> T24_CT_E11 2 0.0000 0.989 0.000 1.000
#> T24_CT_E12 2 0.0000 0.989 0.000 1.000
#> T24_CT_F01 2 0.0000 0.989 0.000 1.000
#> T24_CT_F02 2 0.0000 0.989 0.000 1.000
#> T24_CT_F03 2 0.0000 0.989 0.000 1.000
#> T24_CT_F04 2 0.0376 0.987 0.004 0.996
#> T24_CT_F05 2 0.0000 0.989 0.000 1.000
#> T24_CT_F07 2 0.0000 0.989 0.000 1.000
#> T24_CT_F08 2 0.0000 0.989 0.000 1.000
#> T24_CT_F09 2 0.0000 0.989 0.000 1.000
#> T24_CT_F10 2 0.0000 0.989 0.000 1.000
#> T24_CT_F11 2 0.0000 0.989 0.000 1.000
#> T24_CT_F12 2 0.9522 0.347 0.372 0.628
#> T24_CT_G01 2 0.0000 0.989 0.000 1.000
#> T24_CT_G02 2 0.0000 0.989 0.000 1.000
#> T24_CT_G03 2 0.0000 0.989 0.000 1.000
#> T24_CT_G04 2 0.0000 0.989 0.000 1.000
#> T24_CT_G05 2 0.0376 0.987 0.004 0.996
#> T24_CT_G06 2 0.0000 0.989 0.000 1.000
#> T24_CT_G08 2 0.0000 0.989 0.000 1.000
#> T24_CT_G10 2 0.0000 0.989 0.000 1.000
#> T24_CT_G11 2 0.0000 0.989 0.000 1.000
#> T24_CT_G12 2 0.0000 0.989 0.000 1.000
#> T24_CT_H01 1 0.0376 0.927 0.996 0.004
#> T24_CT_H02 2 0.0000 0.989 0.000 1.000
#> T24_CT_H03 2 0.0000 0.989 0.000 1.000
#> T24_CT_H05 2 0.0000 0.989 0.000 1.000
#> T24_CT_H07 2 0.0000 0.989 0.000 1.000
#> T24_CT_H09 2 0.0000 0.989 0.000 1.000
#> T24_CT_H12 2 0.0000 0.989 0.000 1.000
#> T48_CT_A01 2 0.0376 0.987 0.004 0.996
#> T48_CT_A02 2 0.0376 0.987 0.004 0.996
#> T48_CT_A03 2 0.0000 0.989 0.000 1.000
#> T48_CT_A04 2 0.0000 0.989 0.000 1.000
#> T48_CT_A05 2 0.0000 0.989 0.000 1.000
#> T48_CT_A06 2 0.0000 0.989 0.000 1.000
#> T48_CT_A07 1 0.0000 0.925 1.000 0.000
#> T48_CT_A08 2 0.0376 0.987 0.004 0.996
#> T48_CT_A09 2 0.0000 0.989 0.000 1.000
#> T48_CT_A10 2 0.0000 0.989 0.000 1.000
#> T48_CT_A11 2 0.0000 0.989 0.000 1.000
#> T48_CT_A12 2 0.0000 0.989 0.000 1.000
#> T48_CT_B01 2 0.0000 0.989 0.000 1.000
#> T48_CT_B02 2 0.0000 0.989 0.000 1.000
#> T48_CT_B03 2 0.0000 0.989 0.000 1.000
#> T48_CT_B04 2 0.0000 0.989 0.000 1.000
#> T48_CT_B06 2 0.0000 0.989 0.000 1.000
#> T48_CT_B08 2 0.0000 0.989 0.000 1.000
#> T48_CT_B10 2 0.0000 0.989 0.000 1.000
#> T48_CT_B11 2 0.0000 0.989 0.000 1.000
#> T48_CT_B12 2 0.0000 0.989 0.000 1.000
#> T48_CT_C01 2 0.0000 0.989 0.000 1.000
#> T48_CT_C02 2 0.0000 0.989 0.000 1.000
#> T48_CT_C03 2 0.0000 0.989 0.000 1.000
#> T48_CT_C04 2 0.0000 0.989 0.000 1.000
#> T48_CT_C05 2 0.0000 0.989 0.000 1.000
#> T48_CT_C06 2 0.0000 0.989 0.000 1.000
#> T48_CT_C07 2 0.0000 0.989 0.000 1.000
#> T48_CT_C09 2 0.1633 0.969 0.024 0.976
#> T48_CT_C10 2 0.0000 0.989 0.000 1.000
#> T48_CT_C11 2 0.0000 0.989 0.000 1.000
#> T48_CT_D01 2 0.0000 0.989 0.000 1.000
#> T48_CT_D02 2 0.0000 0.989 0.000 1.000
#> T48_CT_D03 2 0.0000 0.989 0.000 1.000
#> T48_CT_D04 2 0.0000 0.989 0.000 1.000
#> T48_CT_D06 2 0.0000 0.989 0.000 1.000
#> T48_CT_D07 2 0.0000 0.989 0.000 1.000
#> T48_CT_D08 2 0.0000 0.989 0.000 1.000
#> T48_CT_D09 2 0.0000 0.989 0.000 1.000
#> T48_CT_D10 2 0.0000 0.989 0.000 1.000
#> T48_CT_D11 2 0.0000 0.989 0.000 1.000
#> T48_CT_D12 2 0.0000 0.989 0.000 1.000
#> T48_CT_E01 2 0.0000 0.989 0.000 1.000
#> T48_CT_E02 2 0.0000 0.989 0.000 1.000
#> T48_CT_E03 2 0.0000 0.989 0.000 1.000
#> T48_CT_E04 2 0.0000 0.989 0.000 1.000
#> T48_CT_E05 2 0.0000 0.989 0.000 1.000
#> T48_CT_E06 2 0.0000 0.989 0.000 1.000
#> T48_CT_E07 2 0.0000 0.989 0.000 1.000
#> T48_CT_E08 2 0.0000 0.989 0.000 1.000
#> T48_CT_E10 2 0.0000 0.989 0.000 1.000
#> T48_CT_E11 2 0.0000 0.989 0.000 1.000
#> T48_CT_E12 1 0.0376 0.927 0.996 0.004
#> T48_CT_F01 2 0.0000 0.989 0.000 1.000
#> T48_CT_F02 2 0.0000 0.989 0.000 1.000
#> T48_CT_F03 2 0.0000 0.989 0.000 1.000
#> T48_CT_F05 2 0.0000 0.989 0.000 1.000
#> T48_CT_F07 2 0.0000 0.989 0.000 1.000
#> T48_CT_F09 2 0.0000 0.989 0.000 1.000
#> T48_CT_F10 2 0.0000 0.989 0.000 1.000
#> T48_CT_F11 2 0.0000 0.989 0.000 1.000
#> T48_CT_G01 2 0.0000 0.989 0.000 1.000
#> T48_CT_G02 2 0.0376 0.987 0.004 0.996
#> T48_CT_G03 2 0.0000 0.989 0.000 1.000
#> T48_CT_G07 2 0.0000 0.989 0.000 1.000
#> T48_CT_G08 2 0.0000 0.989 0.000 1.000
#> T48_CT_G09 2 0.0000 0.989 0.000 1.000
#> T48_CT_G10 1 0.0000 0.925 1.000 0.000
#> T48_CT_G11 2 0.0000 0.989 0.000 1.000
#> T48_CT_G12 2 0.0000 0.989 0.000 1.000
#> T48_CT_H01 2 0.0000 0.989 0.000 1.000
#> T48_CT_H02 2 0.0000 0.989 0.000 1.000
#> T48_CT_H04 2 0.0000 0.989 0.000 1.000
#> T48_CT_H05 2 0.0000 0.989 0.000 1.000
#> T48_CT_H06 2 0.0000 0.989 0.000 1.000
#> T48_CT_H07 2 0.0000 0.989 0.000 1.000
#> T48_CT_H08 2 0.0000 0.989 0.000 1.000
#> T48_CT_H11 2 0.0000 0.989 0.000 1.000
#> T48_CT_H12 2 0.0000 0.989 0.000 1.000
#> T72_CT_A01 2 0.0376 0.987 0.004 0.996
#> T72_CT_A05 2 0.0938 0.980 0.012 0.988
#> T72_CT_A08 2 0.0000 0.989 0.000 1.000
#> T72_CT_A09 2 0.0000 0.989 0.000 1.000
#> T72_CT_A11 2 0.0376 0.987 0.004 0.996
#> T72_CT_B01 2 0.0000 0.989 0.000 1.000
#> T72_CT_B02 2 0.0000 0.989 0.000 1.000
#> T72_CT_B03 2 0.0000 0.989 0.000 1.000
#> T72_CT_B04 2 0.0000 0.989 0.000 1.000
#> T72_CT_B05 2 0.0000 0.989 0.000 1.000
#> T72_CT_B06 2 0.0000 0.989 0.000 1.000
#> T72_CT_B08 2 0.8207 0.628 0.256 0.744
#> T72_CT_B09 2 0.0000 0.989 0.000 1.000
#> T72_CT_B11 2 0.0000 0.989 0.000 1.000
#> T72_CT_B12 2 0.0376 0.987 0.004 0.996
#> T72_CT_C04 2 0.0000 0.989 0.000 1.000
#> T72_CT_C06 2 0.0000 0.989 0.000 1.000
#> T72_CT_C07 2 0.1184 0.976 0.016 0.984
#> T72_CT_C09 2 0.0000 0.989 0.000 1.000
#> T72_CT_C11 1 0.0938 0.925 0.988 0.012
#> T72_CT_D01 2 0.0376 0.987 0.004 0.996
#> T72_CT_D03 2 0.0000 0.989 0.000 1.000
#> T72_CT_D04 2 0.1184 0.977 0.016 0.984
#> T72_CT_D05 2 0.0000 0.989 0.000 1.000
#> T72_CT_D07 2 0.0000 0.989 0.000 1.000
#> T72_CT_D10 2 0.0000 0.989 0.000 1.000
#> T72_CT_D11 2 0.0000 0.989 0.000 1.000
#> T72_CT_E04 2 0.0000 0.989 0.000 1.000
#> T72_CT_E05 2 0.0376 0.987 0.004 0.996
#> T72_CT_E07 2 0.0000 0.989 0.000 1.000
#> T72_CT_F01 2 0.0376 0.987 0.004 0.996
#> T72_CT_F05 2 0.0000 0.989 0.000 1.000
#> T72_CT_F07 2 0.0000 0.989 0.000 1.000
#> T72_CT_F10 2 0.0000 0.989 0.000 1.000
#> T72_CT_F11 2 0.2043 0.960 0.032 0.968
#> T72_CT_G03 2 0.0000 0.989 0.000 1.000
#> T72_CT_G04 2 0.0000 0.989 0.000 1.000
#> T72_CT_G06 2 0.0000 0.989 0.000 1.000
#> T72_CT_G08 2 0.0000 0.989 0.000 1.000
#> T72_CT_G10 2 0.0376 0.987 0.004 0.996
#> T72_CT_G11 2 0.0000 0.989 0.000 1.000
#> T72_CT_H01 2 0.0376 0.987 0.004 0.996
#> T72_CT_H03 2 0.0376 0.987 0.004 0.996
#> T72_CT_H05 1 0.1843 0.918 0.972 0.028
#> T72_CT_H08 1 0.0376 0.927 0.996 0.004
#> T72_CT_H09 1 0.0000 0.925 1.000 0.000
#> T72_CT_H10 2 0.0000 0.989 0.000 1.000
#> T72_CT_H11 2 0.0000 0.989 0.000 1.000
#> T72_CT_H12 2 0.0376 0.987 0.004 0.996
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.2448 0.7517 0.000 0.076 0.924
#> T0_CT_A03 3 0.0000 0.8398 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.8398 0.000 0.000 1.000
#> T0_CT_A06 2 0.1878 0.9148 0.004 0.952 0.044
#> T0_CT_A07 3 0.0237 0.8422 0.000 0.004 0.996
#> T0_CT_A08 2 0.4002 0.8267 0.160 0.840 0.000
#> T0_CT_A10 3 0.6654 -0.1585 0.008 0.456 0.536
#> T0_CT_A11 2 0.1529 0.9401 0.040 0.960 0.000
#> T0_CT_B01 2 0.0983 0.9446 0.016 0.980 0.004
#> T0_CT_B03 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_B05 2 0.1289 0.9435 0.032 0.968 0.000
#> T0_CT_B07 2 0.1647 0.9412 0.036 0.960 0.004
#> T0_CT_B08 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_B09 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_C02 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_C03 2 0.1643 0.9388 0.044 0.956 0.000
#> T0_CT_C05 2 0.0424 0.9419 0.008 0.992 0.000
#> T0_CT_C06 2 0.1399 0.9433 0.028 0.968 0.004
#> T0_CT_C07 2 0.1337 0.9430 0.012 0.972 0.016
#> T0_CT_C08 3 0.0424 0.8419 0.000 0.008 0.992
#> T0_CT_C09 2 0.1529 0.9401 0.040 0.960 0.000
#> T0_CT_C11 2 0.0424 0.9419 0.008 0.992 0.000
#> T0_CT_C12 3 0.0000 0.8398 0.000 0.000 1.000
#> T0_CT_D01 2 0.1170 0.9373 0.016 0.976 0.008
#> T0_CT_D02 2 0.1781 0.9396 0.020 0.960 0.020
#> T0_CT_D03 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_D05 2 0.0475 0.9446 0.004 0.992 0.004
#> T0_CT_D06 3 0.6451 -0.0286 0.008 0.384 0.608
#> T0_CT_D07 2 0.0848 0.9423 0.008 0.984 0.008
#> T0_CT_D08 3 0.0237 0.8431 0.000 0.004 0.996
#> T0_CT_D09 2 0.1337 0.9345 0.012 0.972 0.016
#> T0_CT_D11 2 0.0424 0.9419 0.008 0.992 0.000
#> T0_CT_D12 3 0.0424 0.8419 0.000 0.008 0.992
#> T0_CT_E01 3 0.4883 0.4466 0.004 0.208 0.788
#> T0_CT_E03 2 0.2947 0.8922 0.020 0.920 0.060
#> T0_CT_E04 2 0.0424 0.9419 0.008 0.992 0.000
#> T0_CT_E05 2 0.1129 0.9438 0.020 0.976 0.004
#> T0_CT_E06 2 0.6113 0.3675 0.012 0.688 0.300
#> T0_CT_E07 3 0.6633 -0.1433 0.008 0.444 0.548
#> T0_CT_E08 3 0.0237 0.8431 0.000 0.004 0.996
#> T0_CT_E09 2 0.6608 -0.0937 0.008 0.560 0.432
#> T0_CT_E10 2 0.1529 0.9401 0.040 0.960 0.000
#> T0_CT_E11 3 0.4172 0.5844 0.004 0.156 0.840
#> T0_CT_E12 2 0.1636 0.9402 0.016 0.964 0.020
#> T0_CT_F01 3 0.4883 0.4466 0.004 0.208 0.788
#> T0_CT_F02 3 0.2165 0.7750 0.000 0.064 0.936
#> T0_CT_F03 3 0.0424 0.8422 0.000 0.008 0.992
#> T0_CT_F04 3 0.0892 0.8310 0.000 0.020 0.980
#> T0_CT_F05 2 0.2301 0.8960 0.004 0.936 0.060
#> T0_CT_F06 3 0.0661 0.8413 0.004 0.008 0.988
#> T0_CT_F07 2 0.0892 0.9451 0.020 0.980 0.000
#> T0_CT_F09 2 0.0424 0.9419 0.008 0.992 0.000
#> T0_CT_F11 2 0.1636 0.9394 0.016 0.964 0.020
#> T0_CT_F12 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_G01 3 0.0237 0.8437 0.000 0.004 0.996
#> T0_CT_G02 2 0.1267 0.9430 0.024 0.972 0.004
#> T0_CT_G03 2 0.6051 0.3883 0.012 0.696 0.292
#> T0_CT_G04 3 0.6467 -0.0383 0.008 0.388 0.604
#> T0_CT_G07 3 0.2301 0.7814 0.004 0.060 0.936
#> T0_CT_G08 3 0.2301 0.7771 0.004 0.060 0.936
#> T0_CT_G09 2 0.1964 0.9335 0.056 0.944 0.000
#> T0_CT_G11 2 0.1315 0.9441 0.020 0.972 0.008
#> T0_CT_H01 2 0.1267 0.9437 0.024 0.972 0.004
#> T0_CT_H02 2 0.0424 0.9419 0.008 0.992 0.000
#> T0_CT_H04 2 0.3213 0.8535 0.008 0.900 0.092
#> T0_CT_H05 2 0.1129 0.9438 0.020 0.976 0.004
#> T0_CT_H08 2 0.1129 0.9457 0.020 0.976 0.004
#> T0_CT_H09 2 0.0829 0.9449 0.012 0.984 0.004
#> T0_CT_H12 2 0.0983 0.9443 0.016 0.980 0.004
#> T24_CT_A01 2 0.1399 0.9423 0.028 0.968 0.004
#> T24_CT_A03 2 0.0592 0.9421 0.012 0.988 0.000
#> T24_CT_A04 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_A05 3 0.3272 0.7004 0.004 0.104 0.892
#> T24_CT_A07 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_A08 2 0.3551 0.8628 0.132 0.868 0.000
#> T24_CT_A09 2 0.1289 0.9412 0.032 0.968 0.000
#> T24_CT_A10 2 0.1289 0.9414 0.032 0.968 0.000
#> T24_CT_B01 2 0.1399 0.9423 0.028 0.968 0.004
#> T24_CT_B02 2 0.1289 0.9411 0.032 0.968 0.000
#> T24_CT_B03 2 0.1031 0.9424 0.024 0.976 0.000
#> T24_CT_B05 2 0.0424 0.9419 0.008 0.992 0.000
#> T24_CT_B06 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_B07 2 0.3412 0.8729 0.124 0.876 0.000
#> T24_CT_B08 2 0.0424 0.9444 0.008 0.992 0.000
#> T24_CT_B09 2 0.3192 0.8864 0.112 0.888 0.000
#> T24_CT_B11 3 0.0000 0.8398 0.000 0.000 1.000
#> T24_CT_C01 2 0.1753 0.9368 0.048 0.952 0.000
#> T24_CT_C02 2 0.0829 0.9446 0.012 0.984 0.004
#> T24_CT_C03 2 0.1411 0.9402 0.036 0.964 0.000
#> T24_CT_C05 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_C07 2 0.0424 0.9419 0.008 0.992 0.000
#> T24_CT_C08 2 0.0424 0.9439 0.008 0.992 0.000
#> T24_CT_C09 2 0.0829 0.9446 0.012 0.984 0.004
#> T24_CT_C10 2 0.1753 0.9370 0.048 0.952 0.000
#> T24_CT_C11 2 0.0747 0.9439 0.016 0.984 0.000
#> T24_CT_C12 2 0.0592 0.9414 0.012 0.988 0.000
#> T24_CT_D01 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_D02 2 0.0592 0.9432 0.012 0.988 0.000
#> T24_CT_D03 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_D04 2 0.1860 0.9352 0.052 0.948 0.000
#> T24_CT_D05 2 0.1031 0.9424 0.024 0.976 0.000
#> T24_CT_D06 2 0.1163 0.9418 0.028 0.972 0.000
#> T24_CT_D07 2 0.0892 0.9437 0.020 0.980 0.000
#> T24_CT_D08 2 0.0661 0.9449 0.008 0.988 0.004
#> T24_CT_D09 2 0.0592 0.9414 0.012 0.988 0.000
#> T24_CT_D10 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_D11 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_E01 2 0.2261 0.9250 0.068 0.932 0.000
#> T24_CT_E02 2 0.1529 0.9389 0.040 0.960 0.000
#> T24_CT_E04 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_E05 2 0.2356 0.9228 0.072 0.928 0.000
#> T24_CT_E07 2 0.0892 0.9445 0.020 0.980 0.000
#> T24_CT_E09 2 0.1643 0.9393 0.044 0.956 0.000
#> T24_CT_E11 2 0.1643 0.9378 0.044 0.956 0.000
#> T24_CT_E12 2 0.0592 0.9414 0.012 0.988 0.000
#> T24_CT_F01 2 0.0592 0.9414 0.012 0.988 0.000
#> T24_CT_F02 2 0.0424 0.9419 0.008 0.992 0.000
#> T24_CT_F03 2 0.1643 0.9384 0.044 0.956 0.000
#> T24_CT_F04 2 0.1399 0.9423 0.028 0.968 0.004
#> T24_CT_F05 2 0.1529 0.9390 0.040 0.960 0.000
#> T24_CT_F07 2 0.0892 0.9444 0.020 0.980 0.000
#> T24_CT_F08 2 0.1163 0.9423 0.028 0.972 0.000
#> T24_CT_F09 2 0.0424 0.9419 0.008 0.992 0.000
#> T24_CT_F10 2 0.0592 0.9428 0.012 0.988 0.000
#> T24_CT_F11 2 0.1643 0.9386 0.044 0.956 0.000
#> T24_CT_F12 2 0.6667 0.1110 0.016 0.616 0.368
#> T24_CT_G01 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_G02 2 0.3752 0.8484 0.144 0.856 0.000
#> T24_CT_G03 2 0.1860 0.9353 0.052 0.948 0.000
#> T24_CT_G04 2 0.0237 0.9429 0.004 0.996 0.000
#> T24_CT_G05 2 0.0829 0.9446 0.012 0.984 0.004
#> T24_CT_G06 2 0.1964 0.9331 0.056 0.944 0.000
#> T24_CT_G08 2 0.1529 0.9389 0.040 0.960 0.000
#> T24_CT_G10 2 0.0424 0.9419 0.008 0.992 0.000
#> T24_CT_G11 2 0.1753 0.9368 0.048 0.952 0.000
#> T24_CT_G12 2 0.1860 0.9350 0.052 0.948 0.000
#> T24_CT_H01 3 0.0237 0.8437 0.000 0.004 0.996
#> T24_CT_H02 2 0.1031 0.9428 0.024 0.976 0.000
#> T24_CT_H03 2 0.0424 0.9444 0.008 0.992 0.000
#> T24_CT_H05 2 0.0747 0.9439 0.016 0.984 0.000
#> T24_CT_H07 2 0.1753 0.9375 0.048 0.952 0.000
#> T24_CT_H09 2 0.1411 0.9415 0.036 0.964 0.000
#> T24_CT_H12 2 0.1860 0.9350 0.052 0.948 0.000
#> T48_CT_A01 2 0.0829 0.9406 0.012 0.984 0.004
#> T48_CT_A02 2 0.0661 0.9418 0.008 0.988 0.004
#> T48_CT_A03 2 0.4002 0.8267 0.160 0.840 0.000
#> T48_CT_A04 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_A05 2 0.0747 0.9436 0.016 0.984 0.000
#> T48_CT_A06 2 0.3879 0.8378 0.152 0.848 0.000
#> T48_CT_A07 3 0.0000 0.8398 0.000 0.000 1.000
#> T48_CT_A08 2 0.0661 0.9418 0.008 0.988 0.004
#> T48_CT_A09 2 0.1411 0.9443 0.036 0.964 0.000
#> T48_CT_A10 2 0.0424 0.9437 0.008 0.992 0.000
#> T48_CT_A11 2 0.0424 0.9419 0.008 0.992 0.000
#> T48_CT_A12 2 0.1753 0.9358 0.048 0.952 0.000
#> T48_CT_B01 2 0.0592 0.9442 0.012 0.988 0.000
#> T48_CT_B02 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_B03 2 0.3879 0.8378 0.152 0.848 0.000
#> T48_CT_B04 2 0.3686 0.8535 0.140 0.860 0.000
#> T48_CT_B06 2 0.0000 0.9435 0.000 1.000 0.000
#> T48_CT_B08 2 0.3267 0.8807 0.116 0.884 0.000
#> T48_CT_B10 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_B11 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_B12 2 0.1529 0.9398 0.040 0.960 0.000
#> T48_CT_C01 2 0.0424 0.9419 0.008 0.992 0.000
#> T48_CT_C02 2 0.1860 0.9348 0.052 0.948 0.000
#> T48_CT_C03 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_C04 2 0.2448 0.9196 0.076 0.924 0.000
#> T48_CT_C05 2 0.1031 0.9446 0.024 0.976 0.000
#> T48_CT_C06 2 0.0892 0.9428 0.020 0.980 0.000
#> T48_CT_C07 2 0.1289 0.9423 0.032 0.968 0.000
#> T48_CT_C09 2 0.2414 0.9138 0.040 0.940 0.020
#> T48_CT_C10 2 0.2878 0.8992 0.096 0.904 0.000
#> T48_CT_C11 2 0.0424 0.9419 0.008 0.992 0.000
#> T48_CT_D01 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_D02 2 0.0892 0.9437 0.020 0.980 0.000
#> T48_CT_D03 2 0.1964 0.9321 0.056 0.944 0.000
#> T48_CT_D04 2 0.2165 0.9277 0.064 0.936 0.000
#> T48_CT_D06 2 0.0424 0.9419 0.008 0.992 0.000
#> T48_CT_D07 2 0.0000 0.9435 0.000 1.000 0.000
#> T48_CT_D08 2 0.1860 0.9348 0.052 0.948 0.000
#> T48_CT_D09 2 0.0000 0.9435 0.000 1.000 0.000
#> T48_CT_D10 2 0.1753 0.9358 0.048 0.952 0.000
#> T48_CT_D11 2 0.0424 0.9419 0.008 0.992 0.000
#> T48_CT_D12 2 0.3619 0.8586 0.136 0.864 0.000
#> T48_CT_E01 2 0.1031 0.9437 0.024 0.976 0.000
#> T48_CT_E02 2 0.1411 0.9404 0.036 0.964 0.000
#> T48_CT_E03 2 0.0747 0.9448 0.016 0.984 0.000
#> T48_CT_E04 2 0.1529 0.9398 0.040 0.960 0.000
#> T48_CT_E05 2 0.0424 0.9419 0.008 0.992 0.000
#> T48_CT_E06 2 0.3686 0.8537 0.140 0.860 0.000
#> T48_CT_E07 2 0.3879 0.8379 0.152 0.848 0.000
#> T48_CT_E08 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_E10 2 0.2959 0.8982 0.100 0.900 0.000
#> T48_CT_E11 2 0.2165 0.9266 0.064 0.936 0.000
#> T48_CT_E12 3 0.0237 0.8431 0.000 0.004 0.996
#> T48_CT_F01 2 0.0424 0.9439 0.008 0.992 0.000
#> T48_CT_F02 2 0.1529 0.9400 0.040 0.960 0.000
#> T48_CT_F03 2 0.0592 0.9440 0.012 0.988 0.000
#> T48_CT_F05 2 0.0424 0.9440 0.008 0.992 0.000
#> T48_CT_F07 2 0.1753 0.9360 0.048 0.952 0.000
#> T48_CT_F09 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_F10 2 0.0592 0.9440 0.012 0.988 0.000
#> T48_CT_F11 2 0.4002 0.8272 0.160 0.840 0.000
#> T48_CT_G01 2 0.1289 0.9414 0.032 0.968 0.000
#> T48_CT_G02 2 0.0661 0.9418 0.008 0.988 0.004
#> T48_CT_G03 2 0.0237 0.9429 0.004 0.996 0.000
#> T48_CT_G07 2 0.0237 0.9438 0.004 0.996 0.000
#> T48_CT_G08 2 0.0747 0.9442 0.016 0.984 0.000
#> T48_CT_G09 2 0.3192 0.8461 0.112 0.888 0.000
#> T48_CT_G10 3 0.0000 0.8398 0.000 0.000 1.000
#> T48_CT_G11 2 0.1289 0.9424 0.032 0.968 0.000
#> T48_CT_G12 2 0.0000 0.9435 0.000 1.000 0.000
#> T48_CT_H01 2 0.0592 0.9442 0.012 0.988 0.000
#> T48_CT_H02 2 0.0892 0.9444 0.020 0.980 0.000
#> T48_CT_H04 2 0.1860 0.9348 0.052 0.948 0.000
#> T48_CT_H05 2 0.0237 0.9438 0.004 0.996 0.000
#> T48_CT_H06 2 0.0000 0.9435 0.000 1.000 0.000
#> T48_CT_H07 2 0.1411 0.9425 0.036 0.964 0.000
#> T48_CT_H08 2 0.0747 0.9404 0.016 0.984 0.000
#> T48_CT_H11 2 0.1753 0.9361 0.048 0.952 0.000
#> T48_CT_H12 2 0.0424 0.9419 0.008 0.992 0.000
#> T72_CT_A01 2 0.0829 0.9434 0.012 0.984 0.004
#> T72_CT_A05 2 0.2584 0.9000 0.064 0.928 0.008
#> T72_CT_A08 2 0.2448 0.9171 0.076 0.924 0.000
#> T72_CT_A09 1 0.3752 0.5092 0.856 0.144 0.000
#> T72_CT_A11 2 0.0983 0.9415 0.016 0.980 0.004
#> T72_CT_B01 2 0.0747 0.9404 0.016 0.984 0.000
#> T72_CT_B02 2 0.4002 0.8269 0.160 0.840 0.000
#> T72_CT_B03 2 0.3116 0.8877 0.108 0.892 0.000
#> T72_CT_B04 2 0.4235 0.8027 0.176 0.824 0.000
#> T72_CT_B05 1 0.5706 0.5777 0.680 0.320 0.000
#> T72_CT_B06 2 0.4235 0.8027 0.176 0.824 0.000
#> T72_CT_B08 2 0.6143 0.4529 0.024 0.720 0.256
#> T72_CT_B09 2 0.1860 0.9348 0.052 0.948 0.000
#> T72_CT_B11 2 0.3192 0.8879 0.112 0.888 0.000
#> T72_CT_B12 2 0.0829 0.9412 0.012 0.984 0.004
#> T72_CT_C04 2 0.0592 0.9414 0.012 0.988 0.000
#> T72_CT_C06 2 0.3551 0.8625 0.132 0.868 0.000
#> T72_CT_C07 2 0.2229 0.9160 0.044 0.944 0.012
#> T72_CT_C09 2 0.3816 0.8427 0.148 0.852 0.000
#> T72_CT_C11 3 0.0661 0.8398 0.008 0.004 0.988
#> T72_CT_D01 2 0.0829 0.9412 0.012 0.984 0.004
#> T72_CT_D03 2 0.3686 0.8488 0.140 0.860 0.000
#> T72_CT_D04 2 0.1491 0.9355 0.016 0.968 0.016
#> T72_CT_D05 2 0.3619 0.8584 0.136 0.864 0.000
#> T72_CT_D07 2 0.3551 0.8633 0.132 0.868 0.000
#> T72_CT_D10 2 0.6225 -0.1368 0.432 0.568 0.000
#> T72_CT_D11 2 0.3941 0.8325 0.156 0.844 0.000
#> T72_CT_E04 2 0.1643 0.9381 0.044 0.956 0.000
#> T72_CT_E05 2 0.1525 0.9375 0.032 0.964 0.004
#> T72_CT_E07 2 0.1860 0.9328 0.052 0.948 0.000
#> T72_CT_F01 2 0.0983 0.9415 0.016 0.980 0.004
#> T72_CT_F05 2 0.0237 0.9429 0.004 0.996 0.000
#> T72_CT_F07 2 0.2261 0.9239 0.068 0.932 0.000
#> T72_CT_F10 2 0.0747 0.9404 0.016 0.984 0.000
#> T72_CT_F11 2 0.2176 0.9195 0.020 0.948 0.032
#> T72_CT_G03 2 0.4002 0.8267 0.160 0.840 0.000
#> T72_CT_G04 2 0.2711 0.9094 0.088 0.912 0.000
#> T72_CT_G06 2 0.0237 0.9432 0.004 0.996 0.000
#> T72_CT_G08 2 0.0592 0.9431 0.012 0.988 0.000
#> T72_CT_G10 2 0.0829 0.9406 0.012 0.984 0.004
#> T72_CT_G11 2 0.1643 0.9390 0.044 0.956 0.000
#> T72_CT_H01 2 0.0983 0.9401 0.016 0.980 0.004
#> T72_CT_H03 2 0.0983 0.9415 0.016 0.980 0.004
#> T72_CT_H05 3 0.1453 0.8280 0.024 0.008 0.968
#> T72_CT_H08 3 0.0237 0.8431 0.000 0.004 0.996
#> T72_CT_H09 3 0.0000 0.8398 0.000 0.000 1.000
#> T72_CT_H10 2 0.1860 0.9336 0.052 0.948 0.000
#> T72_CT_H11 2 0.2261 0.9233 0.068 0.932 0.000
#> T72_CT_H12 2 0.0983 0.9415 0.016 0.980 0.004
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.2125 0.74698 NA 0.076 0.920 0.000
#> T0_CT_A03 3 0.0336 0.83386 NA 0.000 0.992 0.000
#> T0_CT_A05 3 0.0336 0.83386 NA 0.000 0.992 0.000
#> T0_CT_A06 2 0.1953 0.87979 NA 0.940 0.044 0.004
#> T0_CT_A07 3 0.0376 0.83674 NA 0.004 0.992 0.000
#> T0_CT_A08 2 0.4761 0.56960 NA 0.628 0.000 0.000
#> T0_CT_A10 3 0.5273 -0.00711 NA 0.456 0.536 0.000
#> T0_CT_A11 2 0.2647 0.87554 NA 0.880 0.000 0.000
#> T0_CT_B01 2 0.1492 0.89909 NA 0.956 0.004 0.004
#> T0_CT_B03 3 0.0188 0.83742 NA 0.004 0.996 0.000
#> T0_CT_B05 2 0.1743 0.89887 NA 0.940 0.000 0.004
#> T0_CT_B07 2 0.1978 0.89518 NA 0.928 0.004 0.000
#> T0_CT_B08 3 0.0188 0.83742 NA 0.004 0.996 0.000
#> T0_CT_B09 3 0.0376 0.83719 NA 0.004 0.992 0.000
#> T0_CT_C02 3 0.0188 0.83742 NA 0.004 0.996 0.000
#> T0_CT_C03 2 0.2081 0.89123 NA 0.916 0.000 0.000
#> T0_CT_C05 2 0.0592 0.89360 NA 0.984 0.000 0.000
#> T0_CT_C06 2 0.2010 0.89823 NA 0.932 0.004 0.004
#> T0_CT_C07 2 0.2075 0.89902 NA 0.936 0.016 0.004
#> T0_CT_C08 3 0.0524 0.83634 NA 0.008 0.988 0.000
#> T0_CT_C09 2 0.2647 0.87554 NA 0.880 0.000 0.000
#> T0_CT_C11 2 0.0707 0.89234 NA 0.980 0.000 0.000
#> T0_CT_C12 3 0.0188 0.83394 NA 0.000 0.996 0.000
#> T0_CT_D01 2 0.1786 0.88883 NA 0.948 0.008 0.008
#> T0_CT_D02 2 0.2174 0.89674 NA 0.928 0.020 0.000
#> T0_CT_D03 3 0.0376 0.83719 NA 0.004 0.992 0.000
#> T0_CT_D05 2 0.1492 0.90087 NA 0.956 0.004 0.004
#> T0_CT_D06 3 0.5112 0.10899 NA 0.384 0.608 0.000
#> T0_CT_D07 2 0.1229 0.89772 NA 0.968 0.008 0.004
#> T0_CT_D08 3 0.0376 0.83679 NA 0.004 0.992 0.000
#> T0_CT_D09 2 0.1510 0.88704 NA 0.956 0.016 0.000
#> T0_CT_D11 2 0.0707 0.89234 NA 0.980 0.000 0.000
#> T0_CT_D12 3 0.0804 0.83494 NA 0.008 0.980 0.000
#> T0_CT_E01 3 0.3870 0.48587 NA 0.208 0.788 0.000
#> T0_CT_E03 2 0.2731 0.86454 NA 0.908 0.060 0.004
#> T0_CT_E04 2 0.0707 0.89234 NA 0.980 0.000 0.000
#> T0_CT_E05 2 0.1847 0.89732 NA 0.940 0.004 0.004
#> T0_CT_E06 2 0.4957 0.48029 NA 0.684 0.300 0.000
#> T0_CT_E07 3 0.5257 0.00688 NA 0.444 0.548 0.000
#> T0_CT_E08 3 0.0376 0.83705 NA 0.004 0.992 0.000
#> T0_CT_E09 2 0.5236 0.10924 NA 0.560 0.432 0.000
#> T0_CT_E10 2 0.2647 0.87554 NA 0.880 0.000 0.000
#> T0_CT_E11 3 0.3306 0.59642 NA 0.156 0.840 0.000
#> T0_CT_E12 2 0.1624 0.89993 NA 0.952 0.020 0.000
#> T0_CT_F01 3 0.3870 0.48587 NA 0.208 0.788 0.000
#> T0_CT_F02 3 0.1902 0.77490 NA 0.064 0.932 0.000
#> T0_CT_F03 3 0.0336 0.83674 NA 0.008 0.992 0.000
#> T0_CT_F04 3 0.1174 0.82717 NA 0.020 0.968 0.000
#> T0_CT_F05 2 0.2222 0.87314 NA 0.924 0.060 0.000
#> T0_CT_F06 3 0.0672 0.83532 NA 0.008 0.984 0.000
#> T0_CT_F07 2 0.1474 0.90088 NA 0.948 0.000 0.000
#> T0_CT_F09 2 0.0592 0.89404 NA 0.984 0.000 0.000
#> T0_CT_F11 2 0.1724 0.89907 NA 0.948 0.020 0.000
#> T0_CT_F12 3 0.0376 0.83719 NA 0.004 0.992 0.000
#> T0_CT_G01 3 0.0376 0.83719 NA 0.004 0.992 0.000
#> T0_CT_G02 2 0.2010 0.89715 NA 0.932 0.004 0.004
#> T0_CT_G03 2 0.4908 0.49562 NA 0.692 0.292 0.000
#> T0_CT_G04 3 0.5125 0.10099 NA 0.388 0.604 0.000
#> T0_CT_G07 3 0.1824 0.78091 NA 0.060 0.936 0.000
#> T0_CT_G08 3 0.1970 0.77400 NA 0.060 0.932 0.000
#> T0_CT_G09 2 0.3024 0.86172 NA 0.852 0.000 0.000
#> T0_CT_G11 2 0.1994 0.89753 NA 0.936 0.008 0.004
#> T0_CT_H01 2 0.1743 0.89808 NA 0.940 0.004 0.000
#> T0_CT_H02 2 0.0707 0.89234 NA 0.980 0.000 0.000
#> T0_CT_H04 2 0.3308 0.84829 NA 0.872 0.092 0.000
#> T0_CT_H05 2 0.1930 0.89844 NA 0.936 0.004 0.004
#> T0_CT_H08 2 0.1398 0.90146 NA 0.956 0.004 0.000
#> T0_CT_H09 2 0.1398 0.89851 NA 0.956 0.004 0.000
#> T0_CT_H12 2 0.1209 0.89874 NA 0.964 0.004 0.000
#> T24_CT_A01 2 0.1576 0.89757 NA 0.948 0.004 0.000
#> T24_CT_A03 2 0.1118 0.89211 NA 0.964 0.000 0.000
#> T24_CT_A04 2 0.0592 0.89387 NA 0.984 0.000 0.000
#> T24_CT_A05 3 0.2737 0.70298 NA 0.104 0.888 0.000
#> T24_CT_A07 2 0.0592 0.89387 NA 0.984 0.000 0.000
#> T24_CT_A08 2 0.4304 0.71213 NA 0.716 0.000 0.000
#> T24_CT_A09 2 0.2345 0.88392 NA 0.900 0.000 0.000
#> T24_CT_A10 2 0.1867 0.89235 NA 0.928 0.000 0.000
#> T24_CT_B01 2 0.2197 0.88994 NA 0.916 0.004 0.000
#> T24_CT_B02 2 0.2011 0.89155 NA 0.920 0.000 0.000
#> T24_CT_B03 2 0.2345 0.85543 NA 0.900 0.000 0.000
#> T24_CT_B05 2 0.0469 0.89409 NA 0.988 0.000 0.000
#> T24_CT_B06 2 0.0469 0.89467 NA 0.988 0.000 0.000
#> T24_CT_B07 2 0.4382 0.70128 NA 0.704 0.000 0.000
#> T24_CT_B08 2 0.0592 0.89838 NA 0.984 0.000 0.000
#> T24_CT_B09 2 0.4250 0.72875 NA 0.724 0.000 0.000
#> T24_CT_B11 3 0.0188 0.83415 NA 0.000 0.996 0.000
#> T24_CT_C01 2 0.2921 0.86327 NA 0.860 0.000 0.000
#> T24_CT_C02 2 0.1004 0.89978 NA 0.972 0.004 0.000
#> T24_CT_C03 2 0.2081 0.88978 NA 0.916 0.000 0.000
#> T24_CT_C05 2 0.0592 0.89631 NA 0.984 0.000 0.000
#> T24_CT_C07 2 0.0707 0.89293 NA 0.980 0.000 0.000
#> T24_CT_C08 2 0.0469 0.89682 NA 0.988 0.000 0.000
#> T24_CT_C09 2 0.1004 0.89978 NA 0.972 0.004 0.000
#> T24_CT_C10 2 0.2530 0.88030 NA 0.888 0.000 0.000
#> T24_CT_C11 2 0.1302 0.89968 NA 0.956 0.000 0.000
#> T24_CT_C12 2 0.1022 0.89197 NA 0.968 0.000 0.000
#> T24_CT_D01 2 0.0336 0.89535 NA 0.992 0.000 0.000
#> T24_CT_D02 2 0.1118 0.89458 NA 0.964 0.000 0.000
#> T24_CT_D03 2 0.0707 0.89752 NA 0.980 0.000 0.000
#> T24_CT_D04 2 0.2647 0.87744 NA 0.880 0.000 0.000
#> T24_CT_D05 2 0.1716 0.89679 NA 0.936 0.000 0.000
#> T24_CT_D06 2 0.2281 0.88557 NA 0.904 0.000 0.000
#> T24_CT_D07 2 0.1716 0.89764 NA 0.936 0.000 0.000
#> T24_CT_D08 2 0.0895 0.89958 NA 0.976 0.004 0.000
#> T24_CT_D09 2 0.0921 0.89186 NA 0.972 0.000 0.000
#> T24_CT_D10 2 0.0469 0.89467 NA 0.988 0.000 0.000
#> T24_CT_D11 2 0.0336 0.89535 NA 0.992 0.000 0.000
#> T24_CT_E01 2 0.3123 0.85020 NA 0.844 0.000 0.000
#> T24_CT_E02 2 0.2469 0.88083 NA 0.892 0.000 0.000
#> T24_CT_E04 2 0.0336 0.89536 NA 0.992 0.000 0.000
#> T24_CT_E05 2 0.3764 0.80021 NA 0.784 0.000 0.000
#> T24_CT_E07 2 0.1867 0.88642 NA 0.928 0.000 0.000
#> T24_CT_E09 2 0.2469 0.88234 NA 0.892 0.000 0.000
#> T24_CT_E11 2 0.2408 0.88299 NA 0.896 0.000 0.000
#> T24_CT_E12 2 0.0592 0.89421 NA 0.984 0.000 0.000
#> T24_CT_F01 2 0.0592 0.89421 NA 0.984 0.000 0.000
#> T24_CT_F02 2 0.0921 0.89307 NA 0.972 0.000 0.000
#> T24_CT_F03 2 0.2345 0.88462 NA 0.900 0.000 0.000
#> T24_CT_F04 2 0.2053 0.89495 NA 0.924 0.004 0.000
#> T24_CT_F05 2 0.2216 0.88778 NA 0.908 0.000 0.000
#> T24_CT_F07 2 0.1118 0.89974 NA 0.964 0.000 0.000
#> T24_CT_F08 2 0.2011 0.89317 NA 0.920 0.000 0.000
#> T24_CT_F09 2 0.0707 0.89234 NA 0.980 0.000 0.000
#> T24_CT_F10 2 0.1389 0.89739 NA 0.952 0.000 0.000
#> T24_CT_F11 2 0.2216 0.88916 NA 0.908 0.000 0.000
#> T24_CT_F12 2 0.5818 0.24314 NA 0.600 0.364 0.004
#> T24_CT_G01 2 0.0469 0.89499 NA 0.988 0.000 0.000
#> T24_CT_G02 2 0.4624 0.63009 NA 0.660 0.000 0.000
#> T24_CT_G03 2 0.2973 0.86208 NA 0.856 0.000 0.000
#> T24_CT_G04 2 0.0469 0.89640 NA 0.988 0.000 0.000
#> T24_CT_G05 2 0.1004 0.89978 NA 0.972 0.004 0.000
#> T24_CT_G06 2 0.2921 0.86584 NA 0.860 0.000 0.000
#> T24_CT_G08 2 0.2530 0.87842 NA 0.888 0.000 0.000
#> T24_CT_G10 2 0.0707 0.89234 NA 0.980 0.000 0.000
#> T24_CT_G11 2 0.2921 0.86327 NA 0.860 0.000 0.000
#> T24_CT_G12 2 0.2647 0.87636 NA 0.880 0.000 0.000
#> T24_CT_H01 3 0.0188 0.83742 NA 0.004 0.996 0.000
#> T24_CT_H02 2 0.2081 0.89010 NA 0.916 0.000 0.000
#> T24_CT_H03 2 0.0707 0.89925 NA 0.980 0.000 0.000
#> T24_CT_H05 2 0.1211 0.89803 NA 0.960 0.000 0.000
#> T24_CT_H07 2 0.2216 0.88963 NA 0.908 0.000 0.000
#> T24_CT_H09 2 0.2469 0.88226 NA 0.892 0.000 0.000
#> T24_CT_H12 2 0.2647 0.87636 NA 0.880 0.000 0.000
#> T48_CT_A01 2 0.1109 0.89065 NA 0.968 0.004 0.000
#> T48_CT_A02 2 0.0895 0.89222 NA 0.976 0.004 0.000
#> T48_CT_A03 2 0.4761 0.56960 NA 0.628 0.000 0.000
#> T48_CT_A04 2 0.0592 0.89387 NA 0.984 0.000 0.000
#> T48_CT_A05 2 0.0921 0.89562 NA 0.972 0.000 0.000
#> T48_CT_A06 2 0.4730 0.58551 NA 0.636 0.000 0.000
#> T48_CT_A07 3 0.0336 0.83372 NA 0.000 0.992 0.000
#> T48_CT_A08 2 0.0895 0.89222 NA 0.976 0.004 0.000
#> T48_CT_A09 2 0.3024 0.86066 NA 0.852 0.000 0.000
#> T48_CT_A10 2 0.0469 0.89652 NA 0.988 0.000 0.000
#> T48_CT_A11 2 0.0592 0.89360 NA 0.984 0.000 0.000
#> T48_CT_A12 2 0.2345 0.88488 NA 0.900 0.000 0.000
#> T48_CT_B01 2 0.0707 0.89852 NA 0.980 0.000 0.000
#> T48_CT_B02 2 0.0469 0.89499 NA 0.988 0.000 0.000
#> T48_CT_B03 2 0.4730 0.58551 NA 0.636 0.000 0.000
#> T48_CT_B04 2 0.4624 0.63017 NA 0.660 0.000 0.000
#> T48_CT_B06 2 0.0188 0.89620 NA 0.996 0.000 0.000
#> T48_CT_B08 2 0.4072 0.75789 NA 0.748 0.000 0.000
#> T48_CT_B10 2 0.0469 0.89467 NA 0.988 0.000 0.000
#> T48_CT_B11 2 0.0469 0.89467 NA 0.988 0.000 0.000
#> T48_CT_B12 2 0.2216 0.88889 NA 0.908 0.000 0.000
#> T48_CT_C01 2 0.0592 0.89404 NA 0.984 0.000 0.000
#> T48_CT_C02 2 0.3311 0.83991 NA 0.828 0.000 0.000
#> T48_CT_C03 2 0.0336 0.89501 NA 0.992 0.000 0.000
#> T48_CT_C04 2 0.3610 0.81539 NA 0.800 0.000 0.000
#> T48_CT_C05 2 0.1389 0.90082 NA 0.952 0.000 0.000
#> T48_CT_C06 2 0.1389 0.89362 NA 0.952 0.000 0.000
#> T48_CT_C07 2 0.1867 0.89577 NA 0.928 0.000 0.000
#> T48_CT_C09 2 0.2780 0.86650 NA 0.912 0.016 0.024
#> T48_CT_C10 2 0.3942 0.77500 NA 0.764 0.000 0.000
#> T48_CT_C11 2 0.0592 0.89360 NA 0.984 0.000 0.000
#> T48_CT_D01 2 0.0592 0.89660 NA 0.984 0.000 0.000
#> T48_CT_D02 2 0.1211 0.89770 NA 0.960 0.000 0.000
#> T48_CT_D03 2 0.2921 0.86468 NA 0.860 0.000 0.000
#> T48_CT_D04 2 0.3123 0.85670 NA 0.844 0.000 0.000
#> T48_CT_D06 2 0.0817 0.89388 NA 0.976 0.000 0.000
#> T48_CT_D07 2 0.0188 0.89620 NA 0.996 0.000 0.000
#> T48_CT_D08 2 0.2589 0.87875 NA 0.884 0.000 0.000
#> T48_CT_D09 2 0.0469 0.89800 NA 0.988 0.000 0.000
#> T48_CT_D10 2 0.2408 0.88272 NA 0.896 0.000 0.000
#> T48_CT_D11 2 0.0592 0.89306 NA 0.984 0.000 0.000
#> T48_CT_D12 2 0.4477 0.67648 NA 0.688 0.000 0.000
#> T48_CT_E01 2 0.1474 0.89898 NA 0.948 0.000 0.000
#> T48_CT_E02 2 0.2149 0.88868 NA 0.912 0.000 0.000
#> T48_CT_E03 2 0.1867 0.88348 NA 0.928 0.000 0.000
#> T48_CT_E04 2 0.2216 0.88916 NA 0.908 0.000 0.000
#> T48_CT_E05 2 0.0592 0.89404 NA 0.984 0.000 0.000
#> T48_CT_E06 2 0.4543 0.65720 NA 0.676 0.000 0.000
#> T48_CT_E07 2 0.4730 0.58467 NA 0.636 0.000 0.000
#> T48_CT_E08 2 0.0469 0.89499 NA 0.988 0.000 0.000
#> T48_CT_E10 2 0.3764 0.79958 NA 0.784 0.000 0.000
#> T48_CT_E11 2 0.3123 0.85298 NA 0.844 0.000 0.000
#> T48_CT_E12 3 0.0657 0.83553 NA 0.004 0.984 0.000
#> T48_CT_F01 2 0.0707 0.89777 NA 0.980 0.000 0.000
#> T48_CT_F02 2 0.2345 0.88614 NA 0.900 0.000 0.000
#> T48_CT_F03 2 0.0817 0.89816 NA 0.976 0.000 0.000
#> T48_CT_F05 2 0.0592 0.89797 NA 0.984 0.000 0.000
#> T48_CT_F07 2 0.2408 0.88253 NA 0.896 0.000 0.000
#> T48_CT_F09 2 0.0469 0.89499 NA 0.988 0.000 0.000
#> T48_CT_F10 2 0.0817 0.89816 NA 0.976 0.000 0.000
#> T48_CT_F11 2 0.4790 0.55368 NA 0.620 0.000 0.000
#> T48_CT_G01 2 0.2081 0.89000 NA 0.916 0.000 0.000
#> T48_CT_G02 2 0.1004 0.89290 NA 0.972 0.004 0.000
#> T48_CT_G03 2 0.0469 0.89467 NA 0.988 0.000 0.000
#> T48_CT_G07 2 0.0336 0.89703 NA 0.992 0.000 0.000
#> T48_CT_G08 2 0.1211 0.89366 NA 0.960 0.000 0.000
#> T48_CT_G09 2 0.5038 0.33834 NA 0.652 0.000 0.012
#> T48_CT_G10 3 0.0469 0.83293 NA 0.000 0.988 0.000
#> T48_CT_G11 2 0.2149 0.89299 NA 0.912 0.000 0.000
#> T48_CT_G12 2 0.0469 0.89802 NA 0.988 0.000 0.000
#> T48_CT_H01 2 0.0707 0.89852 NA 0.980 0.000 0.000
#> T48_CT_H02 2 0.1474 0.89802 NA 0.948 0.000 0.000
#> T48_CT_H04 2 0.3311 0.83991 NA 0.828 0.000 0.000
#> T48_CT_H05 2 0.0469 0.89755 NA 0.988 0.000 0.000
#> T48_CT_H06 2 0.0188 0.89620 NA 0.996 0.000 0.000
#> T48_CT_H07 2 0.1867 0.89882 NA 0.928 0.000 0.000
#> T48_CT_H08 2 0.1256 0.89044 NA 0.964 0.000 0.008
#> T48_CT_H11 2 0.2281 0.88829 NA 0.904 0.000 0.000
#> T48_CT_H12 2 0.0469 0.89409 NA 0.988 0.000 0.000
#> T72_CT_A01 2 0.1209 0.89726 NA 0.964 0.004 0.000
#> T72_CT_A05 2 0.3824 0.83065 NA 0.852 0.008 0.036
#> T72_CT_A08 2 0.3400 0.83211 NA 0.820 0.000 0.000
#> T72_CT_A09 4 0.0592 0.44760 NA 0.016 0.000 0.984
#> T72_CT_A11 2 0.1443 0.89487 NA 0.960 0.004 0.008
#> T72_CT_B01 2 0.1109 0.89390 NA 0.968 0.000 0.004
#> T72_CT_B02 2 0.4697 0.60067 NA 0.644 0.000 0.000
#> T72_CT_B03 2 0.4250 0.71623 NA 0.724 0.000 0.000
#> T72_CT_B04 2 0.4843 0.51806 NA 0.604 0.000 0.000
#> T72_CT_B05 4 0.7227 0.63411 NA 0.148 0.000 0.484
#> T72_CT_B06 2 0.4843 0.51806 NA 0.604 0.000 0.000
#> T72_CT_B08 2 0.5578 0.50987 NA 0.700 0.252 0.016
#> T72_CT_B09 2 0.3311 0.83991 NA 0.828 0.000 0.000
#> T72_CT_B11 2 0.4103 0.75255 NA 0.744 0.000 0.000
#> T72_CT_B12 2 0.1732 0.89513 NA 0.948 0.004 0.008
#> T72_CT_C04 2 0.0921 0.89372 NA 0.972 0.000 0.000
#> T72_CT_C06 2 0.4500 0.66657 NA 0.684 0.000 0.000
#> T72_CT_C07 2 0.3540 0.84509 NA 0.872 0.012 0.032
#> T72_CT_C09 2 0.4406 0.67278 NA 0.700 0.000 0.000
#> T72_CT_C11 3 0.1388 0.82298 NA 0.000 0.960 0.012
#> T72_CT_D01 2 0.1339 0.89433 NA 0.964 0.004 0.008
#> T72_CT_D03 2 0.4722 0.66382 NA 0.692 0.000 0.008
#> T72_CT_D04 2 0.1871 0.89304 NA 0.948 0.016 0.012
#> T72_CT_D05 2 0.4500 0.66745 NA 0.684 0.000 0.000
#> T72_CT_D07 2 0.4454 0.68024 NA 0.692 0.000 0.000
#> T72_CT_D10 4 0.7525 0.55568 NA 0.276 0.000 0.492
#> T72_CT_D11 2 0.4713 0.58908 NA 0.640 0.000 0.000
#> T72_CT_E04 2 0.2647 0.87578 NA 0.880 0.000 0.000
#> T72_CT_E05 2 0.2207 0.88411 NA 0.928 0.004 0.012
#> T72_CT_E07 2 0.2611 0.88336 NA 0.896 0.000 0.008
#> T72_CT_F01 2 0.1575 0.89441 NA 0.956 0.004 0.012
#> T72_CT_F05 2 0.0592 0.89387 NA 0.984 0.000 0.000
#> T72_CT_F07 2 0.3266 0.84372 NA 0.832 0.000 0.000
#> T72_CT_F10 2 0.1151 0.89455 NA 0.968 0.000 0.008
#> T72_CT_F11 2 0.2463 0.87656 NA 0.924 0.032 0.008
#> T72_CT_G03 2 0.4776 0.56166 NA 0.624 0.000 0.000
#> T72_CT_G04 2 0.3975 0.77321 NA 0.760 0.000 0.000
#> T72_CT_G06 2 0.0469 0.89825 NA 0.988 0.000 0.000
#> T72_CT_G08 2 0.1118 0.90130 NA 0.964 0.000 0.000
#> T72_CT_G10 2 0.1191 0.89413 NA 0.968 0.004 0.004
#> T72_CT_G11 2 0.2530 0.88166 NA 0.888 0.000 0.000
#> T72_CT_H01 2 0.1443 0.89386 NA 0.960 0.004 0.008
#> T72_CT_H03 2 0.1339 0.89548 NA 0.964 0.004 0.008
#> T72_CT_H05 3 0.1520 0.81615 NA 0.000 0.956 0.020
#> T72_CT_H08 3 0.0657 0.83553 NA 0.004 0.984 0.000
#> T72_CT_H09 3 0.0592 0.83191 NA 0.000 0.984 0.000
#> T72_CT_H10 2 0.2921 0.86282 NA 0.860 0.000 0.000
#> T72_CT_H11 2 0.3311 0.83872 NA 0.828 0.000 0.000
#> T72_CT_H12 2 0.1443 0.89459 NA 0.960 0.004 0.008
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.2166 0.74139 0.004 0.072 0.912 0.000 0.012
#> T0_CT_A03 3 0.0671 0.81311 0.004 0.000 0.980 0.000 0.016
#> T0_CT_A05 3 0.0865 0.81268 0.004 0.000 0.972 0.000 0.024
#> T0_CT_A06 2 0.1870 0.77728 0.016 0.936 0.040 0.004 0.004
#> T0_CT_A07 3 0.1243 0.81163 0.008 0.004 0.960 0.000 0.028
#> T0_CT_A08 1 0.4294 0.94675 0.532 0.468 0.000 0.000 0.000
#> T0_CT_A10 3 0.4538 -0.19283 0.008 0.452 0.540 0.000 0.000
#> T0_CT_A11 2 0.2516 0.70920 0.140 0.860 0.000 0.000 0.000
#> T0_CT_B01 2 0.1365 0.80257 0.040 0.952 0.004 0.004 0.000
#> T0_CT_B03 3 0.0290 0.81287 0.000 0.000 0.992 0.000 0.008
#> T0_CT_B05 2 0.1571 0.80174 0.060 0.936 0.000 0.004 0.000
#> T0_CT_B07 2 0.1768 0.79147 0.072 0.924 0.004 0.000 0.000
#> T0_CT_B08 3 0.0324 0.81304 0.004 0.000 0.992 0.000 0.004
#> T0_CT_B09 3 0.0898 0.81085 0.008 0.000 0.972 0.000 0.020
#> T0_CT_C02 3 0.0162 0.81312 0.000 0.000 0.996 0.000 0.004
#> T0_CT_C03 2 0.2179 0.75653 0.112 0.888 0.000 0.000 0.000
#> T0_CT_C05 2 0.0609 0.80452 0.020 0.980 0.000 0.000 0.000
#> T0_CT_C06 2 0.1864 0.79474 0.068 0.924 0.004 0.004 0.000
#> T0_CT_C07 2 0.1787 0.80188 0.044 0.936 0.016 0.004 0.000
#> T0_CT_C08 3 0.0992 0.81299 0.000 0.008 0.968 0.000 0.024
#> T0_CT_C09 2 0.2516 0.70920 0.140 0.860 0.000 0.000 0.000
#> T0_CT_C11 2 0.0609 0.80019 0.020 0.980 0.000 0.000 0.000
#> T0_CT_C12 3 0.0992 0.81114 0.008 0.000 0.968 0.000 0.024
#> T0_CT_D01 2 0.1651 0.79270 0.036 0.944 0.012 0.008 0.000
#> T0_CT_D02 2 0.2012 0.79297 0.060 0.920 0.020 0.000 0.000
#> T0_CT_D03 3 0.0798 0.81161 0.008 0.000 0.976 0.000 0.016
#> T0_CT_D05 2 0.1443 0.80834 0.044 0.948 0.004 0.004 0.000
#> T0_CT_D06 3 0.4541 -0.03405 0.008 0.380 0.608 0.000 0.004
#> T0_CT_D07 2 0.1243 0.80713 0.028 0.960 0.008 0.004 0.000
#> T0_CT_D08 3 0.0771 0.81538 0.000 0.004 0.976 0.000 0.020
#> T0_CT_D09 2 0.1485 0.78567 0.032 0.948 0.020 0.000 0.000
#> T0_CT_D11 2 0.0609 0.80019 0.020 0.980 0.000 0.000 0.000
#> T0_CT_D12 3 0.1251 0.80998 0.000 0.008 0.956 0.000 0.036
#> T0_CT_E01 3 0.3578 0.49742 0.004 0.204 0.784 0.000 0.008
#> T0_CT_E03 2 0.2597 0.74647 0.032 0.900 0.060 0.004 0.004
#> T0_CT_E04 2 0.0609 0.80019 0.020 0.980 0.000 0.000 0.000
#> T0_CT_E05 2 0.1662 0.79554 0.056 0.936 0.004 0.004 0.000
#> T0_CT_E06 2 0.4401 0.10708 0.016 0.684 0.296 0.000 0.004
#> T0_CT_E07 3 0.4782 -0.17801 0.008 0.440 0.544 0.000 0.008
#> T0_CT_E08 3 0.0865 0.81266 0.000 0.004 0.972 0.000 0.024
#> T0_CT_E09 2 0.4517 -0.18675 0.008 0.556 0.436 0.000 0.000
#> T0_CT_E10 2 0.2516 0.70920 0.140 0.860 0.000 0.000 0.000
#> T0_CT_E11 3 0.3087 0.60585 0.004 0.152 0.836 0.000 0.008
#> T0_CT_E12 2 0.1648 0.80329 0.040 0.940 0.020 0.000 0.000
#> T0_CT_F01 3 0.3578 0.49742 0.004 0.204 0.784 0.000 0.008
#> T0_CT_F02 3 0.1697 0.76528 0.000 0.060 0.932 0.000 0.008
#> T0_CT_F03 3 0.0932 0.81315 0.004 0.004 0.972 0.000 0.020
#> T0_CT_F04 3 0.1386 0.80916 0.000 0.016 0.952 0.000 0.032
#> T0_CT_F05 2 0.1914 0.76305 0.016 0.924 0.060 0.000 0.000
#> T0_CT_F06 3 0.1267 0.80994 0.012 0.004 0.960 0.000 0.024
#> T0_CT_F07 2 0.1410 0.80733 0.060 0.940 0.000 0.000 0.000
#> T0_CT_F09 2 0.0510 0.80263 0.016 0.984 0.000 0.000 0.000
#> T0_CT_F11 2 0.1818 0.79811 0.044 0.932 0.024 0.000 0.000
#> T0_CT_F12 3 0.0898 0.81085 0.008 0.000 0.972 0.000 0.020
#> T0_CT_G01 3 0.0898 0.81085 0.008 0.000 0.972 0.000 0.020
#> T0_CT_G02 2 0.1731 0.79717 0.060 0.932 0.004 0.004 0.000
#> T0_CT_G03 2 0.4359 0.12535 0.016 0.692 0.288 0.000 0.004
#> T0_CT_G04 3 0.4770 -0.04963 0.008 0.384 0.596 0.000 0.012
#> T0_CT_G07 3 0.1662 0.77081 0.004 0.056 0.936 0.000 0.004
#> T0_CT_G08 3 0.2243 0.76460 0.012 0.056 0.916 0.000 0.016
#> T0_CT_G09 2 0.3266 0.58914 0.200 0.796 0.000 0.000 0.004
#> T0_CT_G11 2 0.1857 0.79590 0.060 0.928 0.008 0.004 0.000
#> T0_CT_H01 2 0.1704 0.79680 0.068 0.928 0.004 0.000 0.000
#> T0_CT_H02 2 0.0609 0.80019 0.020 0.980 0.000 0.000 0.000
#> T0_CT_H04 2 0.2983 0.69625 0.040 0.864 0.096 0.000 0.000
#> T0_CT_H05 2 0.1731 0.79769 0.060 0.932 0.004 0.004 0.000
#> T0_CT_H08 2 0.1357 0.80966 0.048 0.948 0.004 0.000 0.000
#> T0_CT_H09 2 0.1282 0.80103 0.044 0.952 0.004 0.000 0.000
#> T0_CT_H12 2 0.1205 0.80199 0.040 0.956 0.004 0.000 0.000
#> T24_CT_A01 2 0.1638 0.79460 0.064 0.932 0.004 0.000 0.000
#> T24_CT_A03 2 0.1121 0.79372 0.044 0.956 0.000 0.000 0.000
#> T24_CT_A04 2 0.0510 0.80235 0.016 0.984 0.000 0.000 0.000
#> T24_CT_A05 3 0.2828 0.69116 0.004 0.104 0.872 0.000 0.020
#> T24_CT_A07 2 0.0510 0.80235 0.016 0.984 0.000 0.000 0.000
#> T24_CT_A08 2 0.4150 -0.47129 0.388 0.612 0.000 0.000 0.000
#> T24_CT_A09 2 0.2179 0.75197 0.112 0.888 0.000 0.000 0.000
#> T24_CT_A10 2 0.1851 0.77709 0.088 0.912 0.000 0.000 0.000
#> T24_CT_B01 2 0.2179 0.76663 0.100 0.896 0.004 0.000 0.000
#> T24_CT_B02 2 0.1908 0.77234 0.092 0.908 0.000 0.000 0.000
#> T24_CT_B03 2 0.3222 0.63421 0.108 0.852 0.000 0.004 0.036
#> T24_CT_B05 2 0.0510 0.80362 0.016 0.984 0.000 0.000 0.000
#> T24_CT_B06 2 0.0510 0.80368 0.016 0.984 0.000 0.000 0.000
#> T24_CT_B07 2 0.4262 -0.68701 0.440 0.560 0.000 0.000 0.000
#> T24_CT_B08 2 0.0510 0.80653 0.016 0.984 0.000 0.000 0.000
#> T24_CT_B09 2 0.4126 -0.39877 0.380 0.620 0.000 0.000 0.000
#> T24_CT_B11 3 0.0865 0.81240 0.004 0.000 0.972 0.000 0.024
#> T24_CT_C01 2 0.3074 0.59718 0.196 0.804 0.000 0.000 0.000
#> T24_CT_C02 2 0.0865 0.80738 0.024 0.972 0.004 0.000 0.000
#> T24_CT_C03 2 0.1908 0.76974 0.092 0.908 0.000 0.000 0.000
#> T24_CT_C05 2 0.0609 0.80732 0.020 0.980 0.000 0.000 0.000
#> T24_CT_C07 2 0.0880 0.80030 0.032 0.968 0.000 0.000 0.000
#> T24_CT_C08 2 0.0404 0.80645 0.012 0.988 0.000 0.000 0.000
#> T24_CT_C09 2 0.0865 0.80738 0.024 0.972 0.004 0.000 0.000
#> T24_CT_C10 2 0.2605 0.70825 0.148 0.852 0.000 0.000 0.000
#> T24_CT_C11 2 0.1197 0.80344 0.048 0.952 0.000 0.000 0.000
#> T24_CT_C12 2 0.1043 0.79435 0.040 0.960 0.000 0.000 0.000
#> T24_CT_D01 2 0.0404 0.80609 0.012 0.988 0.000 0.000 0.000
#> T24_CT_D02 2 0.0963 0.80340 0.036 0.964 0.000 0.000 0.000
#> T24_CT_D03 2 0.0703 0.80844 0.024 0.976 0.000 0.000 0.000
#> T24_CT_D04 2 0.2966 0.63691 0.184 0.816 0.000 0.000 0.000
#> T24_CT_D05 2 0.1851 0.78601 0.088 0.912 0.000 0.000 0.000
#> T24_CT_D06 2 0.2020 0.76228 0.100 0.900 0.000 0.000 0.000
#> T24_CT_D07 2 0.1792 0.79102 0.084 0.916 0.000 0.000 0.000
#> T24_CT_D08 2 0.0771 0.80852 0.020 0.976 0.004 0.000 0.000
#> T24_CT_D09 2 0.0963 0.79496 0.036 0.964 0.000 0.000 0.000
#> T24_CT_D10 2 0.0510 0.80413 0.016 0.984 0.000 0.000 0.000
#> T24_CT_D11 2 0.0404 0.80609 0.012 0.988 0.000 0.000 0.000
#> T24_CT_E01 2 0.3305 0.48434 0.224 0.776 0.000 0.000 0.000
#> T24_CT_E02 2 0.2471 0.72008 0.136 0.864 0.000 0.000 0.000
#> T24_CT_E04 2 0.0404 0.80483 0.012 0.988 0.000 0.000 0.000
#> T24_CT_E05 2 0.3895 0.00985 0.320 0.680 0.000 0.000 0.000
#> T24_CT_E07 2 0.2574 0.71304 0.112 0.876 0.000 0.000 0.012
#> T24_CT_E09 2 0.2424 0.73047 0.132 0.868 0.000 0.000 0.000
#> T24_CT_E11 2 0.2561 0.71362 0.144 0.856 0.000 0.000 0.000
#> T24_CT_E12 2 0.0609 0.80398 0.020 0.980 0.000 0.000 0.000
#> T24_CT_F01 2 0.0609 0.80398 0.020 0.980 0.000 0.000 0.000
#> T24_CT_F02 2 0.0880 0.80147 0.032 0.968 0.000 0.000 0.000
#> T24_CT_F03 2 0.2329 0.74094 0.124 0.876 0.000 0.000 0.000
#> T24_CT_F04 2 0.1831 0.79004 0.076 0.920 0.004 0.000 0.000
#> T24_CT_F05 2 0.2230 0.75214 0.116 0.884 0.000 0.000 0.000
#> T24_CT_F07 2 0.1270 0.80150 0.052 0.948 0.000 0.000 0.000
#> T24_CT_F08 2 0.1908 0.77725 0.092 0.908 0.000 0.000 0.000
#> T24_CT_F09 2 0.0703 0.80143 0.024 0.976 0.000 0.000 0.000
#> T24_CT_F10 2 0.1544 0.79603 0.068 0.932 0.000 0.000 0.000
#> T24_CT_F11 2 0.2179 0.76026 0.112 0.888 0.000 0.000 0.000
#> T24_CT_F12 2 0.5083 -0.13345 0.036 0.596 0.364 0.004 0.000
#> T24_CT_G01 2 0.0404 0.80384 0.012 0.988 0.000 0.000 0.000
#> T24_CT_G02 1 0.4307 0.88889 0.500 0.500 0.000 0.000 0.000
#> T24_CT_G03 2 0.3039 0.61133 0.192 0.808 0.000 0.000 0.000
#> T24_CT_G04 2 0.0703 0.80794 0.024 0.976 0.000 0.000 0.000
#> T24_CT_G05 2 0.0865 0.80738 0.024 0.972 0.004 0.000 0.000
#> T24_CT_G06 2 0.3074 0.60104 0.196 0.804 0.000 0.000 0.000
#> T24_CT_G08 2 0.2424 0.72937 0.132 0.868 0.000 0.000 0.000
#> T24_CT_G10 2 0.0794 0.80093 0.028 0.972 0.000 0.000 0.000
#> T24_CT_G11 2 0.2891 0.64421 0.176 0.824 0.000 0.000 0.000
#> T24_CT_G12 2 0.2424 0.72841 0.132 0.868 0.000 0.000 0.000
#> T24_CT_H01 3 0.0771 0.81156 0.004 0.000 0.976 0.000 0.020
#> T24_CT_H02 2 0.1965 0.76844 0.096 0.904 0.000 0.000 0.000
#> T24_CT_H03 2 0.0609 0.80738 0.020 0.980 0.000 0.000 0.000
#> T24_CT_H05 2 0.1270 0.79856 0.052 0.948 0.000 0.000 0.000
#> T24_CT_H07 2 0.2280 0.74910 0.120 0.880 0.000 0.000 0.000
#> T24_CT_H09 2 0.2561 0.71847 0.144 0.856 0.000 0.000 0.000
#> T24_CT_H12 2 0.2424 0.72841 0.132 0.868 0.000 0.000 0.000
#> T48_CT_A01 2 0.1205 0.79651 0.040 0.956 0.004 0.000 0.000
#> T48_CT_A02 2 0.0865 0.80351 0.024 0.972 0.004 0.000 0.000
#> T48_CT_A03 1 0.4287 0.94692 0.540 0.460 0.000 0.000 0.000
#> T48_CT_A04 2 0.0609 0.80465 0.020 0.980 0.000 0.000 0.000
#> T48_CT_A05 2 0.1270 0.79444 0.052 0.948 0.000 0.000 0.000
#> T48_CT_A06 1 0.4294 0.94733 0.532 0.468 0.000 0.000 0.000
#> T48_CT_A07 3 0.0609 0.81167 0.000 0.000 0.980 0.000 0.020
#> T48_CT_A08 2 0.1041 0.80018 0.032 0.964 0.004 0.000 0.000
#> T48_CT_A09 2 0.3750 0.46114 0.232 0.756 0.000 0.000 0.012
#> T48_CT_A10 2 0.0404 0.80572 0.012 0.988 0.000 0.000 0.000
#> T48_CT_A11 2 0.0609 0.80321 0.020 0.980 0.000 0.000 0.000
#> T48_CT_A12 2 0.2471 0.72062 0.136 0.864 0.000 0.000 0.000
#> T48_CT_B01 2 0.0609 0.80614 0.020 0.980 0.000 0.000 0.000
#> T48_CT_B02 2 0.0510 0.80408 0.016 0.984 0.000 0.000 0.000
#> T48_CT_B03 1 0.4302 0.93591 0.520 0.480 0.000 0.000 0.000
#> T48_CT_B04 2 0.4307 -0.89795 0.500 0.500 0.000 0.000 0.000
#> T48_CT_B06 2 0.0162 0.80527 0.004 0.996 0.000 0.000 0.000
#> T48_CT_B08 2 0.4074 -0.32048 0.364 0.636 0.000 0.000 0.000
#> T48_CT_B10 2 0.0510 0.80368 0.016 0.984 0.000 0.000 0.000
#> T48_CT_B11 2 0.0510 0.80549 0.016 0.984 0.000 0.000 0.000
#> T48_CT_B12 2 0.2329 0.73966 0.124 0.876 0.000 0.000 0.000
#> T48_CT_C01 2 0.0609 0.80384 0.020 0.980 0.000 0.000 0.000
#> T48_CT_C02 2 0.3508 0.39228 0.252 0.748 0.000 0.000 0.000
#> T48_CT_C03 2 0.0510 0.80637 0.016 0.984 0.000 0.000 0.000
#> T48_CT_C04 2 0.3837 0.07223 0.308 0.692 0.000 0.000 0.000
#> T48_CT_C05 2 0.1410 0.80713 0.060 0.940 0.000 0.000 0.000
#> T48_CT_C06 2 0.1502 0.79770 0.056 0.940 0.000 0.000 0.004
#> T48_CT_C07 2 0.1851 0.78646 0.088 0.912 0.000 0.000 0.000
#> T48_CT_C09 2 0.2713 0.74058 0.068 0.896 0.020 0.008 0.008
#> T48_CT_C10 2 0.3999 -0.21985 0.344 0.656 0.000 0.000 0.000
#> T48_CT_C11 2 0.0510 0.80210 0.016 0.984 0.000 0.000 0.000
#> T48_CT_D01 2 0.0510 0.80616 0.016 0.984 0.000 0.000 0.000
#> T48_CT_D02 2 0.1197 0.79850 0.048 0.952 0.000 0.000 0.000
#> T48_CT_D03 2 0.3039 0.61804 0.192 0.808 0.000 0.000 0.000
#> T48_CT_D04 2 0.3336 0.50264 0.228 0.772 0.000 0.000 0.000
#> T48_CT_D06 2 0.0794 0.80321 0.028 0.972 0.000 0.000 0.000
#> T48_CT_D07 2 0.0162 0.80527 0.004 0.996 0.000 0.000 0.000
#> T48_CT_D08 2 0.2648 0.69859 0.152 0.848 0.000 0.000 0.000
#> T48_CT_D09 2 0.0404 0.80653 0.012 0.988 0.000 0.000 0.000
#> T48_CT_D10 2 0.2516 0.71361 0.140 0.860 0.000 0.000 0.000
#> T48_CT_D11 2 0.0510 0.80125 0.016 0.984 0.000 0.000 0.000
#> T48_CT_D12 2 0.4297 -0.80851 0.472 0.528 0.000 0.000 0.000
#> T48_CT_E01 2 0.1768 0.79470 0.072 0.924 0.000 0.000 0.004
#> T48_CT_E02 2 0.2230 0.75170 0.116 0.884 0.000 0.000 0.000
#> T48_CT_E03 2 0.2416 0.72735 0.100 0.888 0.000 0.000 0.012
#> T48_CT_E04 2 0.2329 0.73476 0.124 0.876 0.000 0.000 0.000
#> T48_CT_E05 2 0.0609 0.80504 0.020 0.980 0.000 0.000 0.000
#> T48_CT_E06 2 0.4297 -0.80775 0.472 0.528 0.000 0.000 0.000
#> T48_CT_E07 1 0.4302 0.93415 0.520 0.480 0.000 0.000 0.000
#> T48_CT_E08 2 0.0404 0.80384 0.012 0.988 0.000 0.000 0.000
#> T48_CT_E10 2 0.3774 0.15891 0.296 0.704 0.000 0.000 0.000
#> T48_CT_E11 2 0.3003 0.61473 0.188 0.812 0.000 0.000 0.000
#> T48_CT_E12 3 0.1282 0.80735 0.000 0.004 0.952 0.000 0.044
#> T48_CT_F01 2 0.0703 0.80881 0.024 0.976 0.000 0.000 0.000
#> T48_CT_F02 2 0.2230 0.75409 0.116 0.884 0.000 0.000 0.000
#> T48_CT_F03 2 0.0880 0.80412 0.032 0.968 0.000 0.000 0.000
#> T48_CT_F05 2 0.0609 0.80658 0.020 0.980 0.000 0.000 0.000
#> T48_CT_F07 2 0.2377 0.73341 0.128 0.872 0.000 0.000 0.000
#> T48_CT_F09 2 0.0404 0.80384 0.012 0.988 0.000 0.000 0.000
#> T48_CT_F10 2 0.0880 0.80412 0.032 0.968 0.000 0.000 0.000
#> T48_CT_F11 1 0.4273 0.93282 0.552 0.448 0.000 0.000 0.000
#> T48_CT_G01 2 0.2127 0.76331 0.108 0.892 0.000 0.000 0.000
#> T48_CT_G02 2 0.1124 0.80029 0.036 0.960 0.004 0.000 0.000
#> T48_CT_G03 2 0.0510 0.80413 0.016 0.984 0.000 0.000 0.000
#> T48_CT_G07 2 0.0290 0.80613 0.008 0.992 0.000 0.000 0.000
#> T48_CT_G08 2 0.1197 0.80128 0.048 0.952 0.000 0.000 0.000
#> T48_CT_G09 5 0.5641 0.18129 0.076 0.436 0.000 0.000 0.488
#> T48_CT_G10 3 0.1121 0.80507 0.000 0.000 0.956 0.000 0.044
#> T48_CT_G11 2 0.2127 0.76981 0.108 0.892 0.000 0.000 0.000
#> T48_CT_G12 2 0.0404 0.80730 0.012 0.988 0.000 0.000 0.000
#> T48_CT_H01 2 0.0609 0.80614 0.020 0.980 0.000 0.000 0.000
#> T48_CT_H02 2 0.1671 0.79515 0.076 0.924 0.000 0.000 0.000
#> T48_CT_H04 2 0.3508 0.39228 0.252 0.748 0.000 0.000 0.000
#> T48_CT_H05 2 0.0404 0.80652 0.012 0.988 0.000 0.000 0.000
#> T48_CT_H06 2 0.0162 0.80527 0.004 0.996 0.000 0.000 0.000
#> T48_CT_H07 2 0.1851 0.79459 0.088 0.912 0.000 0.000 0.000
#> T48_CT_H08 2 0.1331 0.79310 0.040 0.952 0.000 0.008 0.000
#> T48_CT_H11 2 0.2280 0.75174 0.120 0.880 0.000 0.000 0.000
#> T48_CT_H12 2 0.0510 0.80286 0.016 0.984 0.000 0.000 0.000
#> T72_CT_A01 2 0.1041 0.80722 0.032 0.964 0.004 0.000 0.000
#> T72_CT_A05 2 0.4391 0.55522 0.116 0.800 0.008 0.056 0.020
#> T72_CT_A08 2 0.3424 0.43042 0.240 0.760 0.000 0.000 0.000
#> T72_CT_A09 4 0.6327 0.65032 0.220 0.004 0.000 0.552 0.224
#> T72_CT_A11 2 0.1569 0.79865 0.044 0.944 0.004 0.008 0.000
#> T72_CT_B01 2 0.1357 0.79828 0.048 0.948 0.000 0.004 0.000
#> T72_CT_B02 1 0.4307 0.89447 0.504 0.496 0.000 0.000 0.000
#> T72_CT_B03 2 0.4150 -0.45386 0.388 0.612 0.000 0.000 0.000
#> T72_CT_B04 1 0.4242 0.88973 0.572 0.428 0.000 0.000 0.000
#> T72_CT_B05 4 0.3710 0.57630 0.144 0.048 0.000 0.808 0.000
#> T72_CT_B06 1 0.4242 0.88973 0.572 0.428 0.000 0.000 0.000
#> T72_CT_B08 2 0.5280 0.13846 0.044 0.692 0.236 0.008 0.020
#> T72_CT_B09 2 0.3508 0.39228 0.252 0.748 0.000 0.000 0.000
#> T72_CT_B11 2 0.4015 -0.21590 0.348 0.652 0.000 0.000 0.000
#> T72_CT_B12 2 0.1644 0.80070 0.048 0.940 0.004 0.008 0.000
#> T72_CT_C04 2 0.0963 0.80296 0.036 0.964 0.000 0.000 0.000
#> T72_CT_C06 2 0.4227 -0.60215 0.420 0.580 0.000 0.000 0.000
#> T72_CT_C07 2 0.3868 0.63812 0.096 0.836 0.008 0.036 0.024
#> T72_CT_C09 2 0.4138 -0.46202 0.384 0.616 0.000 0.000 0.000
#> T72_CT_C11 3 0.2408 0.76594 0.008 0.000 0.892 0.004 0.096
#> T72_CT_D01 2 0.1492 0.80049 0.040 0.948 0.004 0.008 0.000
#> T72_CT_D03 2 0.4542 -0.78452 0.456 0.536 0.000 0.008 0.000
#> T72_CT_D04 2 0.1869 0.79410 0.036 0.936 0.016 0.012 0.000
#> T72_CT_D05 2 0.4256 -0.66598 0.436 0.564 0.000 0.000 0.000
#> T72_CT_D07 2 0.4227 -0.59475 0.420 0.580 0.000 0.000 0.000
#> T72_CT_D10 5 0.8245 -0.43195 0.204 0.156 0.000 0.248 0.392
#> T72_CT_D11 1 0.4297 0.94544 0.528 0.472 0.000 0.000 0.000
#> T72_CT_E04 2 0.2471 0.72428 0.136 0.864 0.000 0.000 0.000
#> T72_CT_E05 2 0.2166 0.76793 0.072 0.912 0.004 0.012 0.000
#> T72_CT_E07 2 0.3053 0.63806 0.164 0.828 0.000 0.008 0.000
#> T72_CT_F01 2 0.1605 0.79905 0.040 0.944 0.004 0.012 0.000
#> T72_CT_F05 2 0.0510 0.80235 0.016 0.984 0.000 0.000 0.000
#> T72_CT_F07 2 0.3274 0.51813 0.220 0.780 0.000 0.000 0.000
#> T72_CT_F10 2 0.1251 0.80232 0.036 0.956 0.000 0.008 0.000
#> T72_CT_F11 2 0.2353 0.76847 0.044 0.916 0.028 0.008 0.004
#> T72_CT_G03 1 0.4283 0.94344 0.544 0.456 0.000 0.000 0.000
#> T72_CT_G04 2 0.3932 -0.07966 0.328 0.672 0.000 0.000 0.000
#> T72_CT_G06 2 0.0404 0.80805 0.012 0.988 0.000 0.000 0.000
#> T72_CT_G08 2 0.1121 0.81081 0.044 0.956 0.000 0.000 0.000
#> T72_CT_G10 2 0.1202 0.80398 0.032 0.960 0.004 0.004 0.000
#> T72_CT_G11 2 0.2561 0.71623 0.144 0.856 0.000 0.000 0.000
#> T72_CT_H01 2 0.1526 0.79786 0.040 0.948 0.004 0.004 0.004
#> T72_CT_H03 2 0.1492 0.80075 0.040 0.948 0.004 0.008 0.000
#> T72_CT_H05 3 0.2112 0.77718 0.004 0.000 0.908 0.004 0.084
#> T72_CT_H08 3 0.1282 0.80735 0.000 0.004 0.952 0.000 0.044
#> T72_CT_H09 3 0.1430 0.79957 0.004 0.000 0.944 0.000 0.052
#> T72_CT_H10 2 0.3003 0.59416 0.188 0.812 0.000 0.000 0.000
#> T72_CT_H11 2 0.3452 0.41680 0.244 0.756 0.000 0.000 0.000
#> T72_CT_H12 2 0.1492 0.80024 0.040 0.948 0.004 0.008 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.2382 0.73303 0.004 0.072 0.896 0.008 0.000 0.020
#> T0_CT_A03 3 0.1080 0.78790 0.004 0.000 0.960 0.004 0.000 0.032
#> T0_CT_A05 3 0.1836 0.78483 0.008 0.000 0.928 0.012 0.004 0.048
#> T0_CT_A06 2 0.2075 0.81225 0.028 0.920 0.040 0.004 0.004 0.004
#> T0_CT_A07 3 0.1824 0.78100 0.012 0.004 0.936 0.024 0.004 0.020
#> T0_CT_A08 1 0.3584 0.81857 0.688 0.308 0.000 0.000 0.004 0.000
#> T0_CT_A10 3 0.4335 -0.20480 0.008 0.448 0.536 0.000 0.004 0.004
#> T0_CT_A11 2 0.2805 0.70526 0.184 0.812 0.000 0.000 0.004 0.000
#> T0_CT_B01 2 0.1573 0.82111 0.052 0.936 0.004 0.000 0.004 0.004
#> T0_CT_B03 3 0.0632 0.78781 0.000 0.000 0.976 0.000 0.000 0.024
#> T0_CT_B05 2 0.1845 0.81601 0.072 0.916 0.000 0.000 0.008 0.004
#> T0_CT_B07 2 0.2163 0.80384 0.096 0.892 0.004 0.000 0.008 0.000
#> T0_CT_B08 3 0.0508 0.78827 0.004 0.000 0.984 0.000 0.000 0.012
#> T0_CT_B09 3 0.1251 0.78362 0.012 0.000 0.956 0.024 0.000 0.008
#> T0_CT_C02 3 0.0547 0.78798 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_C03 2 0.2593 0.76235 0.148 0.844 0.000 0.000 0.008 0.000
#> T0_CT_C05 2 0.0458 0.82312 0.016 0.984 0.000 0.000 0.000 0.000
#> T0_CT_C06 2 0.2099 0.81217 0.080 0.904 0.004 0.000 0.008 0.004
#> T0_CT_C07 2 0.2058 0.81909 0.056 0.916 0.016 0.000 0.008 0.004
#> T0_CT_C08 3 0.1918 0.77984 0.000 0.008 0.904 0.000 0.000 0.088
#> T0_CT_C09 2 0.2805 0.70526 0.184 0.812 0.000 0.000 0.004 0.000
#> T0_CT_C11 2 0.0458 0.81954 0.016 0.984 0.000 0.000 0.000 0.000
#> T0_CT_C12 3 0.1396 0.78296 0.012 0.000 0.952 0.024 0.004 0.008
#> T0_CT_D01 2 0.1757 0.80767 0.052 0.928 0.008 0.000 0.000 0.012
#> T0_CT_D02 2 0.2349 0.80676 0.080 0.892 0.020 0.000 0.008 0.000
#> T0_CT_D03 3 0.1282 0.78413 0.012 0.000 0.956 0.024 0.004 0.004
#> T0_CT_D05 2 0.1637 0.82580 0.056 0.932 0.004 0.000 0.004 0.004
#> T0_CT_D06 3 0.4203 -0.07850 0.008 0.376 0.608 0.000 0.004 0.004
#> T0_CT_D07 2 0.1554 0.82824 0.044 0.940 0.008 0.000 0.004 0.004
#> T0_CT_D08 3 0.0951 0.79113 0.000 0.004 0.968 0.008 0.000 0.020
#> T0_CT_D09 2 0.1605 0.80717 0.044 0.936 0.016 0.004 0.000 0.000
#> T0_CT_D11 2 0.0547 0.82190 0.020 0.980 0.000 0.000 0.000 0.000
#> T0_CT_D12 3 0.2165 0.77264 0.000 0.008 0.884 0.000 0.000 0.108
#> T0_CT_E01 3 0.3480 0.45893 0.008 0.200 0.776 0.016 0.000 0.000
#> T0_CT_E03 2 0.2865 0.77362 0.048 0.876 0.060 0.008 0.004 0.004
#> T0_CT_E04 2 0.0458 0.81954 0.016 0.984 0.000 0.000 0.000 0.000
#> T0_CT_E05 2 0.1988 0.81194 0.072 0.912 0.004 0.000 0.008 0.004
#> T0_CT_E06 2 0.4172 0.27959 0.020 0.676 0.296 0.004 0.004 0.000
#> T0_CT_E07 3 0.4454 -0.18406 0.008 0.436 0.544 0.004 0.004 0.004
#> T0_CT_E08 3 0.1644 0.78147 0.000 0.004 0.920 0.000 0.000 0.076
#> T0_CT_E09 2 0.4189 -0.09548 0.008 0.552 0.436 0.000 0.004 0.000
#> T0_CT_E10 2 0.2805 0.70526 0.184 0.812 0.000 0.000 0.004 0.000
#> T0_CT_E11 3 0.3374 0.58530 0.004 0.148 0.816 0.004 0.004 0.024
#> T0_CT_E12 2 0.1616 0.82346 0.048 0.932 0.020 0.000 0.000 0.000
#> T0_CT_F01 3 0.3480 0.45893 0.008 0.200 0.776 0.016 0.000 0.000
#> T0_CT_F02 3 0.2263 0.75330 0.000 0.060 0.900 0.004 0.000 0.036
#> T0_CT_F03 3 0.1121 0.78872 0.008 0.004 0.964 0.016 0.000 0.008
#> T0_CT_F04 3 0.2203 0.78096 0.000 0.016 0.896 0.004 0.000 0.084
#> T0_CT_F05 2 0.1863 0.80000 0.016 0.920 0.060 0.000 0.004 0.000
#> T0_CT_F06 3 0.1887 0.77741 0.024 0.004 0.932 0.028 0.004 0.008
#> T0_CT_F07 2 0.1700 0.82130 0.080 0.916 0.000 0.000 0.004 0.000
#> T0_CT_F09 2 0.0363 0.82124 0.012 0.988 0.000 0.000 0.000 0.000
#> T0_CT_F11 2 0.1829 0.81958 0.056 0.920 0.024 0.000 0.000 0.000
#> T0_CT_F12 3 0.1232 0.78274 0.016 0.000 0.956 0.024 0.000 0.004
#> T0_CT_G01 3 0.1138 0.78313 0.012 0.000 0.960 0.024 0.000 0.004
#> T0_CT_G02 2 0.2044 0.81247 0.076 0.908 0.004 0.000 0.008 0.004
#> T0_CT_G03 2 0.4211 0.29674 0.024 0.680 0.288 0.004 0.004 0.000
#> T0_CT_G04 3 0.4543 -0.09395 0.008 0.380 0.592 0.012 0.004 0.004
#> T0_CT_G07 3 0.1889 0.75791 0.004 0.056 0.920 0.000 0.000 0.020
#> T0_CT_G08 3 0.2408 0.74889 0.012 0.056 0.900 0.028 0.004 0.000
#> T0_CT_G09 2 0.3691 0.53975 0.260 0.724 0.000 0.008 0.008 0.000
#> T0_CT_G11 2 0.2157 0.81157 0.076 0.904 0.008 0.000 0.008 0.004
#> T0_CT_H01 2 0.1949 0.81171 0.088 0.904 0.004 0.000 0.004 0.000
#> T0_CT_H02 2 0.0547 0.82214 0.020 0.980 0.000 0.000 0.000 0.000
#> T0_CT_H04 2 0.3189 0.74126 0.056 0.840 0.096 0.000 0.008 0.000
#> T0_CT_H05 2 0.1988 0.81589 0.072 0.912 0.004 0.000 0.008 0.004
#> T0_CT_H08 2 0.1615 0.82453 0.064 0.928 0.004 0.000 0.004 0.000
#> T0_CT_H09 2 0.1429 0.82082 0.052 0.940 0.004 0.000 0.004 0.000
#> T0_CT_H12 2 0.1285 0.82036 0.052 0.944 0.004 0.000 0.000 0.000
#> T24_CT_A01 2 0.1901 0.81281 0.076 0.912 0.004 0.000 0.008 0.000
#> T24_CT_A03 2 0.1141 0.81366 0.052 0.948 0.000 0.000 0.000 0.000
#> T24_CT_A04 2 0.0363 0.82095 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_A05 3 0.3442 0.67584 0.004 0.100 0.824 0.000 0.004 0.068
#> T24_CT_A07 2 0.0458 0.82115 0.016 0.984 0.000 0.000 0.000 0.000
#> T24_CT_A08 2 0.3868 -0.55072 0.496 0.504 0.000 0.000 0.000 0.000
#> T24_CT_A09 2 0.2553 0.76166 0.144 0.848 0.000 0.000 0.008 0.000
#> T24_CT_A10 2 0.2302 0.78529 0.120 0.872 0.000 0.000 0.008 0.000
#> T24_CT_B01 2 0.2531 0.77672 0.128 0.860 0.004 0.000 0.008 0.000
#> T24_CT_B02 2 0.2278 0.77998 0.128 0.868 0.000 0.000 0.004 0.000
#> T24_CT_B03 2 0.3817 0.61011 0.136 0.796 0.000 0.008 0.052 0.008
#> T24_CT_B05 2 0.0547 0.82164 0.020 0.980 0.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0458 0.82231 0.016 0.984 0.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.3937 0.75194 0.572 0.424 0.000 0.000 0.004 0.000
#> T24_CT_B08 2 0.0790 0.82528 0.032 0.968 0.000 0.000 0.000 0.000
#> T24_CT_B09 1 0.4185 0.55752 0.496 0.492 0.000 0.000 0.012 0.000
#> T24_CT_B11 3 0.1262 0.78555 0.008 0.000 0.956 0.020 0.000 0.016
#> T24_CT_C01 2 0.3468 0.54317 0.264 0.728 0.000 0.000 0.008 0.000
#> T24_CT_C02 2 0.1082 0.82548 0.040 0.956 0.004 0.000 0.000 0.000
#> T24_CT_C03 2 0.2257 0.78468 0.116 0.876 0.000 0.000 0.008 0.000
#> T24_CT_C05 2 0.0458 0.82512 0.016 0.984 0.000 0.000 0.000 0.000
#> T24_CT_C07 2 0.1007 0.81750 0.044 0.956 0.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.0363 0.82490 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_C09 2 0.1082 0.82548 0.040 0.956 0.004 0.000 0.000 0.000
#> T24_CT_C10 2 0.2915 0.71833 0.184 0.808 0.000 0.000 0.008 0.000
#> T24_CT_C11 2 0.1387 0.82297 0.068 0.932 0.000 0.000 0.000 0.000
#> T24_CT_C12 2 0.1349 0.81027 0.056 0.940 0.000 0.000 0.004 0.000
#> T24_CT_D01 2 0.0260 0.82379 0.008 0.992 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.1141 0.82105 0.052 0.948 0.000 0.000 0.000 0.000
#> T24_CT_D03 2 0.0632 0.82704 0.024 0.976 0.000 0.000 0.000 0.000
#> T24_CT_D04 2 0.3398 0.58725 0.252 0.740 0.000 0.000 0.008 0.000
#> T24_CT_D05 2 0.2165 0.80359 0.108 0.884 0.000 0.000 0.008 0.000
#> T24_CT_D06 2 0.2346 0.77818 0.124 0.868 0.000 0.000 0.008 0.000
#> T24_CT_D07 2 0.1908 0.81194 0.096 0.900 0.000 0.000 0.004 0.000
#> T24_CT_D08 2 0.1003 0.82697 0.028 0.964 0.004 0.000 0.004 0.000
#> T24_CT_D09 2 0.1075 0.81706 0.048 0.952 0.000 0.000 0.000 0.000
#> T24_CT_D10 2 0.0363 0.82276 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_D11 2 0.0363 0.82414 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_E01 2 0.3653 0.39067 0.300 0.692 0.000 0.000 0.008 0.000
#> T24_CT_E02 2 0.2814 0.72921 0.172 0.820 0.000 0.000 0.008 0.000
#> T24_CT_E04 2 0.0363 0.82249 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_E05 2 0.4129 -0.25302 0.424 0.564 0.000 0.000 0.012 0.000
#> T24_CT_E07 2 0.3239 0.69747 0.164 0.808 0.000 0.004 0.024 0.000
#> T24_CT_E09 2 0.2814 0.73232 0.172 0.820 0.000 0.000 0.008 0.000
#> T24_CT_E11 2 0.2902 0.70049 0.196 0.800 0.000 0.000 0.004 0.000
#> T24_CT_E12 2 0.0632 0.82143 0.024 0.976 0.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0632 0.82143 0.024 0.976 0.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.0937 0.82243 0.040 0.960 0.000 0.000 0.000 0.000
#> T24_CT_F03 2 0.2848 0.72706 0.176 0.816 0.000 0.000 0.008 0.000
#> T24_CT_F04 2 0.2213 0.80293 0.100 0.888 0.004 0.000 0.008 0.000
#> T24_CT_F05 2 0.2631 0.75691 0.152 0.840 0.000 0.000 0.008 0.000
#> T24_CT_F07 2 0.1700 0.81452 0.080 0.916 0.000 0.000 0.004 0.000
#> T24_CT_F08 2 0.2146 0.79424 0.116 0.880 0.000 0.000 0.004 0.000
#> T24_CT_F09 2 0.0713 0.82144 0.028 0.972 0.000 0.000 0.000 0.000
#> T24_CT_F10 2 0.1806 0.80862 0.088 0.908 0.000 0.000 0.004 0.000
#> T24_CT_F11 2 0.2593 0.76374 0.148 0.844 0.000 0.000 0.008 0.000
#> T24_CT_F12 2 0.5442 -0.00742 0.052 0.580 0.336 0.008 0.004 0.020
#> T24_CT_G01 2 0.0260 0.82190 0.008 0.992 0.000 0.000 0.000 0.000
#> T24_CT_G02 1 0.3714 0.83176 0.656 0.340 0.000 0.000 0.004 0.000
#> T24_CT_G03 2 0.3494 0.56996 0.252 0.736 0.000 0.000 0.012 0.000
#> T24_CT_G04 2 0.0713 0.82548 0.028 0.972 0.000 0.000 0.000 0.000
#> T24_CT_G05 2 0.1082 0.82548 0.040 0.956 0.004 0.000 0.000 0.000
#> T24_CT_G06 2 0.3490 0.53698 0.268 0.724 0.000 0.000 0.008 0.000
#> T24_CT_G08 2 0.2814 0.73171 0.172 0.820 0.000 0.000 0.008 0.000
#> T24_CT_G10 2 0.0937 0.82149 0.040 0.960 0.000 0.000 0.000 0.000
#> T24_CT_G11 2 0.3323 0.60277 0.240 0.752 0.000 0.000 0.008 0.000
#> T24_CT_G12 2 0.2706 0.74369 0.160 0.832 0.000 0.000 0.008 0.000
#> T24_CT_H01 3 0.1332 0.78483 0.008 0.000 0.952 0.028 0.000 0.012
#> T24_CT_H02 2 0.2234 0.78356 0.124 0.872 0.000 0.000 0.004 0.000
#> T24_CT_H03 2 0.0713 0.82546 0.028 0.972 0.000 0.000 0.000 0.000
#> T24_CT_H05 2 0.1387 0.81651 0.068 0.932 0.000 0.000 0.000 0.000
#> T24_CT_H07 2 0.2669 0.75147 0.156 0.836 0.000 0.000 0.008 0.000
#> T24_CT_H09 2 0.2882 0.72597 0.180 0.812 0.000 0.000 0.008 0.000
#> T24_CT_H12 2 0.2706 0.74369 0.160 0.832 0.000 0.000 0.008 0.000
#> T48_CT_A01 2 0.1285 0.81459 0.052 0.944 0.000 0.000 0.000 0.004
#> T48_CT_A02 2 0.0692 0.82305 0.020 0.976 0.000 0.000 0.000 0.004
#> T48_CT_A03 1 0.3547 0.80787 0.696 0.300 0.000 0.000 0.004 0.000
#> T48_CT_A04 2 0.0458 0.82312 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.1745 0.81374 0.056 0.924 0.000 0.000 0.020 0.000
#> T48_CT_A06 1 0.3584 0.81932 0.688 0.308 0.000 0.000 0.004 0.000
#> T48_CT_A07 3 0.1444 0.78184 0.000 0.000 0.928 0.000 0.000 0.072
#> T48_CT_A08 2 0.1010 0.81767 0.036 0.960 0.000 0.000 0.000 0.004
#> T48_CT_A09 2 0.4211 0.34261 0.312 0.660 0.000 0.008 0.020 0.000
#> T48_CT_A10 2 0.0458 0.82444 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0777 0.82273 0.024 0.972 0.000 0.000 0.004 0.000
#> T48_CT_A12 2 0.2980 0.69866 0.192 0.800 0.000 0.000 0.008 0.000
#> T48_CT_B01 2 0.0632 0.82446 0.024 0.976 0.000 0.000 0.000 0.000
#> T48_CT_B02 2 0.0363 0.82243 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.3636 0.82748 0.676 0.320 0.000 0.000 0.004 0.000
#> T48_CT_B04 1 0.3714 0.83185 0.656 0.340 0.000 0.000 0.004 0.000
#> T48_CT_B06 2 0.0363 0.82403 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_B08 2 0.3993 -0.47779 0.476 0.520 0.000 0.000 0.004 0.000
#> T48_CT_B10 2 0.0363 0.82212 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0363 0.82357 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_B12 2 0.2734 0.75253 0.148 0.840 0.000 0.004 0.008 0.000
#> T48_CT_C01 2 0.0458 0.82240 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_C02 2 0.3742 0.21171 0.348 0.648 0.000 0.000 0.004 0.000
#> T48_CT_C03 2 0.0458 0.82420 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_C04 2 0.3915 -0.17069 0.412 0.584 0.000 0.000 0.004 0.000
#> T48_CT_C05 2 0.1411 0.82789 0.060 0.936 0.000 0.000 0.004 0.000
#> T48_CT_C06 2 0.1900 0.81071 0.068 0.916 0.000 0.008 0.008 0.000
#> T48_CT_C07 2 0.2212 0.79782 0.112 0.880 0.000 0.000 0.008 0.000
#> T48_CT_C09 2 0.2710 0.75608 0.080 0.880 0.008 0.000 0.016 0.016
#> T48_CT_C10 2 0.4165 -0.42624 0.452 0.536 0.000 0.000 0.012 0.000
#> T48_CT_C11 2 0.0547 0.81942 0.020 0.980 0.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.0632 0.82632 0.024 0.976 0.000 0.000 0.000 0.000
#> T48_CT_D02 2 0.1471 0.81712 0.064 0.932 0.000 0.000 0.004 0.000
#> T48_CT_D03 2 0.3290 0.58904 0.252 0.744 0.000 0.000 0.004 0.000
#> T48_CT_D04 2 0.3528 0.44584 0.296 0.700 0.000 0.000 0.004 0.000
#> T48_CT_D06 2 0.0865 0.82225 0.036 0.964 0.000 0.000 0.000 0.000
#> T48_CT_D07 2 0.0458 0.82423 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_D08 2 0.2994 0.67925 0.208 0.788 0.000 0.000 0.004 0.000
#> T48_CT_D09 2 0.0632 0.82587 0.024 0.976 0.000 0.000 0.000 0.000
#> T48_CT_D10 2 0.2948 0.70263 0.188 0.804 0.000 0.000 0.008 0.000
#> T48_CT_D11 2 0.0547 0.82264 0.020 0.980 0.000 0.000 0.000 0.000
#> T48_CT_D12 1 0.3852 0.80444 0.612 0.384 0.000 0.000 0.004 0.000
#> T48_CT_E01 2 0.1845 0.81408 0.072 0.916 0.000 0.008 0.004 0.000
#> T48_CT_E02 2 0.2513 0.76724 0.140 0.852 0.000 0.000 0.008 0.000
#> T48_CT_E03 2 0.3031 0.73754 0.116 0.848 0.000 0.012 0.020 0.004
#> T48_CT_E04 2 0.2593 0.75062 0.148 0.844 0.000 0.000 0.008 0.000
#> T48_CT_E05 2 0.0547 0.82271 0.020 0.980 0.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.3841 0.80716 0.616 0.380 0.000 0.000 0.004 0.000
#> T48_CT_E07 1 0.3515 0.82918 0.676 0.324 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0260 0.82190 0.008 0.992 0.000 0.000 0.000 0.000
#> T48_CT_E10 2 0.3907 -0.13680 0.408 0.588 0.000 0.000 0.004 0.000
#> T48_CT_E11 2 0.3349 0.58282 0.244 0.748 0.000 0.000 0.008 0.000
#> T48_CT_E12 3 0.2400 0.76574 0.008 0.004 0.872 0.000 0.000 0.116
#> T48_CT_F01 2 0.0632 0.82685 0.024 0.976 0.000 0.000 0.000 0.000
#> T48_CT_F02 2 0.2695 0.76440 0.144 0.844 0.000 0.004 0.008 0.000
#> T48_CT_F03 2 0.1075 0.82282 0.048 0.952 0.000 0.000 0.000 0.000
#> T48_CT_F05 2 0.0790 0.82559 0.032 0.968 0.000 0.000 0.000 0.000
#> T48_CT_F07 2 0.2882 0.71863 0.180 0.812 0.000 0.000 0.008 0.000
#> T48_CT_F09 2 0.0363 0.82156 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_F10 2 0.1141 0.82155 0.052 0.948 0.000 0.000 0.000 0.000
#> T48_CT_F11 1 0.3489 0.78462 0.708 0.288 0.000 0.000 0.004 0.000
#> T48_CT_G01 2 0.2473 0.77562 0.136 0.856 0.000 0.000 0.008 0.000
#> T48_CT_G02 2 0.1082 0.81788 0.040 0.956 0.000 0.000 0.000 0.004
#> T48_CT_G03 2 0.0458 0.82171 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0363 0.82356 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.1219 0.81826 0.048 0.948 0.000 0.000 0.004 0.000
#> T48_CT_G09 5 0.6084 0.00000 0.064 0.272 0.000 0.104 0.560 0.000
#> T48_CT_G10 3 0.1910 0.76893 0.000 0.000 0.892 0.000 0.000 0.108
#> T48_CT_G11 2 0.2553 0.77539 0.144 0.848 0.000 0.000 0.008 0.000
#> T48_CT_G12 2 0.0458 0.82479 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.0865 0.82463 0.036 0.964 0.000 0.000 0.000 0.000
#> T48_CT_H02 2 0.1897 0.80867 0.084 0.908 0.000 0.004 0.004 0.000
#> T48_CT_H04 2 0.3742 0.21171 0.348 0.648 0.000 0.000 0.004 0.000
#> T48_CT_H05 2 0.0458 0.82404 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0363 0.82340 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.2165 0.81048 0.108 0.884 0.000 0.000 0.008 0.000
#> T48_CT_H08 2 0.1542 0.80877 0.052 0.936 0.000 0.000 0.004 0.008
#> T48_CT_H11 2 0.2669 0.75503 0.156 0.836 0.000 0.000 0.008 0.000
#> T48_CT_H12 2 0.0547 0.82030 0.020 0.980 0.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.0935 0.82702 0.032 0.964 0.000 0.000 0.000 0.004
#> T72_CT_A05 2 0.4193 0.58770 0.136 0.764 0.000 0.000 0.016 0.084
#> T72_CT_A08 2 0.3668 0.30803 0.328 0.668 0.000 0.000 0.004 0.000
#> T72_CT_A09 4 0.7017 -0.35172 0.060 0.004 0.000 0.412 0.276 0.248
#> T72_CT_A11 2 0.1367 0.82013 0.044 0.944 0.000 0.000 0.000 0.012
#> T72_CT_B01 2 0.1285 0.81662 0.052 0.944 0.000 0.000 0.000 0.004
#> T72_CT_B02 1 0.3756 0.82111 0.644 0.352 0.000 0.000 0.004 0.000
#> T72_CT_B03 2 0.4227 -0.56893 0.488 0.500 0.000 0.004 0.008 0.000
#> T72_CT_B04 1 0.3383 0.72876 0.728 0.268 0.000 0.000 0.004 0.000
#> T72_CT_B05 6 0.5125 0.00000 0.100 0.012 0.000 0.084 0.076 0.728
#> T72_CT_B06 1 0.3383 0.72876 0.728 0.268 0.000 0.000 0.004 0.000
#> T72_CT_B08 2 0.5476 0.29345 0.060 0.680 0.200 0.024 0.008 0.028
#> T72_CT_B09 2 0.3742 0.21171 0.348 0.648 0.000 0.000 0.004 0.000
#> T72_CT_B11 2 0.3851 -0.39982 0.460 0.540 0.000 0.000 0.000 0.000
#> T72_CT_B12 2 0.1500 0.82227 0.052 0.936 0.000 0.000 0.000 0.012
#> T72_CT_C04 2 0.1152 0.82294 0.044 0.952 0.000 0.000 0.004 0.000
#> T72_CT_C06 1 0.3857 0.65387 0.532 0.468 0.000 0.000 0.000 0.000
#> T72_CT_C07 2 0.3602 0.67535 0.108 0.812 0.000 0.000 0.012 0.068
#> T72_CT_C09 2 0.3860 -0.49783 0.472 0.528 0.000 0.000 0.000 0.000
#> T72_CT_C11 3 0.4410 0.64245 0.020 0.000 0.740 0.000 0.072 0.168
#> T72_CT_D01 2 0.1367 0.81848 0.044 0.944 0.000 0.000 0.000 0.012
#> T72_CT_D03 1 0.4226 0.73247 0.580 0.404 0.000 0.000 0.004 0.012
#> T72_CT_D04 2 0.2002 0.81004 0.056 0.916 0.008 0.000 0.000 0.020
#> T72_CT_D05 1 0.3838 0.70105 0.552 0.448 0.000 0.000 0.000 0.000
#> T72_CT_D07 1 0.3860 0.64533 0.528 0.472 0.000 0.000 0.000 0.000
#> T72_CT_D10 4 0.3062 -0.03842 0.052 0.112 0.000 0.836 0.000 0.000
#> T72_CT_D11 1 0.3601 0.81938 0.684 0.312 0.000 0.000 0.004 0.000
#> T72_CT_E04 2 0.2743 0.73917 0.164 0.828 0.000 0.000 0.008 0.000
#> T72_CT_E05 2 0.2237 0.78555 0.080 0.896 0.000 0.000 0.004 0.020
#> T72_CT_E07 2 0.3171 0.63653 0.204 0.784 0.000 0.000 0.000 0.012
#> T72_CT_F01 2 0.1605 0.81658 0.044 0.936 0.000 0.000 0.004 0.016
#> T72_CT_F05 2 0.0547 0.81961 0.020 0.980 0.000 0.000 0.000 0.000
#> T72_CT_F07 2 0.3575 0.46868 0.284 0.708 0.000 0.000 0.008 0.000
#> T72_CT_F10 2 0.1265 0.82014 0.044 0.948 0.000 0.000 0.000 0.008
#> T72_CT_F11 2 0.2196 0.79148 0.056 0.908 0.016 0.000 0.000 0.020
#> T72_CT_G03 1 0.3528 0.80085 0.700 0.296 0.000 0.000 0.004 0.000
#> T72_CT_G04 2 0.4010 -0.18866 0.408 0.584 0.000 0.000 0.008 0.000
#> T72_CT_G06 2 0.0713 0.82816 0.028 0.972 0.000 0.000 0.000 0.000
#> T72_CT_G08 2 0.1471 0.82743 0.064 0.932 0.000 0.000 0.004 0.000
#> T72_CT_G10 2 0.1340 0.82509 0.040 0.948 0.000 0.000 0.004 0.008
#> T72_CT_G11 2 0.2882 0.72423 0.180 0.812 0.000 0.000 0.008 0.000
#> T72_CT_H01 2 0.1410 0.81642 0.044 0.944 0.000 0.000 0.004 0.008
#> T72_CT_H03 2 0.1367 0.81900 0.044 0.944 0.000 0.000 0.000 0.012
#> T72_CT_H05 3 0.3589 0.69645 0.012 0.000 0.800 0.000 0.040 0.148
#> T72_CT_H08 3 0.2243 0.76876 0.004 0.004 0.880 0.000 0.000 0.112
#> T72_CT_H09 3 0.2358 0.76163 0.000 0.000 0.876 0.000 0.016 0.108
#> T72_CT_H10 2 0.3240 0.56679 0.244 0.752 0.000 0.000 0.004 0.000
#> T72_CT_H11 2 0.3578 0.25632 0.340 0.660 0.000 0.000 0.000 0.000
#> T72_CT_H12 2 0.1367 0.81843 0.044 0.944 0.000 0.000 0.000 0.012
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> CV:hclust 265 8.89e-11 1.03e-11 6.38e-17 2
#> CV:hclust 259 3.45e-10 8.80e-11 1.95e-15 3
#> CV:hclust 259 3.94e-10 8.80e-11 3.53e-15 4
#> CV:hclust 232 1.47e-09 1.27e-08 8.53e-15 5
#> CV:hclust 237 2.59e-10 7.02e-10 4.91e-18 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["CV", "kmeans"]
# you can also extract it by
# res = res_list["CV:kmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'CV' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.496 0.888 0.899 0.3105 0.727 0.727
#> 3 3 0.623 0.781 0.885 0.7670 0.675 0.553
#> 4 4 0.526 0.614 0.754 0.2054 0.756 0.493
#> 5 5 0.566 0.554 0.690 0.1007 0.813 0.496
#> 6 6 0.547 0.490 0.716 0.0507 0.914 0.693
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.1414 0.970 0.020 0.980
#> T0_CT_A03 2 0.1843 0.977 0.028 0.972
#> T0_CT_A05 2 0.1843 0.977 0.028 0.972
#> T0_CT_A06 1 0.7139 0.882 0.804 0.196
#> T0_CT_A07 2 0.1843 0.977 0.028 0.972
#> T0_CT_A08 1 0.1843 0.858 0.972 0.028
#> T0_CT_A10 2 0.1843 0.977 0.028 0.972
#> T0_CT_A11 1 0.2423 0.876 0.960 0.040
#> T0_CT_B01 1 0.5842 0.887 0.860 0.140
#> T0_CT_B03 2 0.1843 0.977 0.028 0.972
#> T0_CT_B05 1 0.2236 0.876 0.964 0.036
#> T0_CT_B07 1 0.5946 0.887 0.856 0.144
#> T0_CT_B08 2 0.1843 0.977 0.028 0.972
#> T0_CT_B09 2 0.1843 0.977 0.028 0.972
#> T0_CT_C02 2 0.1843 0.977 0.028 0.972
#> T0_CT_C03 1 0.1184 0.865 0.984 0.016
#> T0_CT_C05 1 0.6973 0.883 0.812 0.188
#> T0_CT_C06 1 0.4022 0.882 0.920 0.080
#> T0_CT_C07 1 0.6343 0.887 0.840 0.160
#> T0_CT_C08 2 0.1843 0.977 0.028 0.972
#> T0_CT_C09 1 0.6438 0.887 0.836 0.164
#> T0_CT_C11 1 0.6973 0.883 0.812 0.188
#> T0_CT_C12 2 0.1843 0.977 0.028 0.972
#> T0_CT_D01 1 0.7139 0.882 0.804 0.196
#> T0_CT_D02 1 0.5408 0.886 0.876 0.124
#> T0_CT_D03 2 0.1843 0.977 0.028 0.972
#> T0_CT_D05 1 0.6712 0.887 0.824 0.176
#> T0_CT_D06 2 0.1843 0.977 0.028 0.972
#> T0_CT_D07 1 0.7139 0.882 0.804 0.196
#> T0_CT_D08 2 0.1843 0.977 0.028 0.972
#> T0_CT_D09 1 0.6973 0.883 0.812 0.188
#> T0_CT_D11 1 0.6973 0.883 0.812 0.188
#> T0_CT_D12 2 0.1843 0.977 0.028 0.972
#> T0_CT_E01 2 0.1843 0.977 0.028 0.972
#> T0_CT_E03 1 0.7453 0.872 0.788 0.212
#> T0_CT_E04 1 0.6973 0.883 0.812 0.188
#> T0_CT_E05 1 0.1633 0.873 0.976 0.024
#> T0_CT_E06 2 0.8016 0.647 0.244 0.756
#> T0_CT_E07 2 0.1843 0.977 0.028 0.972
#> T0_CT_E08 2 0.1843 0.977 0.028 0.972
#> T0_CT_E09 2 0.6801 0.777 0.180 0.820
#> T0_CT_E10 1 0.5629 0.887 0.868 0.132
#> T0_CT_E11 2 0.1843 0.977 0.028 0.972
#> T0_CT_E12 1 0.7139 0.882 0.804 0.196
#> T0_CT_F01 2 0.1843 0.977 0.028 0.972
#> T0_CT_F02 2 0.1843 0.977 0.028 0.972
#> T0_CT_F03 2 0.1843 0.977 0.028 0.972
#> T0_CT_F04 2 0.1843 0.977 0.028 0.972
#> T0_CT_F05 1 0.7056 0.883 0.808 0.192
#> T0_CT_F06 2 0.1843 0.977 0.028 0.972
#> T0_CT_F07 1 0.6801 0.886 0.820 0.180
#> T0_CT_F09 1 0.6973 0.883 0.812 0.188
#> T0_CT_F11 1 0.7139 0.882 0.804 0.196
#> T0_CT_F12 2 0.1843 0.977 0.028 0.972
#> T0_CT_G01 2 0.1843 0.977 0.028 0.972
#> T0_CT_G02 1 0.3431 0.880 0.936 0.064
#> T0_CT_G03 2 0.6801 0.777 0.180 0.820
#> T0_CT_G04 2 0.1843 0.977 0.028 0.972
#> T0_CT_G07 2 0.1843 0.977 0.028 0.972
#> T0_CT_G08 2 0.1843 0.977 0.028 0.972
#> T0_CT_G09 1 0.0672 0.868 0.992 0.008
#> T0_CT_G11 1 0.5519 0.886 0.872 0.128
#> T0_CT_H01 1 0.5842 0.887 0.860 0.140
#> T0_CT_H02 1 0.6973 0.883 0.812 0.188
#> T0_CT_H04 1 0.7139 0.882 0.804 0.196
#> T0_CT_H05 1 0.5408 0.886 0.876 0.124
#> T0_CT_H08 1 0.7139 0.882 0.804 0.196
#> T0_CT_H09 1 0.6247 0.887 0.844 0.156
#> T0_CT_H12 1 0.3733 0.881 0.928 0.072
#> T24_CT_A01 1 0.0938 0.870 0.988 0.012
#> T24_CT_A03 1 0.7139 0.882 0.804 0.196
#> T24_CT_A04 1 0.6973 0.883 0.812 0.188
#> T24_CT_A05 2 0.1843 0.977 0.028 0.972
#> T24_CT_A07 1 0.6973 0.883 0.812 0.188
#> T24_CT_A08 1 0.1843 0.858 0.972 0.028
#> T24_CT_A09 1 0.0672 0.868 0.992 0.008
#> T24_CT_A10 1 0.0672 0.868 0.992 0.008
#> T24_CT_B01 1 0.0672 0.868 0.992 0.008
#> T24_CT_B02 1 0.0672 0.868 0.992 0.008
#> T24_CT_B03 1 0.7139 0.882 0.804 0.196
#> T24_CT_B05 1 0.7056 0.883 0.808 0.192
#> T24_CT_B06 1 0.6973 0.883 0.812 0.188
#> T24_CT_B07 1 0.1843 0.858 0.972 0.028
#> T24_CT_B08 1 0.6973 0.883 0.812 0.188
#> T24_CT_B09 1 0.1843 0.858 0.972 0.028
#> T24_CT_B11 2 0.1843 0.977 0.028 0.972
#> T24_CT_C01 1 0.1843 0.858 0.972 0.028
#> T24_CT_C02 1 0.6438 0.887 0.836 0.164
#> T24_CT_C03 1 0.0672 0.868 0.992 0.008
#> T24_CT_C05 1 0.6973 0.883 0.812 0.188
#> T24_CT_C07 1 0.7056 0.883 0.808 0.192
#> T24_CT_C08 1 0.6973 0.883 0.812 0.188
#> T24_CT_C09 1 0.6712 0.886 0.824 0.176
#> T24_CT_C10 1 0.1633 0.861 0.976 0.024
#> T24_CT_C11 1 0.1843 0.877 0.972 0.028
#> T24_CT_C12 1 0.7139 0.882 0.804 0.196
#> T24_CT_D01 1 0.6973 0.883 0.812 0.188
#> T24_CT_D02 1 0.7056 0.883 0.808 0.192
#> T24_CT_D03 1 0.6973 0.883 0.812 0.188
#> T24_CT_D04 1 0.1633 0.861 0.976 0.024
#> T24_CT_D05 1 0.0672 0.868 0.992 0.008
#> T24_CT_D06 1 0.1184 0.871 0.984 0.016
#> T24_CT_D07 1 0.0938 0.870 0.988 0.012
#> T24_CT_D08 1 0.6973 0.883 0.812 0.188
#> T24_CT_D09 1 0.6973 0.883 0.812 0.188
#> T24_CT_D10 1 0.6973 0.883 0.812 0.188
#> T24_CT_D11 1 0.6973 0.883 0.812 0.188
#> T24_CT_E01 1 0.1184 0.865 0.984 0.016
#> T24_CT_E02 1 0.1843 0.858 0.972 0.028
#> T24_CT_E04 1 0.6973 0.883 0.812 0.188
#> T24_CT_E05 1 0.1843 0.858 0.972 0.028
#> T24_CT_E07 1 0.4161 0.884 0.916 0.084
#> T24_CT_E09 1 0.1633 0.861 0.976 0.024
#> T24_CT_E11 1 0.1843 0.858 0.972 0.028
#> T24_CT_E12 1 0.6973 0.883 0.812 0.188
#> T24_CT_F01 1 0.7056 0.883 0.808 0.192
#> T24_CT_F02 1 0.6973 0.883 0.812 0.188
#> T24_CT_F03 1 0.0938 0.867 0.988 0.012
#> T24_CT_F04 1 0.1414 0.872 0.980 0.020
#> T24_CT_F05 1 0.0672 0.868 0.992 0.008
#> T24_CT_F07 1 0.0672 0.868 0.992 0.008
#> T24_CT_F08 1 0.0672 0.868 0.992 0.008
#> T24_CT_F09 1 0.6973 0.883 0.812 0.188
#> T24_CT_F10 1 0.6343 0.888 0.840 0.160
#> T24_CT_F11 1 0.1184 0.871 0.984 0.016
#> T24_CT_F12 2 0.2603 0.965 0.044 0.956
#> T24_CT_G01 1 0.6973 0.883 0.812 0.188
#> T24_CT_G02 1 0.1843 0.858 0.972 0.028
#> T24_CT_G03 1 0.1414 0.863 0.980 0.020
#> T24_CT_G04 1 0.6973 0.883 0.812 0.188
#> T24_CT_G05 1 0.6973 0.883 0.812 0.188
#> T24_CT_G06 1 0.1843 0.858 0.972 0.028
#> T24_CT_G08 1 0.0672 0.868 0.992 0.008
#> T24_CT_G10 1 0.7056 0.883 0.808 0.192
#> T24_CT_G11 1 0.1843 0.858 0.972 0.028
#> T24_CT_G12 1 0.0672 0.868 0.992 0.008
#> T24_CT_H01 2 0.1843 0.977 0.028 0.972
#> T24_CT_H02 1 0.0672 0.868 0.992 0.008
#> T24_CT_H03 1 0.6887 0.885 0.816 0.184
#> T24_CT_H05 1 0.1184 0.871 0.984 0.016
#> T24_CT_H07 1 0.0672 0.868 0.992 0.008
#> T24_CT_H09 1 0.1633 0.861 0.976 0.024
#> T24_CT_H12 1 0.0672 0.868 0.992 0.008
#> T48_CT_A01 1 0.7139 0.882 0.804 0.196
#> T48_CT_A02 1 0.7056 0.883 0.808 0.192
#> T48_CT_A03 1 0.1843 0.858 0.972 0.028
#> T48_CT_A04 1 0.7056 0.883 0.808 0.192
#> T48_CT_A05 1 0.7139 0.882 0.804 0.196
#> T48_CT_A06 1 0.1843 0.858 0.972 0.028
#> T48_CT_A07 2 0.1843 0.977 0.028 0.972
#> T48_CT_A08 1 0.7139 0.882 0.804 0.196
#> T48_CT_A09 1 0.1843 0.858 0.972 0.028
#> T48_CT_A10 1 0.6887 0.885 0.816 0.184
#> T48_CT_A11 1 0.7056 0.883 0.808 0.192
#> T48_CT_A12 1 0.0672 0.868 0.992 0.008
#> T48_CT_B01 1 0.6973 0.883 0.812 0.188
#> T48_CT_B02 1 0.6973 0.883 0.812 0.188
#> T48_CT_B03 1 0.1843 0.858 0.972 0.028
#> T48_CT_B04 1 0.1843 0.858 0.972 0.028
#> T48_CT_B06 1 0.6973 0.883 0.812 0.188
#> T48_CT_B08 1 0.1843 0.858 0.972 0.028
#> T48_CT_B10 1 0.6973 0.883 0.812 0.188
#> T48_CT_B11 1 0.6973 0.883 0.812 0.188
#> T48_CT_B12 1 0.0672 0.872 0.992 0.008
#> T48_CT_C01 1 0.6973 0.883 0.812 0.188
#> T48_CT_C02 1 0.1843 0.858 0.972 0.028
#> T48_CT_C03 1 0.6973 0.883 0.812 0.188
#> T48_CT_C04 1 0.1843 0.858 0.972 0.028
#> T48_CT_C05 1 0.6623 0.886 0.828 0.172
#> T48_CT_C06 1 0.7139 0.882 0.804 0.196
#> T48_CT_C07 1 0.1633 0.876 0.976 0.024
#> T48_CT_C09 1 0.7139 0.882 0.804 0.196
#> T48_CT_C10 1 0.1843 0.858 0.972 0.028
#> T48_CT_C11 1 0.7056 0.883 0.808 0.192
#> T48_CT_D01 1 0.4815 0.886 0.896 0.104
#> T48_CT_D02 1 0.0938 0.870 0.988 0.012
#> T48_CT_D03 1 0.1843 0.858 0.972 0.028
#> T48_CT_D04 1 0.4161 0.882 0.916 0.084
#> T48_CT_D06 1 0.7139 0.882 0.804 0.196
#> T48_CT_D07 1 0.6973 0.883 0.812 0.188
#> T48_CT_D08 1 0.1633 0.861 0.976 0.024
#> T48_CT_D09 1 0.6438 0.887 0.836 0.164
#> T48_CT_D10 1 0.0000 0.870 1.000 0.000
#> T48_CT_D11 1 0.6973 0.883 0.812 0.188
#> T48_CT_D12 1 0.1843 0.858 0.972 0.028
#> T48_CT_E01 1 0.7056 0.883 0.808 0.192
#> T48_CT_E02 1 0.0938 0.870 0.988 0.012
#> T48_CT_E03 1 0.7139 0.882 0.804 0.196
#> T48_CT_E04 1 0.1414 0.875 0.980 0.020
#> T48_CT_E05 1 0.6973 0.883 0.812 0.188
#> T48_CT_E06 1 0.1843 0.858 0.972 0.028
#> T48_CT_E07 1 0.1843 0.858 0.972 0.028
#> T48_CT_E08 1 0.7056 0.883 0.808 0.192
#> T48_CT_E10 1 0.1843 0.858 0.972 0.028
#> T48_CT_E11 1 0.1843 0.858 0.972 0.028
#> T48_CT_E12 2 0.1843 0.977 0.028 0.972
#> T48_CT_F01 1 0.6973 0.883 0.812 0.188
#> T48_CT_F02 1 0.0672 0.868 0.992 0.008
#> T48_CT_F03 1 0.0672 0.868 0.992 0.008
#> T48_CT_F05 1 0.5737 0.888 0.864 0.136
#> T48_CT_F07 1 0.1633 0.861 0.976 0.024
#> T48_CT_F09 1 0.6973 0.883 0.812 0.188
#> T48_CT_F10 1 0.0672 0.868 0.992 0.008
#> T48_CT_F11 1 0.1843 0.858 0.972 0.028
#> T48_CT_G01 1 0.0672 0.868 0.992 0.008
#> T48_CT_G02 1 0.7139 0.882 0.804 0.196
#> T48_CT_G03 1 0.7056 0.883 0.808 0.192
#> T48_CT_G07 1 0.6887 0.885 0.816 0.184
#> T48_CT_G08 1 0.7139 0.882 0.804 0.196
#> T48_CT_G09 1 0.7139 0.882 0.804 0.196
#> T48_CT_G10 2 0.3584 0.918 0.068 0.932
#> T48_CT_G11 1 0.0938 0.870 0.988 0.012
#> T48_CT_G12 1 0.6973 0.883 0.812 0.188
#> T48_CT_H01 1 0.6712 0.886 0.824 0.176
#> T48_CT_H02 1 0.7139 0.882 0.804 0.196
#> T48_CT_H04 1 0.1843 0.858 0.972 0.028
#> T48_CT_H05 1 0.6973 0.883 0.812 0.188
#> T48_CT_H06 1 0.6973 0.883 0.812 0.188
#> T48_CT_H07 1 0.2236 0.878 0.964 0.036
#> T48_CT_H08 1 0.7139 0.882 0.804 0.196
#> T48_CT_H11 1 0.1843 0.874 0.972 0.028
#> T48_CT_H12 1 0.6973 0.883 0.812 0.188
#> T72_CT_A01 1 0.7139 0.882 0.804 0.196
#> T72_CT_A05 1 0.7139 0.882 0.804 0.196
#> T72_CT_A08 1 0.1633 0.864 0.976 0.024
#> T72_CT_A09 1 0.7139 0.882 0.804 0.196
#> T72_CT_A11 1 0.7139 0.882 0.804 0.196
#> T72_CT_B01 1 0.7139 0.882 0.804 0.196
#> T72_CT_B02 1 0.2236 0.856 0.964 0.036
#> T72_CT_B03 1 0.1414 0.865 0.980 0.020
#> T72_CT_B04 1 0.2236 0.856 0.964 0.036
#> T72_CT_B05 1 0.6438 0.885 0.836 0.164
#> T72_CT_B06 1 0.2236 0.856 0.964 0.036
#> T72_CT_B08 2 0.6801 0.777 0.180 0.820
#> T72_CT_B09 1 0.1843 0.858 0.972 0.028
#> T72_CT_B11 1 0.1184 0.868 0.984 0.016
#> T72_CT_B12 1 0.7139 0.882 0.804 0.196
#> T72_CT_C04 1 0.7139 0.882 0.804 0.196
#> T72_CT_C06 1 0.0938 0.867 0.988 0.012
#> T72_CT_C07 1 0.7139 0.882 0.804 0.196
#> T72_CT_C09 1 0.0672 0.869 0.992 0.008
#> T72_CT_C11 2 0.1843 0.964 0.028 0.972
#> T72_CT_D01 1 0.7139 0.882 0.804 0.196
#> T72_CT_D03 1 0.1843 0.858 0.972 0.028
#> T72_CT_D04 1 0.7139 0.882 0.804 0.196
#> T72_CT_D05 1 0.1633 0.864 0.976 0.024
#> T72_CT_D07 1 0.2236 0.856 0.964 0.036
#> T72_CT_D10 1 0.7139 0.882 0.804 0.196
#> T72_CT_D11 1 0.2236 0.856 0.964 0.036
#> T72_CT_E04 1 0.1414 0.866 0.980 0.020
#> T72_CT_E05 1 0.7139 0.882 0.804 0.196
#> T72_CT_E07 1 0.5629 0.887 0.868 0.132
#> T72_CT_F01 1 0.7139 0.882 0.804 0.196
#> T72_CT_F05 1 0.7139 0.882 0.804 0.196
#> T72_CT_F07 1 0.1414 0.866 0.980 0.020
#> T72_CT_F10 1 0.7139 0.882 0.804 0.196
#> T72_CT_F11 1 0.7139 0.882 0.804 0.196
#> T72_CT_G03 1 0.2236 0.856 0.964 0.036
#> T72_CT_G04 1 0.1843 0.858 0.972 0.028
#> T72_CT_G06 1 0.7056 0.883 0.808 0.192
#> T72_CT_G08 1 0.7139 0.882 0.804 0.196
#> T72_CT_G10 1 0.7139 0.882 0.804 0.196
#> T72_CT_G11 1 0.0672 0.868 0.992 0.008
#> T72_CT_H01 1 0.7139 0.882 0.804 0.196
#> T72_CT_H03 1 0.7139 0.882 0.804 0.196
#> T72_CT_H05 2 0.1414 0.970 0.020 0.980
#> T72_CT_H08 2 0.1414 0.970 0.020 0.980
#> T72_CT_H09 2 0.1414 0.970 0.020 0.980
#> T72_CT_H10 1 0.1414 0.873 0.980 0.020
#> T72_CT_H11 1 0.1414 0.866 0.980 0.020
#> T72_CT_H12 1 0.7139 0.882 0.804 0.196
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0424 0.946 0.008 0.000 0.992
#> T0_CT_A03 3 0.1529 0.947 0.040 0.000 0.960
#> T0_CT_A05 3 0.1964 0.945 0.056 0.000 0.944
#> T0_CT_A06 2 0.1620 0.869 0.012 0.964 0.024
#> T0_CT_A07 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_A08 1 0.2537 0.778 0.920 0.080 0.000
#> T0_CT_A10 3 0.0424 0.946 0.008 0.000 0.992
#> T0_CT_A11 2 0.5560 0.406 0.300 0.700 0.000
#> T0_CT_B01 2 0.3192 0.789 0.112 0.888 0.000
#> T0_CT_B03 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_B05 2 0.6235 -0.165 0.436 0.564 0.000
#> T0_CT_B07 2 0.5291 0.495 0.268 0.732 0.000
#> T0_CT_B08 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_B09 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_C02 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_C03 1 0.4654 0.793 0.792 0.208 0.000
#> T0_CT_C05 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_C06 2 0.5016 0.563 0.240 0.760 0.000
#> T0_CT_C07 2 0.5363 0.474 0.276 0.724 0.000
#> T0_CT_C08 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_C09 2 0.3619 0.756 0.136 0.864 0.000
#> T0_CT_C11 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_C12 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_D01 2 0.0983 0.894 0.016 0.980 0.004
#> T0_CT_D02 2 0.5431 0.452 0.284 0.716 0.000
#> T0_CT_D03 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_D05 2 0.1031 0.886 0.024 0.976 0.000
#> T0_CT_D06 3 0.0237 0.946 0.004 0.000 0.996
#> T0_CT_D07 2 0.0747 0.893 0.016 0.984 0.000
#> T0_CT_D08 3 0.0592 0.947 0.012 0.000 0.988
#> T0_CT_D09 2 0.0592 0.901 0.012 0.988 0.000
#> T0_CT_D11 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_D12 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_E01 3 0.0237 0.946 0.004 0.000 0.996
#> T0_CT_E03 2 0.7750 0.505 0.184 0.676 0.140
#> T0_CT_E04 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_E05 2 0.6308 -0.380 0.492 0.508 0.000
#> T0_CT_E06 3 0.6482 0.498 0.024 0.296 0.680
#> T0_CT_E07 3 0.0592 0.945 0.012 0.000 0.988
#> T0_CT_E08 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_E09 3 0.5845 0.510 0.004 0.308 0.688
#> T0_CT_E10 2 0.3816 0.738 0.148 0.852 0.000
#> T0_CT_E11 3 0.1289 0.947 0.032 0.000 0.968
#> T0_CT_E12 2 0.5138 0.535 0.252 0.748 0.000
#> T0_CT_F01 3 0.0237 0.946 0.004 0.000 0.996
#> T0_CT_F02 3 0.1289 0.947 0.032 0.000 0.968
#> T0_CT_F03 3 0.1163 0.945 0.028 0.000 0.972
#> T0_CT_F04 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_F05 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_F06 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_F07 2 0.3038 0.800 0.104 0.896 0.000
#> T0_CT_F09 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_F11 2 0.4452 0.662 0.192 0.808 0.000
#> T0_CT_F12 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_G01 3 0.1031 0.943 0.024 0.000 0.976
#> T0_CT_G02 2 0.5760 0.313 0.328 0.672 0.000
#> T0_CT_G03 3 0.5726 0.649 0.024 0.216 0.760
#> T0_CT_G04 3 0.0237 0.946 0.004 0.000 0.996
#> T0_CT_G07 3 0.1411 0.947 0.036 0.000 0.964
#> T0_CT_G08 3 0.0592 0.945 0.012 0.000 0.988
#> T0_CT_G09 1 0.6215 0.587 0.572 0.428 0.000
#> T0_CT_G11 2 0.4452 0.662 0.192 0.808 0.000
#> T0_CT_H01 2 0.3686 0.750 0.140 0.860 0.000
#> T0_CT_H02 2 0.0000 0.904 0.000 1.000 0.000
#> T0_CT_H04 2 0.3112 0.806 0.096 0.900 0.004
#> T0_CT_H05 2 0.3879 0.732 0.152 0.848 0.000
#> T0_CT_H08 2 0.0237 0.902 0.004 0.996 0.000
#> T0_CT_H09 2 0.0592 0.896 0.012 0.988 0.000
#> T0_CT_H12 2 0.5178 0.526 0.256 0.744 0.000
#> T24_CT_A01 2 0.6308 -0.380 0.492 0.508 0.000
#> T24_CT_A03 2 0.0592 0.901 0.012 0.988 0.000
#> T24_CT_A04 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_A05 3 0.1289 0.947 0.032 0.000 0.968
#> T24_CT_A07 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_A08 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_A09 1 0.5706 0.733 0.680 0.320 0.000
#> T24_CT_A10 1 0.6291 0.492 0.532 0.468 0.000
#> T24_CT_B01 1 0.6252 0.553 0.556 0.444 0.000
#> T24_CT_B02 1 0.5560 0.748 0.700 0.300 0.000
#> T24_CT_B03 2 0.0592 0.901 0.012 0.988 0.000
#> T24_CT_B05 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_B07 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_B08 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_B09 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_B11 3 0.0892 0.944 0.020 0.000 0.980
#> T24_CT_C01 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_C02 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_C03 1 0.6026 0.673 0.624 0.376 0.000
#> T24_CT_C05 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_C07 2 0.0237 0.903 0.004 0.996 0.000
#> T24_CT_C08 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_C09 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_C10 1 0.4654 0.793 0.792 0.208 0.000
#> T24_CT_C11 2 0.4002 0.719 0.160 0.840 0.000
#> T24_CT_C12 2 0.0592 0.901 0.012 0.988 0.000
#> T24_CT_D01 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_D02 2 0.0592 0.901 0.012 0.988 0.000
#> T24_CT_D03 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_D04 1 0.3340 0.792 0.880 0.120 0.000
#> T24_CT_D05 2 0.6274 -0.247 0.456 0.544 0.000
#> T24_CT_D06 1 0.6235 0.571 0.564 0.436 0.000
#> T24_CT_D07 2 0.5529 0.419 0.296 0.704 0.000
#> T24_CT_D08 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_E01 1 0.5397 0.761 0.720 0.280 0.000
#> T24_CT_E02 1 0.4399 0.796 0.812 0.188 0.000
#> T24_CT_E04 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_E05 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_E07 2 0.1289 0.891 0.032 0.968 0.000
#> T24_CT_E09 1 0.4750 0.790 0.784 0.216 0.000
#> T24_CT_E11 1 0.3686 0.797 0.860 0.140 0.000
#> T24_CT_E12 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_F03 1 0.5431 0.759 0.716 0.284 0.000
#> T24_CT_F04 1 0.6308 0.422 0.508 0.492 0.000
#> T24_CT_F05 1 0.6126 0.638 0.600 0.400 0.000
#> T24_CT_F07 1 0.6140 0.631 0.596 0.404 0.000
#> T24_CT_F08 1 0.5363 0.764 0.724 0.276 0.000
#> T24_CT_F09 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_F10 2 0.0424 0.902 0.008 0.992 0.000
#> T24_CT_F11 2 0.6274 -0.248 0.456 0.544 0.000
#> T24_CT_F12 3 0.1878 0.912 0.004 0.044 0.952
#> T24_CT_G01 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_G02 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_G03 1 0.4654 0.792 0.792 0.208 0.000
#> T24_CT_G04 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_G05 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_G06 1 0.2537 0.778 0.920 0.080 0.000
#> T24_CT_G08 1 0.5178 0.774 0.744 0.256 0.000
#> T24_CT_G10 2 0.0424 0.902 0.008 0.992 0.000
#> T24_CT_G11 1 0.2711 0.782 0.912 0.088 0.000
#> T24_CT_G12 1 0.5835 0.715 0.660 0.340 0.000
#> T24_CT_H01 3 0.0892 0.944 0.020 0.000 0.980
#> T24_CT_H02 1 0.6026 0.673 0.624 0.376 0.000
#> T24_CT_H03 2 0.0000 0.904 0.000 1.000 0.000
#> T24_CT_H05 2 0.6308 -0.380 0.492 0.508 0.000
#> T24_CT_H07 1 0.6204 0.595 0.576 0.424 0.000
#> T24_CT_H09 1 0.4452 0.796 0.808 0.192 0.000
#> T24_CT_H12 1 0.5835 0.715 0.660 0.340 0.000
#> T48_CT_A01 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_A02 2 0.0424 0.902 0.008 0.992 0.000
#> T48_CT_A03 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_A04 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_A05 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_A06 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_A07 3 0.1411 0.947 0.036 0.000 0.964
#> T48_CT_A08 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_A09 1 0.2959 0.786 0.900 0.100 0.000
#> T48_CT_A10 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_A12 1 0.5810 0.719 0.664 0.336 0.000
#> T48_CT_B01 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_B03 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_B04 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_B06 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_B08 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_B10 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_B12 2 0.6267 -0.233 0.452 0.548 0.000
#> T48_CT_C01 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_C02 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_C03 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_C04 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_C05 2 0.0237 0.903 0.004 0.996 0.000
#> T48_CT_C06 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_C07 2 0.5835 0.269 0.340 0.660 0.000
#> T48_CT_C09 2 0.0747 0.898 0.016 0.984 0.000
#> T48_CT_C10 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_C11 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_D02 2 0.6305 -0.353 0.484 0.516 0.000
#> T48_CT_D03 1 0.3619 0.796 0.864 0.136 0.000
#> T48_CT_D04 2 0.1031 0.888 0.024 0.976 0.000
#> T48_CT_D06 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_D07 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_D08 1 0.4605 0.794 0.796 0.204 0.000
#> T48_CT_D09 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_D10 1 0.6302 0.458 0.520 0.480 0.000
#> T48_CT_D11 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_D12 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_E01 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_E02 1 0.6274 0.524 0.544 0.456 0.000
#> T48_CT_E03 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_E04 2 0.3816 0.738 0.148 0.852 0.000
#> T48_CT_E05 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_E06 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_E07 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_E08 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_E10 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_E11 1 0.2796 0.784 0.908 0.092 0.000
#> T48_CT_E12 3 0.1411 0.947 0.036 0.000 0.964
#> T48_CT_F01 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_F02 1 0.6244 0.563 0.560 0.440 0.000
#> T48_CT_F03 1 0.6235 0.571 0.564 0.436 0.000
#> T48_CT_F05 2 0.1753 0.863 0.048 0.952 0.000
#> T48_CT_F07 1 0.5835 0.715 0.660 0.340 0.000
#> T48_CT_F09 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_F10 1 0.6309 0.396 0.500 0.500 0.000
#> T48_CT_F11 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_G01 1 0.6026 0.672 0.624 0.376 0.000
#> T48_CT_G02 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_G03 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_G08 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_G09 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_G10 3 0.1411 0.947 0.036 0.000 0.964
#> T48_CT_G11 1 0.6235 0.572 0.564 0.436 0.000
#> T48_CT_G12 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_H01 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_H02 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_H04 1 0.2537 0.778 0.920 0.080 0.000
#> T48_CT_H05 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.904 0.000 1.000 0.000
#> T48_CT_H07 2 0.3551 0.762 0.132 0.868 0.000
#> T48_CT_H08 2 0.0592 0.901 0.012 0.988 0.000
#> T48_CT_H11 1 0.6309 0.396 0.500 0.500 0.000
#> T48_CT_H12 2 0.0000 0.904 0.000 1.000 0.000
#> T72_CT_A01 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_A05 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_A08 1 0.5016 0.776 0.760 0.240 0.000
#> T72_CT_A09 2 0.0892 0.895 0.020 0.980 0.000
#> T72_CT_A11 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_B01 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_B02 1 0.2261 0.770 0.932 0.068 0.000
#> T72_CT_B03 1 0.6026 0.656 0.624 0.376 0.000
#> T72_CT_B04 1 0.2261 0.770 0.932 0.068 0.000
#> T72_CT_B05 2 0.0892 0.895 0.020 0.980 0.000
#> T72_CT_B06 1 0.2261 0.770 0.932 0.068 0.000
#> T72_CT_B08 3 0.7337 0.231 0.032 0.428 0.540
#> T72_CT_B09 1 0.2537 0.778 0.920 0.080 0.000
#> T72_CT_B11 1 0.5678 0.727 0.684 0.316 0.000
#> T72_CT_B12 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_C04 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_C06 1 0.6180 0.587 0.584 0.416 0.000
#> T72_CT_C07 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_C09 1 0.6252 0.524 0.556 0.444 0.000
#> T72_CT_C11 3 0.1411 0.947 0.036 0.000 0.964
#> T72_CT_D01 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_D03 1 0.2711 0.765 0.912 0.088 0.000
#> T72_CT_D04 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_D05 1 0.4796 0.784 0.780 0.220 0.000
#> T72_CT_D07 1 0.3412 0.793 0.876 0.124 0.000
#> T72_CT_D10 2 0.0892 0.895 0.020 0.980 0.000
#> T72_CT_D11 1 0.2261 0.770 0.932 0.068 0.000
#> T72_CT_E04 1 0.6126 0.618 0.600 0.400 0.000
#> T72_CT_E05 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_E07 2 0.1289 0.886 0.032 0.968 0.000
#> T72_CT_F01 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_F05 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_F07 1 0.5706 0.723 0.680 0.320 0.000
#> T72_CT_F10 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_F11 2 0.1337 0.886 0.016 0.972 0.012
#> T72_CT_G03 1 0.2356 0.773 0.928 0.072 0.000
#> T72_CT_G04 1 0.2537 0.778 0.920 0.080 0.000
#> T72_CT_G06 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_G08 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_G10 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_G11 1 0.6140 0.631 0.596 0.404 0.000
#> T72_CT_H01 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_H03 2 0.0592 0.901 0.012 0.988 0.000
#> T72_CT_H05 3 0.1529 0.947 0.040 0.000 0.960
#> T72_CT_H08 3 0.1411 0.947 0.036 0.000 0.964
#> T72_CT_H09 3 0.1411 0.947 0.036 0.000 0.964
#> T72_CT_H10 2 0.6062 0.137 0.384 0.616 0.000
#> T72_CT_H11 1 0.5706 0.724 0.680 0.320 0.000
#> T72_CT_H12 2 0.0592 0.901 0.012 0.988 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.3123 0.90435 0.000 0.000 0.844 0.156
#> T0_CT_A03 3 0.0336 0.91110 0.000 0.000 0.992 0.008
#> T0_CT_A05 3 0.1867 0.90517 0.000 0.000 0.928 0.072
#> T0_CT_A06 2 0.3088 0.54902 0.000 0.864 0.008 0.128
#> T0_CT_A07 3 0.3688 0.89232 0.000 0.000 0.792 0.208
#> T0_CT_A08 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.3392 0.90318 0.000 0.020 0.856 0.124
#> T0_CT_A11 2 0.1716 0.60936 0.064 0.936 0.000 0.000
#> T0_CT_B01 2 0.0592 0.61564 0.016 0.984 0.000 0.000
#> T0_CT_B03 3 0.0469 0.91199 0.000 0.000 0.988 0.012
#> T0_CT_B05 2 0.2408 0.59174 0.104 0.896 0.000 0.000
#> T0_CT_B07 2 0.1716 0.60936 0.064 0.936 0.000 0.000
#> T0_CT_B08 3 0.1118 0.91187 0.000 0.000 0.964 0.036
#> T0_CT_B09 3 0.3649 0.89357 0.000 0.000 0.796 0.204
#> T0_CT_C02 3 0.0188 0.91064 0.000 0.000 0.996 0.004
#> T0_CT_C03 1 0.4697 0.67044 0.644 0.356 0.000 0.000
#> T0_CT_C05 2 0.4008 0.51696 0.000 0.756 0.000 0.244
#> T0_CT_C06 2 0.1557 0.61142 0.056 0.944 0.000 0.000
#> T0_CT_C07 2 0.1902 0.60870 0.064 0.932 0.000 0.004
#> T0_CT_C08 3 0.0188 0.91085 0.000 0.000 0.996 0.004
#> T0_CT_C09 2 0.0592 0.61564 0.016 0.984 0.000 0.000
#> T0_CT_C11 2 0.4164 0.48809 0.000 0.736 0.000 0.264
#> T0_CT_C12 3 0.3649 0.89357 0.000 0.000 0.796 0.204
#> T0_CT_D01 4 0.4713 0.73066 0.000 0.360 0.000 0.640
#> T0_CT_D02 2 0.1978 0.60727 0.068 0.928 0.000 0.004
#> T0_CT_D03 3 0.3688 0.89379 0.000 0.000 0.792 0.208
#> T0_CT_D05 2 0.0000 0.61368 0.000 1.000 0.000 0.000
#> T0_CT_D06 3 0.2647 0.90938 0.000 0.000 0.880 0.120
#> T0_CT_D07 2 0.0524 0.61417 0.004 0.988 0.000 0.008
#> T0_CT_D08 3 0.1637 0.91330 0.000 0.000 0.940 0.060
#> T0_CT_D09 2 0.4933 -0.09505 0.000 0.568 0.000 0.432
#> T0_CT_D11 2 0.4040 0.51262 0.000 0.752 0.000 0.248
#> T0_CT_D12 3 0.0188 0.91085 0.000 0.000 0.996 0.004
#> T0_CT_E01 3 0.2760 0.90827 0.000 0.000 0.872 0.128
#> T0_CT_E03 2 0.4750 0.49502 0.016 0.804 0.052 0.128
#> T0_CT_E04 2 0.4072 0.50730 0.000 0.748 0.000 0.252
#> T0_CT_E05 2 0.2281 0.59555 0.096 0.904 0.000 0.000
#> T0_CT_E06 3 0.7589 0.32297 0.000 0.396 0.408 0.196
#> T0_CT_E07 3 0.3545 0.90129 0.000 0.008 0.828 0.164
#> T0_CT_E08 3 0.0336 0.91049 0.000 0.000 0.992 0.008
#> T0_CT_E09 3 0.6942 0.59394 0.000 0.240 0.584 0.176
#> T0_CT_E10 2 0.0592 0.61564 0.016 0.984 0.000 0.000
#> T0_CT_E11 3 0.0336 0.91166 0.000 0.000 0.992 0.008
#> T0_CT_E12 2 0.2275 0.60718 0.048 0.928 0.004 0.020
#> T0_CT_F01 3 0.2760 0.90827 0.000 0.000 0.872 0.128
#> T0_CT_F02 3 0.0188 0.91085 0.000 0.000 0.996 0.004
#> T0_CT_F03 3 0.3569 0.89581 0.000 0.000 0.804 0.196
#> T0_CT_F04 3 0.0188 0.91085 0.000 0.000 0.996 0.004
#> T0_CT_F05 2 0.3907 0.52819 0.000 0.768 0.000 0.232
#> T0_CT_F06 3 0.3726 0.89251 0.000 0.000 0.788 0.212
#> T0_CT_F07 2 0.0592 0.61589 0.016 0.984 0.000 0.000
#> T0_CT_F09 2 0.4040 0.51255 0.000 0.752 0.000 0.248
#> T0_CT_F11 2 0.1892 0.61114 0.036 0.944 0.004 0.016
#> T0_CT_F12 3 0.3688 0.89232 0.000 0.000 0.792 0.208
#> T0_CT_G01 3 0.3688 0.89232 0.000 0.000 0.792 0.208
#> T0_CT_G02 2 0.1940 0.60479 0.076 0.924 0.000 0.000
#> T0_CT_G03 3 0.7489 0.49942 0.000 0.296 0.492 0.212
#> T0_CT_G04 3 0.3024 0.90519 0.000 0.000 0.852 0.148
#> T0_CT_G07 3 0.0336 0.91049 0.000 0.000 0.992 0.008
#> T0_CT_G08 3 0.3486 0.89856 0.000 0.000 0.812 0.188
#> T0_CT_G09 2 0.4857 0.19824 0.324 0.668 0.000 0.008
#> T0_CT_G11 2 0.1211 0.61410 0.040 0.960 0.000 0.000
#> T0_CT_H01 2 0.0707 0.61574 0.020 0.980 0.000 0.000
#> T0_CT_H02 2 0.4072 0.50730 0.000 0.748 0.000 0.252
#> T0_CT_H04 2 0.1174 0.61319 0.012 0.968 0.000 0.020
#> T0_CT_H05 2 0.0921 0.61531 0.028 0.972 0.000 0.000
#> T0_CT_H08 2 0.0188 0.61358 0.000 0.996 0.000 0.004
#> T0_CT_H09 2 0.0000 0.61368 0.000 1.000 0.000 0.000
#> T0_CT_H12 2 0.1557 0.61142 0.056 0.944 0.000 0.000
#> T24_CT_A01 2 0.2704 0.57997 0.124 0.876 0.000 0.000
#> T24_CT_A03 4 0.4643 0.77366 0.000 0.344 0.000 0.656
#> T24_CT_A04 2 0.4008 0.51711 0.000 0.756 0.000 0.244
#> T24_CT_A05 3 0.0188 0.91085 0.000 0.000 0.996 0.004
#> T24_CT_A07 2 0.4103 0.50119 0.000 0.744 0.000 0.256
#> T24_CT_A08 1 0.0707 0.78752 0.980 0.020 0.000 0.000
#> T24_CT_A09 2 0.4955 -0.22268 0.444 0.556 0.000 0.000
#> T24_CT_A10 2 0.4428 0.33789 0.276 0.720 0.000 0.004
#> T24_CT_B01 2 0.3942 0.43089 0.236 0.764 0.000 0.000
#> T24_CT_B02 2 0.4955 -0.22513 0.444 0.556 0.000 0.000
#> T24_CT_B03 4 0.4193 0.85465 0.000 0.268 0.000 0.732
#> T24_CT_B05 2 0.4830 0.10073 0.000 0.608 0.000 0.392
#> T24_CT_B06 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T24_CT_B07 1 0.0188 0.78443 0.996 0.004 0.000 0.000
#> T24_CT_B08 2 0.2814 0.57714 0.000 0.868 0.000 0.132
#> T24_CT_B09 1 0.0592 0.78725 0.984 0.016 0.000 0.000
#> T24_CT_B11 3 0.3649 0.89357 0.000 0.000 0.796 0.204
#> T24_CT_C01 1 0.2081 0.78592 0.916 0.084 0.000 0.000
#> T24_CT_C02 2 0.0921 0.60935 0.000 0.972 0.000 0.028
#> T24_CT_C03 2 0.4103 0.38106 0.256 0.744 0.000 0.000
#> T24_CT_C05 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T24_CT_C07 2 0.4992 -0.28414 0.000 0.524 0.000 0.476
#> T24_CT_C08 2 0.4103 0.50119 0.000 0.744 0.000 0.256
#> T24_CT_C09 2 0.2760 0.57931 0.000 0.872 0.000 0.128
#> T24_CT_C10 1 0.4543 0.70694 0.676 0.324 0.000 0.000
#> T24_CT_C11 2 0.2730 0.59810 0.016 0.896 0.000 0.088
#> T24_CT_C12 4 0.4543 0.80371 0.000 0.324 0.000 0.676
#> T24_CT_D01 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T24_CT_D02 4 0.4925 0.58555 0.000 0.428 0.000 0.572
#> T24_CT_D03 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T24_CT_D04 1 0.4222 0.74984 0.728 0.272 0.000 0.000
#> T24_CT_D05 2 0.2345 0.59508 0.100 0.900 0.000 0.000
#> T24_CT_D06 2 0.4134 0.38027 0.260 0.740 0.000 0.000
#> T24_CT_D07 2 0.1637 0.61067 0.060 0.940 0.000 0.000
#> T24_CT_D08 2 0.3942 0.52446 0.000 0.764 0.000 0.236
#> T24_CT_D09 2 0.4730 0.21383 0.000 0.636 0.000 0.364
#> T24_CT_D10 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T24_CT_D11 2 0.4277 0.45815 0.000 0.720 0.000 0.280
#> T24_CT_E01 1 0.5161 0.58014 0.592 0.400 0.000 0.008
#> T24_CT_E02 1 0.4477 0.71815 0.688 0.312 0.000 0.000
#> T24_CT_E04 2 0.4040 0.51255 0.000 0.752 0.000 0.248
#> T24_CT_E05 1 0.0336 0.78495 0.992 0.008 0.000 0.000
#> T24_CT_E07 2 0.5093 0.00807 0.012 0.640 0.000 0.348
#> T24_CT_E09 1 0.4790 0.63460 0.620 0.380 0.000 0.000
#> T24_CT_E11 1 0.4382 0.73442 0.704 0.296 0.000 0.000
#> T24_CT_E12 2 0.4222 0.47366 0.000 0.728 0.000 0.272
#> T24_CT_F01 2 0.4406 0.41512 0.000 0.700 0.000 0.300
#> T24_CT_F02 2 0.4134 0.49506 0.000 0.740 0.000 0.260
#> T24_CT_F03 1 0.5295 0.40427 0.504 0.488 0.000 0.008
#> T24_CT_F04 2 0.2469 0.58946 0.108 0.892 0.000 0.000
#> T24_CT_F05 2 0.4990 0.10249 0.352 0.640 0.000 0.008
#> T24_CT_F07 2 0.3448 0.53616 0.168 0.828 0.000 0.004
#> T24_CT_F08 2 0.4998 -0.36342 0.488 0.512 0.000 0.000
#> T24_CT_F09 2 0.4543 0.34617 0.000 0.676 0.000 0.324
#> T24_CT_F10 2 0.4981 -0.33723 0.000 0.536 0.000 0.464
#> T24_CT_F11 2 0.2675 0.59037 0.100 0.892 0.000 0.008
#> T24_CT_F12 3 0.3806 0.89086 0.000 0.020 0.824 0.156
#> T24_CT_G01 2 0.4331 0.43993 0.000 0.712 0.000 0.288
#> T24_CT_G02 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.4624 0.68540 0.660 0.340 0.000 0.000
#> T24_CT_G04 2 0.4072 0.50740 0.000 0.748 0.000 0.252
#> T24_CT_G05 2 0.3873 0.53068 0.000 0.772 0.000 0.228
#> T24_CT_G06 1 0.3837 0.77139 0.776 0.224 0.000 0.000
#> T24_CT_G08 1 0.4948 0.52397 0.560 0.440 0.000 0.000
#> T24_CT_G10 2 0.4855 0.06374 0.000 0.600 0.000 0.400
#> T24_CT_G11 1 0.2868 0.78394 0.864 0.136 0.000 0.000
#> T24_CT_G12 2 0.4955 -0.21854 0.444 0.556 0.000 0.000
#> T24_CT_H01 3 0.3486 0.89754 0.000 0.000 0.812 0.188
#> T24_CT_H02 2 0.4624 0.15954 0.340 0.660 0.000 0.000
#> T24_CT_H03 2 0.3764 0.53751 0.000 0.784 0.000 0.216
#> T24_CT_H05 2 0.2345 0.59350 0.100 0.900 0.000 0.000
#> T24_CT_H07 2 0.4713 0.09793 0.360 0.640 0.000 0.000
#> T24_CT_H09 1 0.4543 0.70704 0.676 0.324 0.000 0.000
#> T24_CT_H12 2 0.4955 -0.21854 0.444 0.556 0.000 0.000
#> T48_CT_A01 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T48_CT_A02 2 0.4500 0.37686 0.000 0.684 0.000 0.316
#> T48_CT_A03 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.4250 0.46571 0.000 0.724 0.000 0.276
#> T48_CT_A05 4 0.4222 0.85685 0.000 0.272 0.000 0.728
#> T48_CT_A06 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0469 0.90982 0.000 0.000 0.988 0.012
#> T48_CT_A08 4 0.4866 0.66214 0.000 0.404 0.000 0.596
#> T48_CT_A09 1 0.4262 0.76558 0.756 0.236 0.000 0.008
#> T48_CT_A10 2 0.4103 0.50115 0.000 0.744 0.000 0.256
#> T48_CT_A11 2 0.4679 0.25997 0.000 0.648 0.000 0.352
#> T48_CT_A12 2 0.5250 -0.22573 0.440 0.552 0.000 0.008
#> T48_CT_B01 2 0.3907 0.52756 0.000 0.768 0.000 0.232
#> T48_CT_B02 2 0.4103 0.50133 0.000 0.744 0.000 0.256
#> T48_CT_B03 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.4040 0.51243 0.000 0.752 0.000 0.248
#> T48_CT_B08 1 0.3791 0.77488 0.796 0.200 0.000 0.004
#> T48_CT_B10 2 0.4072 0.50705 0.000 0.748 0.000 0.252
#> T48_CT_B11 2 0.4040 0.51243 0.000 0.752 0.000 0.248
#> T48_CT_B12 2 0.2675 0.59099 0.100 0.892 0.000 0.008
#> T48_CT_C01 2 0.4008 0.51700 0.000 0.756 0.000 0.244
#> T48_CT_C02 1 0.0921 0.78422 0.972 0.028 0.000 0.000
#> T48_CT_C03 2 0.4356 0.43187 0.000 0.708 0.000 0.292
#> T48_CT_C04 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.5000 0.39275 0.000 0.500 0.000 0.500
#> T48_CT_C06 4 0.4356 0.84264 0.000 0.292 0.000 0.708
#> T48_CT_C07 2 0.1902 0.60862 0.064 0.932 0.000 0.004
#> T48_CT_C09 4 0.4222 0.85638 0.000 0.272 0.000 0.728
#> T48_CT_C10 1 0.0376 0.78475 0.992 0.004 0.000 0.004
#> T48_CT_C11 2 0.4382 0.42446 0.000 0.704 0.000 0.296
#> T48_CT_D01 2 0.3610 0.54598 0.000 0.800 0.000 0.200
#> T48_CT_D02 2 0.2345 0.59350 0.100 0.900 0.000 0.000
#> T48_CT_D03 1 0.4356 0.73743 0.708 0.292 0.000 0.000
#> T48_CT_D04 2 0.3695 0.56486 0.016 0.828 0.000 0.156
#> T48_CT_D06 4 0.4643 0.77480 0.000 0.344 0.000 0.656
#> T48_CT_D07 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T48_CT_D08 1 0.5007 0.66872 0.636 0.356 0.000 0.008
#> T48_CT_D09 2 0.3837 0.53327 0.000 0.776 0.000 0.224
#> T48_CT_D10 2 0.2918 0.57997 0.116 0.876 0.000 0.008
#> T48_CT_D11 2 0.4643 0.28676 0.000 0.656 0.000 0.344
#> T48_CT_D12 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_E01 4 0.4277 0.83894 0.000 0.280 0.000 0.720
#> T48_CT_E02 2 0.3450 0.55170 0.156 0.836 0.000 0.008
#> T48_CT_E03 4 0.4222 0.85685 0.000 0.272 0.000 0.728
#> T48_CT_E04 2 0.1936 0.60691 0.032 0.940 0.000 0.028
#> T48_CT_E05 2 0.4164 0.48816 0.000 0.736 0.000 0.264
#> T48_CT_E06 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.4382 0.42320 0.000 0.704 0.000 0.296
#> T48_CT_E10 1 0.3801 0.77342 0.780 0.220 0.000 0.000
#> T48_CT_E11 1 0.4155 0.76615 0.756 0.240 0.000 0.004
#> T48_CT_E12 3 0.0469 0.90977 0.000 0.000 0.988 0.012
#> T48_CT_F01 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T48_CT_F02 2 0.3591 0.53485 0.168 0.824 0.000 0.008
#> T48_CT_F03 2 0.2647 0.58183 0.120 0.880 0.000 0.000
#> T48_CT_F05 2 0.0524 0.61402 0.004 0.988 0.000 0.008
#> T48_CT_F07 1 0.5288 0.44506 0.520 0.472 0.000 0.008
#> T48_CT_F09 2 0.4072 0.50730 0.000 0.748 0.000 0.252
#> T48_CT_F10 2 0.2408 0.59156 0.104 0.896 0.000 0.000
#> T48_CT_F11 1 0.0000 0.78358 1.000 0.000 0.000 0.000
#> T48_CT_G01 2 0.4888 -0.10761 0.412 0.588 0.000 0.000
#> T48_CT_G02 4 0.4916 0.60776 0.000 0.424 0.000 0.576
#> T48_CT_G03 2 0.4222 0.47322 0.000 0.728 0.000 0.272
#> T48_CT_G07 2 0.3907 0.52756 0.000 0.768 0.000 0.232
#> T48_CT_G08 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T48_CT_G09 4 0.4103 0.84484 0.000 0.256 0.000 0.744
#> T48_CT_G10 3 0.0336 0.91011 0.000 0.000 0.992 0.008
#> T48_CT_G11 2 0.3945 0.46053 0.216 0.780 0.000 0.004
#> T48_CT_G12 2 0.4164 0.48816 0.000 0.736 0.000 0.264
#> T48_CT_H01 2 0.3486 0.55140 0.000 0.812 0.000 0.188
#> T48_CT_H02 4 0.4250 0.85160 0.000 0.276 0.000 0.724
#> T48_CT_H04 1 0.1118 0.78431 0.964 0.036 0.000 0.000
#> T48_CT_H05 2 0.3975 0.52108 0.000 0.760 0.000 0.240
#> T48_CT_H06 2 0.4072 0.50730 0.000 0.748 0.000 0.252
#> T48_CT_H07 2 0.2483 0.61320 0.032 0.916 0.000 0.052
#> T48_CT_H08 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T48_CT_H11 2 0.3450 0.55179 0.156 0.836 0.000 0.008
#> T48_CT_H12 2 0.4454 0.39216 0.000 0.692 0.000 0.308
#> T72_CT_A01 4 0.4406 0.83584 0.000 0.300 0.000 0.700
#> T72_CT_A05 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_A08 1 0.4999 0.68225 0.660 0.328 0.000 0.012
#> T72_CT_A09 4 0.3907 0.81895 0.000 0.232 0.000 0.768
#> T72_CT_A11 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_B01 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_B02 1 0.0336 0.78074 0.992 0.000 0.000 0.008
#> T72_CT_B03 4 0.7442 0.18967 0.176 0.368 0.000 0.456
#> T72_CT_B04 1 0.0188 0.78116 0.996 0.000 0.000 0.004
#> T72_CT_B05 4 0.4644 0.79510 0.024 0.228 0.000 0.748
#> T72_CT_B06 1 0.0336 0.78074 0.992 0.000 0.000 0.008
#> T72_CT_B08 4 0.4152 0.29950 0.000 0.032 0.160 0.808
#> T72_CT_B09 1 0.0336 0.78495 0.992 0.008 0.000 0.000
#> T72_CT_B11 1 0.7529 0.49550 0.472 0.324 0.000 0.204
#> T72_CT_B12 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_C04 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_C06 4 0.7307 0.26989 0.156 0.376 0.000 0.468
#> T72_CT_C07 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_C09 4 0.7213 0.24172 0.140 0.408 0.000 0.452
#> T72_CT_C11 3 0.0592 0.90892 0.000 0.000 0.984 0.016
#> T72_CT_D01 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_D03 1 0.4193 0.53246 0.732 0.000 0.000 0.268
#> T72_CT_D04 4 0.4222 0.85685 0.000 0.272 0.000 0.728
#> T72_CT_D05 1 0.6897 0.63702 0.572 0.284 0.000 0.144
#> T72_CT_D07 4 0.7688 -0.26257 0.364 0.220 0.000 0.416
#> T72_CT_D10 4 0.4542 0.79898 0.020 0.228 0.000 0.752
#> T72_CT_D11 1 0.0188 0.78116 0.996 0.000 0.000 0.004
#> T72_CT_E04 2 0.6187 0.05482 0.336 0.596 0.000 0.068
#> T72_CT_E05 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_E07 4 0.4509 0.84700 0.004 0.288 0.000 0.708
#> T72_CT_F01 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_F05 4 0.4730 0.73395 0.000 0.364 0.000 0.636
#> T72_CT_F07 1 0.5865 0.52897 0.552 0.412 0.000 0.036
#> T72_CT_F10 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_F11 4 0.4343 0.85096 0.000 0.264 0.004 0.732
#> T72_CT_G03 1 0.0188 0.78116 0.996 0.000 0.000 0.004
#> T72_CT_G04 1 0.0188 0.78116 0.996 0.000 0.000 0.004
#> T72_CT_G06 2 0.2973 0.57048 0.000 0.856 0.000 0.144
#> T72_CT_G08 4 0.4817 0.67837 0.000 0.388 0.000 0.612
#> T72_CT_G10 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_G11 2 0.4792 0.22918 0.312 0.680 0.000 0.008
#> T72_CT_H01 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_H03 4 0.4250 0.85862 0.000 0.276 0.000 0.724
#> T72_CT_H05 3 0.0921 0.90969 0.000 0.000 0.972 0.028
#> T72_CT_H08 3 0.0469 0.90909 0.000 0.000 0.988 0.012
#> T72_CT_H09 3 0.0469 0.90912 0.000 0.000 0.988 0.012
#> T72_CT_H10 2 0.5662 0.31888 0.072 0.692 0.000 0.236
#> T72_CT_H11 1 0.7069 0.44770 0.468 0.408 0.000 0.124
#> T72_CT_H12 4 0.4250 0.85862 0.000 0.276 0.000 0.724
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.4201 0.8546 0.120 0.004 0.796 0.076 0.004
#> T0_CT_A03 3 0.1357 0.8645 0.048 0.000 0.948 0.004 0.000
#> T0_CT_A05 3 0.3565 0.8460 0.144 0.000 0.816 0.040 0.000
#> T0_CT_A06 2 0.7542 -0.2380 0.108 0.460 0.016 0.068 0.348
#> T0_CT_A07 3 0.5082 0.8277 0.220 0.000 0.684 0.096 0.000
#> T0_CT_A08 1 0.4359 0.9498 0.584 0.000 0.000 0.004 0.412
#> T0_CT_A10 3 0.4794 0.8357 0.128 0.012 0.772 0.072 0.016
#> T0_CT_A11 2 0.4390 -0.2274 0.004 0.568 0.000 0.000 0.428
#> T0_CT_B01 2 0.4942 -0.2585 0.028 0.540 0.000 0.000 0.432
#> T0_CT_B03 3 0.0290 0.8673 0.008 0.000 0.992 0.000 0.000
#> T0_CT_B05 5 0.5131 0.5021 0.040 0.420 0.000 0.000 0.540
#> T0_CT_B07 5 0.5175 0.4221 0.040 0.464 0.000 0.000 0.496
#> T0_CT_B08 3 0.1282 0.8680 0.044 0.000 0.952 0.004 0.000
#> T0_CT_B09 3 0.5024 0.8291 0.212 0.000 0.692 0.096 0.000
#> T0_CT_C02 3 0.0451 0.8650 0.008 0.000 0.988 0.004 0.000
#> T0_CT_C03 5 0.3110 0.4984 0.080 0.060 0.000 0.000 0.860
#> T0_CT_C05 2 0.1153 0.6820 0.024 0.964 0.000 0.004 0.008
#> T0_CT_C06 2 0.5115 -0.3966 0.036 0.484 0.000 0.000 0.480
#> T0_CT_C07 2 0.5645 -0.3991 0.048 0.472 0.000 0.012 0.468
#> T0_CT_C08 3 0.0451 0.8643 0.008 0.000 0.988 0.004 0.000
#> T0_CT_C09 2 0.4151 0.0573 0.004 0.652 0.000 0.000 0.344
#> T0_CT_C11 2 0.0912 0.6767 0.016 0.972 0.000 0.012 0.000
#> T0_CT_C12 3 0.5053 0.8278 0.216 0.000 0.688 0.096 0.000
#> T0_CT_D01 2 0.5855 -0.2496 0.084 0.564 0.004 0.344 0.004
#> T0_CT_D02 5 0.5490 0.4150 0.044 0.464 0.000 0.008 0.484
#> T0_CT_D03 3 0.5053 0.8287 0.216 0.000 0.688 0.096 0.000
#> T0_CT_D05 2 0.5052 -0.2005 0.036 0.552 0.000 0.000 0.412
#> T0_CT_D06 3 0.3832 0.8562 0.100 0.004 0.824 0.068 0.004
#> T0_CT_D07 2 0.5850 -0.3335 0.064 0.484 0.000 0.012 0.440
#> T0_CT_D08 3 0.1750 0.8710 0.028 0.000 0.936 0.036 0.000
#> T0_CT_D09 2 0.4168 0.3605 0.044 0.756 0.000 0.200 0.000
#> T0_CT_D11 2 0.1251 0.6727 0.036 0.956 0.000 0.008 0.000
#> T0_CT_D12 3 0.0579 0.8640 0.008 0.000 0.984 0.008 0.000
#> T0_CT_E01 3 0.3805 0.8598 0.092 0.000 0.820 0.084 0.004
#> T0_CT_E03 5 0.8144 0.4281 0.132 0.328 0.052 0.056 0.432
#> T0_CT_E04 2 0.1412 0.6746 0.036 0.952 0.000 0.008 0.004
#> T0_CT_E05 5 0.4559 0.4344 0.008 0.480 0.000 0.000 0.512
#> T0_CT_E06 3 0.9561 0.2666 0.196 0.192 0.332 0.096 0.184
#> T0_CT_E07 3 0.4887 0.8379 0.140 0.008 0.756 0.084 0.012
#> T0_CT_E08 3 0.0798 0.8638 0.016 0.000 0.976 0.008 0.000
#> T0_CT_E09 3 0.8500 0.5079 0.148 0.212 0.480 0.080 0.080
#> T0_CT_E10 2 0.4118 0.0852 0.004 0.660 0.000 0.000 0.336
#> T0_CT_E11 3 0.1018 0.8669 0.016 0.000 0.968 0.016 0.000
#> T0_CT_E12 5 0.6036 0.3932 0.060 0.456 0.004 0.016 0.464
#> T0_CT_F01 3 0.3750 0.8605 0.088 0.000 0.824 0.084 0.004
#> T0_CT_F02 3 0.0798 0.8686 0.016 0.000 0.976 0.008 0.000
#> T0_CT_F03 3 0.4914 0.8323 0.204 0.000 0.704 0.092 0.000
#> T0_CT_F04 3 0.0451 0.8643 0.008 0.000 0.988 0.004 0.000
#> T0_CT_F05 2 0.1800 0.6676 0.048 0.932 0.000 0.000 0.020
#> T0_CT_F06 3 0.5223 0.8240 0.220 0.000 0.672 0.108 0.000
#> T0_CT_F07 2 0.5227 -0.3158 0.044 0.508 0.000 0.000 0.448
#> T0_CT_F09 2 0.0798 0.6843 0.016 0.976 0.000 0.000 0.008
#> T0_CT_F11 2 0.6115 -0.3653 0.060 0.468 0.004 0.020 0.448
#> T0_CT_F12 3 0.5130 0.8259 0.220 0.000 0.680 0.100 0.000
#> T0_CT_G01 3 0.5102 0.8266 0.216 0.000 0.684 0.100 0.000
#> T0_CT_G02 5 0.5178 0.3953 0.040 0.476 0.000 0.000 0.484
#> T0_CT_G03 3 0.9507 0.3798 0.216 0.160 0.352 0.112 0.160
#> T0_CT_G04 3 0.4113 0.8532 0.108 0.004 0.804 0.080 0.004
#> T0_CT_G07 3 0.0566 0.8650 0.012 0.000 0.984 0.004 0.000
#> T0_CT_G08 3 0.4493 0.8492 0.136 0.000 0.756 0.108 0.000
#> T0_CT_G09 5 0.4823 0.6645 0.032 0.180 0.000 0.044 0.744
#> T0_CT_G11 5 0.5178 0.3798 0.040 0.480 0.000 0.000 0.480
#> T0_CT_H01 2 0.5106 -0.3278 0.036 0.508 0.000 0.000 0.456
#> T0_CT_H02 2 0.1934 0.6677 0.040 0.932 0.000 0.020 0.008
#> T0_CT_H04 2 0.6317 -0.3417 0.068 0.472 0.008 0.020 0.432
#> T0_CT_H05 2 0.5039 -0.3299 0.032 0.512 0.000 0.000 0.456
#> T0_CT_H08 2 0.5195 -0.2392 0.044 0.536 0.000 0.000 0.420
#> T0_CT_H09 2 0.4824 -0.0821 0.028 0.596 0.000 0.000 0.376
#> T0_CT_H12 2 0.4980 -0.4009 0.028 0.488 0.000 0.000 0.484
#> T24_CT_A01 5 0.4948 0.4991 0.028 0.436 0.000 0.000 0.536
#> T24_CT_A03 2 0.4644 -0.4646 0.012 0.528 0.000 0.460 0.000
#> T24_CT_A04 2 0.0865 0.6803 0.000 0.972 0.000 0.024 0.004
#> T24_CT_A05 3 0.1211 0.8661 0.024 0.000 0.960 0.016 0.000
#> T24_CT_A07 2 0.0579 0.6859 0.000 0.984 0.000 0.008 0.008
#> T24_CT_A08 1 0.4302 0.8891 0.520 0.000 0.000 0.000 0.480
#> T24_CT_A09 5 0.4021 0.6591 0.036 0.200 0.000 0.000 0.764
#> T24_CT_A10 5 0.3816 0.6530 0.000 0.304 0.000 0.000 0.696
#> T24_CT_B01 5 0.4151 0.6266 0.004 0.344 0.000 0.000 0.652
#> T24_CT_B02 5 0.4073 0.6685 0.032 0.216 0.000 0.000 0.752
#> T24_CT_B03 4 0.4297 0.8036 0.020 0.288 0.000 0.692 0.000
#> T24_CT_B05 2 0.3455 0.3926 0.008 0.784 0.000 0.208 0.000
#> T24_CT_B06 2 0.0566 0.6872 0.000 0.984 0.000 0.004 0.012
#> T24_CT_B07 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T24_CT_B08 2 0.2377 0.5832 0.000 0.872 0.000 0.000 0.128
#> T24_CT_B09 1 0.4283 0.9176 0.544 0.000 0.000 0.000 0.456
#> T24_CT_B11 3 0.5076 0.8298 0.200 0.000 0.692 0.108 0.000
#> T24_CT_C01 5 0.4341 -0.6630 0.404 0.004 0.000 0.000 0.592
#> T24_CT_C02 2 0.3242 0.4180 0.000 0.784 0.000 0.000 0.216
#> T24_CT_C03 5 0.4416 0.6181 0.012 0.356 0.000 0.000 0.632
#> T24_CT_C05 2 0.0671 0.6872 0.000 0.980 0.000 0.004 0.016
#> T24_CT_C07 2 0.4232 0.0604 0.012 0.676 0.000 0.312 0.000
#> T24_CT_C08 2 0.0404 0.6827 0.000 0.988 0.000 0.012 0.000
#> T24_CT_C09 2 0.2020 0.6270 0.000 0.900 0.000 0.000 0.100
#> T24_CT_C10 5 0.2535 0.4380 0.076 0.032 0.000 0.000 0.892
#> T24_CT_C11 2 0.4015 0.0701 0.000 0.652 0.000 0.000 0.348
#> T24_CT_C12 2 0.4655 -0.5058 0.012 0.512 0.000 0.476 0.000
#> T24_CT_D01 2 0.0671 0.6872 0.000 0.980 0.000 0.004 0.016
#> T24_CT_D02 2 0.4557 -0.2967 0.012 0.584 0.000 0.404 0.000
#> T24_CT_D03 2 0.0693 0.6869 0.000 0.980 0.000 0.008 0.012
#> T24_CT_D04 5 0.2457 0.4013 0.076 0.016 0.000 0.008 0.900
#> T24_CT_D05 5 0.4397 0.5169 0.004 0.432 0.000 0.000 0.564
#> T24_CT_D06 5 0.4538 0.6110 0.016 0.364 0.000 0.000 0.620
#> T24_CT_D07 5 0.4307 0.3918 0.000 0.500 0.000 0.000 0.500
#> T24_CT_D08 2 0.0566 0.6872 0.000 0.984 0.000 0.004 0.012
#> T24_CT_D09 2 0.2971 0.5090 0.008 0.836 0.000 0.156 0.000
#> T24_CT_D10 2 0.0693 0.6869 0.000 0.980 0.000 0.008 0.012
#> T24_CT_D11 2 0.1571 0.6440 0.004 0.936 0.000 0.060 0.000
#> T24_CT_E01 5 0.3925 0.5543 0.032 0.092 0.000 0.048 0.828
#> T24_CT_E02 5 0.2511 0.4298 0.080 0.028 0.000 0.000 0.892
#> T24_CT_E04 2 0.0566 0.6873 0.000 0.984 0.000 0.004 0.012
#> T24_CT_E05 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T24_CT_E07 5 0.7074 0.1862 0.020 0.208 0.000 0.364 0.408
#> T24_CT_E09 5 0.3464 0.5487 0.068 0.096 0.000 0.000 0.836
#> T24_CT_E11 5 0.2713 0.4587 0.072 0.036 0.000 0.004 0.888
#> T24_CT_E12 2 0.1764 0.6411 0.008 0.928 0.000 0.064 0.000
#> T24_CT_F01 2 0.2976 0.5327 0.012 0.852 0.000 0.132 0.004
#> T24_CT_F02 2 0.1043 0.6712 0.000 0.960 0.000 0.040 0.000
#> T24_CT_F03 5 0.2911 0.6336 0.004 0.136 0.000 0.008 0.852
#> T24_CT_F04 5 0.4278 0.4961 0.000 0.452 0.000 0.000 0.548
#> T24_CT_F05 5 0.3430 0.6854 0.004 0.220 0.000 0.000 0.776
#> T24_CT_F07 5 0.4242 0.5293 0.000 0.428 0.000 0.000 0.572
#> T24_CT_F08 5 0.4136 0.6508 0.048 0.188 0.000 0.000 0.764
#> T24_CT_F09 2 0.2249 0.5962 0.008 0.896 0.000 0.096 0.000
#> T24_CT_F10 2 0.6873 -0.3726 0.012 0.396 0.000 0.396 0.196
#> T24_CT_F11 5 0.4594 0.5848 0.004 0.364 0.000 0.012 0.620
#> T24_CT_F12 3 0.4787 0.8406 0.112 0.024 0.772 0.088 0.004
#> T24_CT_G01 2 0.1430 0.6516 0.004 0.944 0.000 0.052 0.000
#> T24_CT_G02 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T24_CT_G03 5 0.3460 0.3760 0.128 0.044 0.000 0.000 0.828
#> T24_CT_G04 2 0.1251 0.6746 0.000 0.956 0.000 0.036 0.008
#> T24_CT_G05 2 0.0880 0.6818 0.000 0.968 0.000 0.000 0.032
#> T24_CT_G06 5 0.2377 0.2495 0.128 0.000 0.000 0.000 0.872
#> T24_CT_G08 5 0.3601 0.5896 0.052 0.128 0.000 0.000 0.820
#> T24_CT_G10 2 0.3491 0.3634 0.004 0.768 0.000 0.228 0.000
#> T24_CT_G11 5 0.4182 -0.5300 0.352 0.004 0.000 0.000 0.644
#> T24_CT_G12 5 0.3954 0.6525 0.036 0.192 0.000 0.000 0.772
#> T24_CT_H01 3 0.5090 0.8302 0.208 0.000 0.688 0.104 0.000
#> T24_CT_H02 5 0.4268 0.6725 0.024 0.268 0.000 0.000 0.708
#> T24_CT_H03 2 0.0609 0.6859 0.000 0.980 0.000 0.000 0.020
#> T24_CT_H05 5 0.4283 0.4881 0.000 0.456 0.000 0.000 0.544
#> T24_CT_H07 5 0.3582 0.6861 0.000 0.224 0.000 0.008 0.768
#> T24_CT_H09 5 0.2813 0.4557 0.084 0.040 0.000 0.000 0.876
#> T24_CT_H12 5 0.3954 0.6525 0.036 0.192 0.000 0.000 0.772
#> T48_CT_A01 2 0.4748 -0.5558 0.016 0.492 0.000 0.492 0.000
#> T48_CT_A02 2 0.3333 0.4869 0.008 0.820 0.000 0.164 0.008
#> T48_CT_A03 1 0.4219 0.9511 0.584 0.000 0.000 0.000 0.416
#> T48_CT_A04 2 0.1544 0.6387 0.000 0.932 0.000 0.068 0.000
#> T48_CT_A05 4 0.4491 0.7965 0.020 0.328 0.000 0.652 0.000
#> T48_CT_A06 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T48_CT_A07 3 0.1082 0.8605 0.028 0.000 0.964 0.008 0.000
#> T48_CT_A08 2 0.4491 -0.0806 0.012 0.648 0.000 0.336 0.004
#> T48_CT_A09 5 0.2434 0.3617 0.036 0.008 0.000 0.048 0.908
#> T48_CT_A10 2 0.0566 0.6837 0.000 0.984 0.000 0.012 0.004
#> T48_CT_A11 2 0.3171 0.4606 0.008 0.816 0.000 0.176 0.000
#> T48_CT_A12 5 0.3556 0.6533 0.004 0.168 0.000 0.020 0.808
#> T48_CT_B01 2 0.0510 0.6868 0.000 0.984 0.000 0.000 0.016
#> T48_CT_B02 2 0.0451 0.6843 0.000 0.988 0.000 0.008 0.004
#> T48_CT_B03 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T48_CT_B04 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T48_CT_B06 2 0.0693 0.6869 0.000 0.980 0.000 0.008 0.012
#> T48_CT_B08 5 0.3106 0.2152 0.116 0.008 0.000 0.020 0.856
#> T48_CT_B10 2 0.0703 0.6757 0.000 0.976 0.000 0.024 0.000
#> T48_CT_B11 2 0.0807 0.6863 0.000 0.976 0.000 0.012 0.012
#> T48_CT_B12 5 0.5483 0.5837 0.024 0.340 0.000 0.036 0.600
#> T48_CT_C01 2 0.0693 0.6869 0.000 0.980 0.000 0.008 0.012
#> T48_CT_C02 1 0.4242 0.9450 0.572 0.000 0.000 0.000 0.428
#> T48_CT_C03 2 0.1831 0.6247 0.004 0.920 0.000 0.076 0.000
#> T48_CT_C04 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T48_CT_C05 2 0.5164 -0.2354 0.020 0.572 0.000 0.392 0.016
#> T48_CT_C06 4 0.4508 0.7743 0.020 0.332 0.000 0.648 0.000
#> T48_CT_C07 5 0.4645 0.5145 0.008 0.424 0.000 0.004 0.564
#> T48_CT_C09 4 0.4575 0.8006 0.024 0.328 0.000 0.648 0.000
#> T48_CT_C10 1 0.4559 0.8944 0.512 0.000 0.000 0.008 0.480
#> T48_CT_C11 2 0.1544 0.6386 0.000 0.932 0.000 0.068 0.000
#> T48_CT_D01 2 0.1168 0.6842 0.000 0.960 0.000 0.008 0.032
#> T48_CT_D02 5 0.4446 0.4504 0.000 0.476 0.000 0.004 0.520
#> T48_CT_D03 5 0.2289 0.3876 0.080 0.012 0.000 0.004 0.904
#> T48_CT_D04 2 0.2660 0.5861 0.000 0.864 0.000 0.008 0.128
#> T48_CT_D06 2 0.4481 -0.3516 0.008 0.576 0.000 0.416 0.000
#> T48_CT_D07 2 0.0807 0.6862 0.000 0.976 0.000 0.012 0.012
#> T48_CT_D08 5 0.2906 0.5566 0.028 0.080 0.000 0.012 0.880
#> T48_CT_D09 2 0.0510 0.6869 0.000 0.984 0.000 0.000 0.016
#> T48_CT_D10 5 0.5193 0.5776 0.016 0.372 0.000 0.024 0.588
#> T48_CT_D11 2 0.3276 0.5279 0.032 0.836 0.000 0.132 0.000
#> T48_CT_D12 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T48_CT_E01 4 0.5553 0.7423 0.028 0.220 0.000 0.676 0.076
#> T48_CT_E02 5 0.4659 0.6200 0.004 0.332 0.000 0.020 0.644
#> T48_CT_E03 4 0.4229 0.8021 0.020 0.276 0.000 0.704 0.000
#> T48_CT_E04 5 0.6257 0.5144 0.024 0.340 0.000 0.092 0.544
#> T48_CT_E05 2 0.1121 0.6622 0.000 0.956 0.000 0.044 0.000
#> T48_CT_E06 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T48_CT_E07 1 0.4473 0.9496 0.580 0.000 0.000 0.008 0.412
#> T48_CT_E08 2 0.1956 0.6218 0.008 0.916 0.000 0.076 0.000
#> T48_CT_E10 5 0.2886 0.1746 0.148 0.000 0.000 0.008 0.844
#> T48_CT_E11 5 0.1799 0.4129 0.020 0.012 0.000 0.028 0.940
#> T48_CT_E12 3 0.1195 0.8608 0.028 0.000 0.960 0.012 0.000
#> T48_CT_F01 2 0.0451 0.6870 0.000 0.988 0.000 0.004 0.008
#> T48_CT_F02 5 0.4403 0.6286 0.004 0.316 0.000 0.012 0.668
#> T48_CT_F03 5 0.4397 0.5278 0.000 0.432 0.000 0.004 0.564
#> T48_CT_F05 2 0.3876 0.1651 0.000 0.684 0.000 0.000 0.316
#> T48_CT_F07 5 0.3294 0.6149 0.008 0.124 0.000 0.024 0.844
#> T48_CT_F09 2 0.0807 0.6868 0.000 0.976 0.000 0.012 0.012
#> T48_CT_F10 5 0.4302 0.4462 0.000 0.480 0.000 0.000 0.520
#> T48_CT_F11 1 0.4455 0.9476 0.588 0.000 0.000 0.008 0.404
#> T48_CT_G01 5 0.4073 0.6731 0.032 0.216 0.000 0.000 0.752
#> T48_CT_G02 2 0.3969 0.0864 0.004 0.692 0.000 0.304 0.000
#> T48_CT_G03 2 0.1502 0.6534 0.004 0.940 0.000 0.056 0.000
#> T48_CT_G07 2 0.0510 0.6866 0.000 0.984 0.000 0.000 0.016
#> T48_CT_G08 4 0.4570 0.7900 0.020 0.348 0.000 0.632 0.000
#> T48_CT_G09 4 0.4026 0.7903 0.020 0.244 0.000 0.736 0.000
#> T48_CT_G10 3 0.1012 0.8611 0.020 0.000 0.968 0.012 0.000
#> T48_CT_G11 5 0.4135 0.6238 0.004 0.340 0.000 0.000 0.656
#> T48_CT_G12 2 0.0566 0.6829 0.000 0.984 0.000 0.012 0.004
#> T48_CT_H01 2 0.0963 0.6801 0.000 0.964 0.000 0.000 0.036
#> T48_CT_H02 4 0.5668 0.7515 0.032 0.252 0.000 0.652 0.064
#> T48_CT_H04 1 0.4242 0.9450 0.572 0.000 0.000 0.000 0.428
#> T48_CT_H05 2 0.0451 0.6870 0.000 0.988 0.000 0.004 0.008
#> T48_CT_H06 2 0.0404 0.6871 0.000 0.988 0.000 0.000 0.012
#> T48_CT_H07 2 0.5080 -0.2537 0.016 0.524 0.000 0.012 0.448
#> T48_CT_H08 4 0.4482 0.7875 0.016 0.348 0.000 0.636 0.000
#> T48_CT_H11 5 0.4954 0.5997 0.012 0.352 0.000 0.020 0.616
#> T48_CT_H12 2 0.1952 0.6236 0.000 0.912 0.000 0.084 0.004
#> T72_CT_A01 4 0.4304 0.5845 0.000 0.484 0.000 0.516 0.000
#> T72_CT_A05 4 0.3884 0.8081 0.004 0.288 0.000 0.708 0.000
#> T72_CT_A08 5 0.4153 0.4940 0.052 0.064 0.000 0.064 0.820
#> T72_CT_A09 4 0.3883 0.7431 0.036 0.184 0.000 0.780 0.000
#> T72_CT_A11 4 0.4084 0.8057 0.004 0.328 0.000 0.668 0.000
#> T72_CT_B01 4 0.4151 0.7940 0.004 0.344 0.000 0.652 0.000
#> T72_CT_B02 1 0.5059 0.8687 0.548 0.000 0.000 0.036 0.416
#> T72_CT_B03 4 0.6090 0.1747 0.056 0.036 0.000 0.544 0.364
#> T72_CT_B04 1 0.4626 0.9223 0.616 0.000 0.000 0.020 0.364
#> T72_CT_B05 4 0.4830 0.6899 0.080 0.148 0.000 0.752 0.020
#> T72_CT_B06 1 0.5036 0.8739 0.560 0.000 0.000 0.036 0.404
#> T72_CT_B08 4 0.6740 0.4431 0.136 0.124 0.108 0.628 0.004
#> T72_CT_B09 1 0.4227 0.9521 0.580 0.000 0.000 0.000 0.420
#> T72_CT_B11 5 0.5959 0.1690 0.056 0.028 0.000 0.368 0.548
#> T72_CT_B12 4 0.4183 0.8080 0.008 0.324 0.000 0.668 0.000
#> T72_CT_C04 4 0.4196 0.7829 0.004 0.356 0.000 0.640 0.000
#> T72_CT_C06 4 0.6175 0.1449 0.056 0.040 0.000 0.532 0.372
#> T72_CT_C07 4 0.4047 0.8080 0.004 0.320 0.000 0.676 0.000
#> T72_CT_C09 4 0.6421 0.1037 0.056 0.056 0.000 0.512 0.376
#> T72_CT_C11 3 0.1522 0.8578 0.044 0.000 0.944 0.012 0.000
#> T72_CT_D01 4 0.3949 0.8097 0.004 0.300 0.000 0.696 0.000
#> T72_CT_D03 1 0.6253 0.5611 0.532 0.000 0.000 0.280 0.188
#> T72_CT_D04 4 0.3928 0.8093 0.004 0.296 0.000 0.700 0.000
#> T72_CT_D05 5 0.5602 0.1063 0.060 0.016 0.000 0.316 0.608
#> T72_CT_D07 4 0.5781 0.1288 0.068 0.008 0.000 0.508 0.416
#> T72_CT_D10 4 0.4958 0.6909 0.080 0.152 0.000 0.744 0.024
#> T72_CT_D11 1 0.4709 0.9215 0.612 0.000 0.000 0.024 0.364
#> T72_CT_E04 5 0.5647 0.6342 0.044 0.168 0.000 0.092 0.696
#> T72_CT_E05 4 0.4084 0.8062 0.004 0.328 0.000 0.668 0.000
#> T72_CT_E07 4 0.5462 0.7703 0.008 0.316 0.000 0.612 0.064
#> T72_CT_F01 4 0.4084 0.8057 0.004 0.328 0.000 0.668 0.000
#> T72_CT_F05 2 0.4341 -0.2927 0.004 0.592 0.000 0.404 0.000
#> T72_CT_F07 5 0.5307 0.5054 0.052 0.096 0.000 0.116 0.736
#> T72_CT_F10 4 0.4264 0.7664 0.004 0.376 0.000 0.620 0.000
#> T72_CT_F11 4 0.3969 0.8087 0.004 0.304 0.000 0.692 0.000
#> T72_CT_G03 1 0.4651 0.9265 0.608 0.000 0.000 0.020 0.372
#> T72_CT_G04 1 0.4473 0.9416 0.580 0.000 0.000 0.008 0.412
#> T72_CT_G06 2 0.3667 0.5393 0.020 0.812 0.000 0.012 0.156
#> T72_CT_G08 4 0.5556 0.6218 0.004 0.152 0.000 0.660 0.184
#> T72_CT_G10 4 0.4201 0.7209 0.000 0.408 0.000 0.592 0.000
#> T72_CT_G11 5 0.4133 0.6780 0.012 0.232 0.000 0.012 0.744
#> T72_CT_H01 4 0.4074 0.7759 0.000 0.364 0.000 0.636 0.000
#> T72_CT_H03 4 0.4101 0.8038 0.004 0.332 0.000 0.664 0.000
#> T72_CT_H05 3 0.2450 0.8585 0.076 0.000 0.896 0.028 0.000
#> T72_CT_H08 3 0.1281 0.8581 0.032 0.000 0.956 0.012 0.000
#> T72_CT_H09 3 0.1364 0.8595 0.036 0.000 0.952 0.012 0.000
#> T72_CT_H10 5 0.7162 0.4779 0.036 0.248 0.000 0.228 0.488
#> T72_CT_H11 5 0.6241 0.4147 0.056 0.088 0.000 0.228 0.628
#> T72_CT_H12 4 0.4118 0.8019 0.004 0.336 0.000 0.660 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.4491 0.2331 0.000 0.000 0.748 0.040 0.064 0.148
#> T0_CT_A03 3 0.4049 -0.7026 0.000 0.000 0.580 0.004 0.004 0.412
#> T0_CT_A05 3 0.3852 -0.1250 0.000 0.000 0.732 0.016 0.012 0.240
#> T0_CT_A06 5 0.6690 0.4613 0.000 0.292 0.092 0.036 0.524 0.056
#> T0_CT_A07 3 0.0551 0.3225 0.000 0.000 0.984 0.008 0.004 0.004
#> T0_CT_A08 1 0.0363 0.9237 0.988 0.000 0.000 0.000 0.012 0.000
#> T0_CT_A10 3 0.6338 0.1711 0.000 0.016 0.564 0.040 0.140 0.240
#> T0_CT_A11 2 0.4297 -0.3309 0.000 0.532 0.000 0.004 0.452 0.012
#> T0_CT_B01 5 0.4687 0.5112 0.000 0.424 0.000 0.004 0.536 0.036
#> T0_CT_B03 3 0.4088 -0.7710 0.000 0.000 0.556 0.004 0.004 0.436
#> T0_CT_B05 5 0.4264 0.6329 0.000 0.284 0.000 0.004 0.676 0.036
#> T0_CT_B07 5 0.4555 0.5891 0.000 0.328 0.000 0.008 0.628 0.036
#> T0_CT_B08 3 0.3976 -0.6386 0.000 0.000 0.612 0.004 0.004 0.380
#> T0_CT_B09 3 0.0291 0.3222 0.000 0.000 0.992 0.000 0.004 0.004
#> T0_CT_C02 3 0.3975 -0.8162 0.000 0.000 0.544 0.004 0.000 0.452
#> T0_CT_C03 5 0.4160 0.5342 0.284 0.024 0.000 0.000 0.684 0.008
#> T0_CT_C05 2 0.1442 0.7801 0.000 0.944 0.000 0.004 0.040 0.012
#> T0_CT_C06 5 0.4607 0.5549 0.000 0.380 0.000 0.004 0.580 0.036
#> T0_CT_C07 5 0.4701 0.5626 0.000 0.344 0.000 0.012 0.608 0.036
#> T0_CT_C08 3 0.3854 -0.8809 0.000 0.000 0.536 0.000 0.000 0.464
#> T0_CT_C09 2 0.4245 -0.0911 0.000 0.604 0.000 0.004 0.376 0.016
#> T0_CT_C11 2 0.1313 0.7918 0.000 0.952 0.000 0.016 0.028 0.004
#> T0_CT_C12 3 0.0291 0.3222 0.000 0.000 0.992 0.000 0.004 0.004
#> T0_CT_D01 2 0.6373 -0.0697 0.000 0.508 0.012 0.332 0.096 0.052
#> T0_CT_D02 5 0.4509 0.5987 0.000 0.316 0.000 0.008 0.640 0.036
#> T0_CT_D03 3 0.0622 0.3214 0.000 0.000 0.980 0.008 0.000 0.012
#> T0_CT_D05 5 0.4513 0.5328 0.000 0.396 0.000 0.004 0.572 0.028
#> T0_CT_D06 3 0.5219 0.1204 0.000 0.000 0.652 0.036 0.076 0.236
#> T0_CT_D07 5 0.5032 0.5645 0.000 0.324 0.000 0.020 0.604 0.052
#> T0_CT_D08 3 0.4153 -0.3854 0.000 0.000 0.640 0.008 0.012 0.340
#> T0_CT_D09 2 0.4422 0.5440 0.000 0.736 0.000 0.176 0.068 0.020
#> T0_CT_D11 2 0.1624 0.7760 0.000 0.936 0.000 0.008 0.044 0.012
#> T0_CT_D12 3 0.3862 -0.9025 0.000 0.000 0.524 0.000 0.000 0.476
#> T0_CT_E01 3 0.4405 0.1340 0.000 0.000 0.724 0.028 0.040 0.208
#> T0_CT_E03 5 0.6676 0.5073 0.000 0.156 0.136 0.040 0.592 0.076
#> T0_CT_E04 2 0.1624 0.7775 0.000 0.936 0.000 0.008 0.044 0.012
#> T0_CT_E05 5 0.4100 0.5935 0.008 0.388 0.000 0.000 0.600 0.004
#> T0_CT_E06 3 0.7191 0.1500 0.000 0.108 0.488 0.040 0.276 0.088
#> T0_CT_E07 3 0.5690 0.2114 0.000 0.004 0.632 0.040 0.120 0.204
#> T0_CT_E08 3 0.3866 -0.9016 0.000 0.000 0.516 0.000 0.000 0.484
#> T0_CT_E09 3 0.7655 0.1483 0.000 0.144 0.468 0.040 0.168 0.180
#> T0_CT_E10 2 0.4181 -0.1088 0.000 0.600 0.000 0.004 0.384 0.012
#> T0_CT_E11 3 0.4676 -0.7254 0.000 0.000 0.528 0.008 0.028 0.436
#> T0_CT_E12 5 0.4869 0.5784 0.000 0.316 0.000 0.016 0.620 0.048
#> T0_CT_F01 3 0.4405 0.1340 0.000 0.000 0.724 0.028 0.040 0.208
#> T0_CT_F02 3 0.4508 -0.7571 0.000 0.000 0.536 0.004 0.024 0.436
#> T0_CT_F03 3 0.1010 0.2970 0.000 0.000 0.960 0.004 0.000 0.036
#> T0_CT_F04 3 0.3986 -0.8878 0.000 0.000 0.532 0.004 0.000 0.464
#> T0_CT_F05 2 0.2691 0.7256 0.000 0.872 0.000 0.008 0.088 0.032
#> T0_CT_F06 3 0.0806 0.3229 0.000 0.000 0.972 0.008 0.000 0.020
#> T0_CT_F07 5 0.4691 0.5856 0.000 0.332 0.000 0.008 0.616 0.044
#> T0_CT_F09 2 0.1442 0.7801 0.000 0.944 0.000 0.004 0.040 0.012
#> T0_CT_F11 5 0.4951 0.5479 0.000 0.340 0.000 0.016 0.596 0.048
#> T0_CT_F12 3 0.0551 0.3240 0.000 0.000 0.984 0.004 0.008 0.004
#> T0_CT_G01 3 0.0551 0.3225 0.000 0.000 0.984 0.008 0.004 0.004
#> T0_CT_G02 5 0.4492 0.5831 0.000 0.340 0.000 0.004 0.620 0.036
#> T0_CT_G03 3 0.6941 0.1591 0.000 0.100 0.520 0.036 0.264 0.080
#> T0_CT_G04 3 0.4905 0.1713 0.000 0.000 0.696 0.040 0.064 0.200
#> T0_CT_G07 3 0.4111 -0.8272 0.000 0.000 0.536 0.004 0.004 0.456
#> T0_CT_G08 3 0.3150 0.2671 0.000 0.000 0.844 0.016 0.036 0.104
#> T0_CT_G09 5 0.6510 0.5704 0.076 0.100 0.000 0.036 0.600 0.188
#> T0_CT_G11 5 0.4518 0.5857 0.000 0.348 0.000 0.004 0.612 0.036
#> T0_CT_H01 5 0.4649 0.5242 0.000 0.400 0.000 0.004 0.560 0.036
#> T0_CT_H02 2 0.2108 0.7646 0.000 0.912 0.000 0.016 0.056 0.016
#> T0_CT_H04 5 0.4925 0.5496 0.000 0.332 0.000 0.016 0.604 0.048
#> T0_CT_H05 5 0.4562 0.5413 0.000 0.388 0.000 0.004 0.576 0.032
#> T0_CT_H08 5 0.4890 0.5272 0.000 0.368 0.000 0.012 0.576 0.044
#> T0_CT_H09 5 0.4712 0.4439 0.000 0.448 0.000 0.004 0.512 0.036
#> T0_CT_H12 5 0.4625 0.5642 0.000 0.388 0.000 0.004 0.572 0.036
#> T24_CT_A01 5 0.4453 0.6322 0.012 0.336 0.000 0.004 0.632 0.016
#> T24_CT_A03 2 0.4220 -0.3339 0.000 0.520 0.000 0.468 0.004 0.008
#> T24_CT_A04 2 0.0858 0.7972 0.000 0.968 0.000 0.028 0.004 0.000
#> T24_CT_A05 3 0.4680 -0.7391 0.000 0.000 0.524 0.008 0.028 0.440
#> T24_CT_A07 2 0.0146 0.8009 0.000 0.996 0.000 0.004 0.000 0.000
#> T24_CT_A08 1 0.1719 0.8926 0.924 0.000 0.000 0.000 0.060 0.016
#> T24_CT_A09 5 0.4965 0.6512 0.176 0.156 0.000 0.000 0.664 0.004
#> T24_CT_A10 5 0.4282 0.6893 0.072 0.200 0.000 0.000 0.724 0.004
#> T24_CT_B01 5 0.4582 0.6864 0.060 0.256 0.000 0.000 0.676 0.008
#> T24_CT_B02 5 0.4868 0.6519 0.172 0.148 0.000 0.000 0.676 0.004
#> T24_CT_B03 4 0.4486 0.8028 0.000 0.220 0.000 0.712 0.028 0.040
#> T24_CT_B05 2 0.2772 0.6118 0.000 0.816 0.000 0.180 0.004 0.000
#> T24_CT_B06 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T24_CT_B08 2 0.1858 0.7172 0.000 0.904 0.000 0.000 0.092 0.004
#> T24_CT_B09 1 0.1471 0.8957 0.932 0.000 0.000 0.000 0.064 0.004
#> T24_CT_B11 3 0.0779 0.3190 0.000 0.000 0.976 0.008 0.008 0.008
#> T24_CT_C01 1 0.3360 0.5845 0.732 0.000 0.000 0.000 0.264 0.004
#> T24_CT_C02 2 0.2778 0.5686 0.000 0.824 0.000 0.000 0.168 0.008
#> T24_CT_C03 5 0.4796 0.6836 0.084 0.260 0.000 0.000 0.652 0.004
#> T24_CT_C05 2 0.0146 0.8004 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_C07 2 0.3721 0.2944 0.000 0.684 0.000 0.308 0.004 0.004
#> T24_CT_C08 2 0.0363 0.8008 0.000 0.988 0.000 0.012 0.000 0.000
#> T24_CT_C09 2 0.1918 0.7198 0.000 0.904 0.000 0.000 0.088 0.008
#> T24_CT_C10 5 0.4044 0.5020 0.312 0.012 0.000 0.000 0.668 0.008
#> T24_CT_C11 2 0.3765 -0.1415 0.000 0.596 0.000 0.000 0.404 0.000
#> T24_CT_C12 2 0.4120 -0.3270 0.000 0.524 0.000 0.468 0.004 0.004
#> T24_CT_D01 2 0.0146 0.8004 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_D02 2 0.3979 -0.2693 0.000 0.540 0.000 0.456 0.000 0.004
#> T24_CT_D03 2 0.0291 0.8003 0.000 0.992 0.000 0.000 0.004 0.004
#> T24_CT_D04 5 0.4676 0.4837 0.308 0.008 0.000 0.004 0.640 0.040
#> T24_CT_D05 5 0.4138 0.6522 0.020 0.320 0.000 0.000 0.656 0.004
#> T24_CT_D06 5 0.4933 0.6658 0.080 0.300 0.000 0.000 0.616 0.004
#> T24_CT_D07 5 0.3976 0.6036 0.004 0.380 0.000 0.000 0.612 0.004
#> T24_CT_D08 2 0.0405 0.7975 0.000 0.988 0.000 0.000 0.008 0.004
#> T24_CT_D09 2 0.3154 0.6067 0.000 0.800 0.000 0.184 0.012 0.004
#> T24_CT_D10 2 0.0436 0.8012 0.000 0.988 0.000 0.004 0.004 0.004
#> T24_CT_D11 2 0.0865 0.7914 0.000 0.964 0.000 0.036 0.000 0.000
#> T24_CT_E01 5 0.6509 0.4737 0.144 0.040 0.000 0.032 0.572 0.212
#> T24_CT_E02 5 0.4058 0.4974 0.320 0.016 0.000 0.000 0.660 0.004
#> T24_CT_E04 2 0.0146 0.8001 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_E05 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T24_CT_E07 5 0.6546 0.3822 0.000 0.124 0.000 0.292 0.500 0.084
#> T24_CT_E09 5 0.4683 0.5646 0.276 0.068 0.000 0.000 0.652 0.004
#> T24_CT_E11 5 0.4270 0.4931 0.308 0.008 0.000 0.000 0.660 0.024
#> T24_CT_E12 2 0.1444 0.7677 0.000 0.928 0.000 0.072 0.000 0.000
#> T24_CT_F01 2 0.2053 0.7205 0.000 0.888 0.000 0.108 0.004 0.000
#> T24_CT_F02 2 0.1594 0.7809 0.000 0.932 0.000 0.052 0.016 0.000
#> T24_CT_F03 5 0.6113 0.5788 0.140 0.084 0.000 0.008 0.624 0.144
#> T24_CT_F04 5 0.4138 0.6174 0.008 0.364 0.000 0.000 0.620 0.008
#> T24_CT_F05 5 0.4312 0.6734 0.092 0.148 0.000 0.000 0.748 0.012
#> T24_CT_F07 5 0.4235 0.6752 0.024 0.280 0.000 0.000 0.684 0.012
#> T24_CT_F08 5 0.4990 0.6471 0.184 0.152 0.000 0.000 0.660 0.004
#> T24_CT_F09 2 0.1908 0.7337 0.000 0.900 0.000 0.096 0.000 0.004
#> T24_CT_F10 4 0.6750 0.3498 0.000 0.352 0.000 0.388 0.212 0.048
#> T24_CT_F11 5 0.5134 0.6666 0.008 0.224 0.000 0.004 0.652 0.112
#> T24_CT_F12 3 0.5987 0.1221 0.000 0.028 0.620 0.064 0.056 0.232
#> T24_CT_G01 2 0.1245 0.7922 0.000 0.952 0.000 0.032 0.016 0.000
#> T24_CT_G02 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T24_CT_G03 5 0.4426 0.4076 0.388 0.024 0.000 0.000 0.584 0.004
#> T24_CT_G04 2 0.1268 0.7940 0.000 0.952 0.000 0.036 0.008 0.004
#> T24_CT_G05 2 0.0458 0.7947 0.000 0.984 0.000 0.000 0.016 0.000
#> T24_CT_G06 5 0.4199 0.3955 0.380 0.000 0.000 0.000 0.600 0.020
#> T24_CT_G08 5 0.4886 0.5991 0.244 0.100 0.000 0.000 0.652 0.004
#> T24_CT_G10 2 0.3198 0.4669 0.000 0.740 0.000 0.260 0.000 0.000
#> T24_CT_G11 1 0.3619 0.4506 0.680 0.000 0.000 0.000 0.316 0.004
#> T24_CT_G12 5 0.5451 0.6336 0.192 0.124 0.000 0.004 0.652 0.028
#> T24_CT_H01 3 0.0951 0.3116 0.000 0.000 0.968 0.004 0.008 0.020
#> T24_CT_H02 5 0.4945 0.6745 0.128 0.208 0.000 0.000 0.660 0.004
#> T24_CT_H03 2 0.0363 0.7973 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_H05 5 0.4126 0.6192 0.008 0.360 0.000 0.000 0.624 0.008
#> T24_CT_H07 5 0.4958 0.6724 0.124 0.164 0.000 0.000 0.692 0.020
#> T24_CT_H09 5 0.4154 0.4960 0.324 0.020 0.000 0.000 0.652 0.004
#> T24_CT_H12 5 0.5451 0.6336 0.192 0.124 0.000 0.004 0.652 0.028
#> T48_CT_A01 4 0.3995 0.4646 0.000 0.480 0.000 0.516 0.000 0.004
#> T48_CT_A02 2 0.2700 0.6362 0.000 0.836 0.000 0.156 0.004 0.004
#> T48_CT_A03 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_A04 2 0.0865 0.7909 0.000 0.964 0.000 0.036 0.000 0.000
#> T48_CT_A05 4 0.4712 0.7841 0.000 0.300 0.000 0.644 0.024 0.032
#> T48_CT_A06 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_A07 3 0.4390 -0.8708 0.000 0.000 0.508 0.004 0.016 0.472
#> T48_CT_A08 2 0.3789 0.1996 0.000 0.668 0.000 0.324 0.004 0.004
#> T48_CT_A09 5 0.6100 0.4022 0.204 0.000 0.000 0.040 0.564 0.192
#> T48_CT_A10 2 0.0458 0.7998 0.000 0.984 0.000 0.016 0.000 0.000
#> T48_CT_A11 2 0.2558 0.6545 0.000 0.840 0.000 0.156 0.004 0.000
#> T48_CT_A12 5 0.5825 0.6203 0.112 0.112 0.000 0.008 0.660 0.108
#> T48_CT_B01 2 0.0260 0.7990 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_B02 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_B04 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_B06 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B08 5 0.5997 0.2578 0.348 0.000 0.000 0.012 0.472 0.168
#> T48_CT_B10 2 0.0363 0.8010 0.000 0.988 0.000 0.012 0.000 0.000
#> T48_CT_B11 2 0.0363 0.8005 0.000 0.988 0.000 0.012 0.000 0.000
#> T48_CT_B12 5 0.6181 0.6164 0.008 0.212 0.000 0.032 0.568 0.180
#> T48_CT_C01 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C02 1 0.0632 0.9205 0.976 0.000 0.000 0.000 0.024 0.000
#> T48_CT_C03 2 0.1327 0.7721 0.000 0.936 0.000 0.064 0.000 0.000
#> T48_CT_C04 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_C05 2 0.5245 -0.0103 0.000 0.568 0.000 0.352 0.056 0.024
#> T48_CT_C06 4 0.4908 0.7673 0.000 0.288 0.000 0.640 0.024 0.048
#> T48_CT_C07 5 0.5397 0.6342 0.008 0.304 0.000 0.004 0.584 0.100
#> T48_CT_C09 4 0.4012 0.8192 0.000 0.240 0.000 0.724 0.024 0.012
#> T48_CT_C10 1 0.3520 0.8024 0.804 0.000 0.000 0.000 0.096 0.100
#> T48_CT_C11 2 0.1007 0.7852 0.000 0.956 0.000 0.044 0.000 0.000
#> T48_CT_D01 2 0.0632 0.7890 0.000 0.976 0.000 0.000 0.024 0.000
#> T48_CT_D02 5 0.4074 0.6357 0.008 0.344 0.000 0.000 0.640 0.008
#> T48_CT_D03 5 0.4414 0.4579 0.336 0.004 0.000 0.000 0.628 0.032
#> T48_CT_D04 2 0.2615 0.6739 0.000 0.852 0.000 0.004 0.136 0.008
#> T48_CT_D06 2 0.3907 -0.1335 0.000 0.588 0.000 0.408 0.000 0.004
#> T48_CT_D07 2 0.0146 0.8011 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_D08 5 0.5557 0.5343 0.232 0.036 0.000 0.004 0.632 0.096
#> T48_CT_D09 2 0.0260 0.7990 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_D10 5 0.5162 0.6684 0.012 0.216 0.000 0.008 0.664 0.100
#> T48_CT_D11 2 0.3952 0.6050 0.000 0.772 0.000 0.164 0.048 0.016
#> T48_CT_D12 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_E01 4 0.6018 0.6522 0.000 0.116 0.000 0.616 0.100 0.168
#> T48_CT_E02 5 0.5658 0.6516 0.016 0.212 0.000 0.012 0.624 0.136
#> T48_CT_E03 4 0.4636 0.8066 0.000 0.224 0.000 0.700 0.028 0.048
#> T48_CT_E04 5 0.6514 0.6018 0.008 0.208 0.000 0.048 0.536 0.200
#> T48_CT_E05 2 0.0713 0.7960 0.000 0.972 0.000 0.028 0.000 0.000
#> T48_CT_E06 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_E07 1 0.0508 0.9235 0.984 0.000 0.000 0.000 0.012 0.004
#> T48_CT_E08 2 0.1285 0.7807 0.000 0.944 0.000 0.052 0.004 0.000
#> T48_CT_E10 5 0.4533 0.3892 0.376 0.000 0.000 0.004 0.588 0.032
#> T48_CT_E11 5 0.5691 0.4547 0.224 0.004 0.000 0.016 0.600 0.156
#> T48_CT_E12 6 0.3999 0.0000 0.000 0.000 0.496 0.004 0.000 0.500
#> T48_CT_F01 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F02 5 0.5662 0.6482 0.020 0.204 0.000 0.008 0.624 0.144
#> T48_CT_F03 5 0.4074 0.6509 0.016 0.324 0.000 0.000 0.656 0.004
#> T48_CT_F05 2 0.4138 -0.0498 0.000 0.616 0.000 0.004 0.368 0.012
#> T48_CT_F07 5 0.6190 0.5495 0.160 0.064 0.000 0.012 0.612 0.152
#> T48_CT_F09 2 0.0458 0.7993 0.000 0.984 0.000 0.016 0.000 0.000
#> T48_CT_F10 5 0.3945 0.6042 0.008 0.380 0.000 0.000 0.612 0.000
#> T48_CT_F11 1 0.0891 0.9193 0.968 0.000 0.000 0.000 0.024 0.008
#> T48_CT_G01 5 0.4774 0.6634 0.148 0.160 0.000 0.000 0.688 0.004
#> T48_CT_G02 2 0.3972 0.2148 0.000 0.664 0.000 0.320 0.012 0.004
#> T48_CT_G03 2 0.1444 0.7684 0.000 0.928 0.000 0.072 0.000 0.000
#> T48_CT_G07 2 0.0146 0.8004 0.000 0.996 0.000 0.000 0.004 0.000
#> T48_CT_G08 4 0.4379 0.8054 0.000 0.292 0.000 0.668 0.016 0.024
#> T48_CT_G09 4 0.3973 0.7679 0.000 0.140 0.000 0.784 0.028 0.048
#> T48_CT_G10 3 0.4263 -0.8985 0.000 0.000 0.504 0.000 0.016 0.480
#> T48_CT_G11 5 0.4073 0.6952 0.028 0.224 0.000 0.000 0.732 0.016
#> T48_CT_G12 2 0.0363 0.8009 0.000 0.988 0.000 0.012 0.000 0.000
#> T48_CT_H01 2 0.0547 0.7914 0.000 0.980 0.000 0.000 0.020 0.000
#> T48_CT_H02 4 0.6336 0.6791 0.000 0.180 0.000 0.572 0.088 0.160
#> T48_CT_H04 1 0.1141 0.9024 0.948 0.000 0.000 0.000 0.052 0.000
#> T48_CT_H05 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.8007 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H07 5 0.4755 0.5666 0.008 0.384 0.000 0.008 0.576 0.024
#> T48_CT_H08 4 0.3724 0.8199 0.000 0.268 0.000 0.716 0.004 0.012
#> T48_CT_H11 5 0.5852 0.6481 0.016 0.248 0.000 0.012 0.588 0.136
#> T48_CT_H12 2 0.1814 0.7385 0.000 0.900 0.000 0.100 0.000 0.000
#> T72_CT_A01 4 0.3995 0.4947 0.000 0.480 0.000 0.516 0.000 0.004
#> T72_CT_A05 4 0.3340 0.8074 0.000 0.196 0.000 0.784 0.004 0.016
#> T72_CT_A08 5 0.6540 0.4358 0.148 0.032 0.000 0.032 0.552 0.236
#> T72_CT_A09 4 0.4406 0.6206 0.000 0.076 0.000 0.752 0.028 0.144
#> T72_CT_A11 4 0.3448 0.8149 0.000 0.280 0.000 0.716 0.004 0.000
#> T72_CT_B01 4 0.3288 0.8168 0.000 0.276 0.000 0.724 0.000 0.000
#> T72_CT_B02 1 0.3611 0.8027 0.796 0.000 0.000 0.000 0.096 0.108
#> T72_CT_B03 5 0.6740 0.1310 0.024 0.008 0.000 0.308 0.400 0.260
#> T72_CT_B04 1 0.1421 0.8863 0.944 0.000 0.000 0.000 0.028 0.028
#> T72_CT_B05 4 0.5706 0.4947 0.008 0.056 0.000 0.628 0.072 0.236
#> T72_CT_B06 1 0.3063 0.8226 0.840 0.000 0.000 0.000 0.068 0.092
#> T72_CT_B08 4 0.6023 0.3419 0.000 0.052 0.332 0.548 0.036 0.032
#> T72_CT_B09 1 0.0458 0.9248 0.984 0.000 0.000 0.000 0.016 0.000
#> T72_CT_B11 5 0.7155 0.2568 0.100 0.004 0.000 0.192 0.440 0.264
#> T72_CT_B12 4 0.3833 0.8219 0.000 0.272 0.000 0.708 0.004 0.016
#> T72_CT_C04 4 0.3508 0.8055 0.000 0.292 0.000 0.704 0.000 0.004
#> T72_CT_C06 5 0.6891 0.1426 0.024 0.016 0.000 0.304 0.396 0.260
#> T72_CT_C07 4 0.3488 0.8240 0.000 0.244 0.000 0.744 0.004 0.008
#> T72_CT_C09 5 0.6948 0.1552 0.020 0.024 0.000 0.296 0.400 0.260
#> T72_CT_C11 3 0.4563 -0.8173 0.000 0.000 0.504 0.008 0.020 0.468
#> T72_CT_D01 4 0.3437 0.8228 0.000 0.236 0.000 0.752 0.004 0.008
#> T72_CT_D03 1 0.4455 0.6852 0.748 0.000 0.000 0.156 0.044 0.052
#> T72_CT_D04 4 0.3512 0.8251 0.000 0.248 0.000 0.740 0.008 0.004
#> T72_CT_D05 5 0.7260 0.1871 0.160 0.000 0.000 0.156 0.416 0.268
#> T72_CT_D07 5 0.7118 0.1364 0.064 0.004 0.000 0.292 0.380 0.260
#> T72_CT_D10 4 0.5715 0.5050 0.008 0.060 0.000 0.632 0.072 0.228
#> T72_CT_D11 1 0.1572 0.8839 0.936 0.000 0.000 0.000 0.028 0.036
#> T72_CT_E04 5 0.6636 0.5172 0.068 0.080 0.000 0.048 0.572 0.232
#> T72_CT_E05 4 0.3398 0.8246 0.000 0.252 0.000 0.740 0.008 0.000
#> T72_CT_E07 4 0.4811 0.7826 0.000 0.272 0.000 0.652 0.064 0.012
#> T72_CT_F01 4 0.3383 0.8205 0.000 0.268 0.000 0.728 0.004 0.000
#> T72_CT_F05 2 0.3915 -0.1453 0.000 0.584 0.000 0.412 0.000 0.004
#> T72_CT_F07 5 0.6829 0.4331 0.144 0.040 0.000 0.044 0.532 0.240
#> T72_CT_F10 4 0.3619 0.7872 0.000 0.316 0.000 0.680 0.004 0.000
#> T72_CT_F11 4 0.3596 0.8170 0.000 0.216 0.000 0.760 0.008 0.016
#> T72_CT_G03 1 0.1003 0.8967 0.964 0.000 0.000 0.000 0.020 0.016
#> T72_CT_G04 1 0.1334 0.9106 0.948 0.000 0.000 0.000 0.032 0.020
#> T72_CT_G06 2 0.3846 0.5849 0.000 0.776 0.000 0.024 0.172 0.028
#> T72_CT_G08 4 0.4932 0.6750 0.000 0.100 0.000 0.712 0.148 0.040
#> T72_CT_G10 4 0.3905 0.7389 0.000 0.356 0.000 0.636 0.004 0.004
#> T72_CT_G11 5 0.6324 0.6181 0.092 0.140 0.000 0.008 0.600 0.160
#> T72_CT_H01 4 0.3528 0.8028 0.000 0.296 0.000 0.700 0.000 0.004
#> T72_CT_H03 4 0.3586 0.8165 0.000 0.280 0.000 0.712 0.004 0.004
#> T72_CT_H05 3 0.4617 -0.7067 0.000 0.000 0.540 0.012 0.020 0.428
#> T72_CT_H08 3 0.4468 -0.8661 0.000 0.000 0.492 0.004 0.020 0.484
#> T72_CT_H09 3 0.4465 -0.8154 0.000 0.000 0.504 0.004 0.020 0.472
#> T72_CT_H10 5 0.7094 0.5269 0.016 0.144 0.000 0.124 0.512 0.204
#> T72_CT_H11 5 0.7154 0.3811 0.108 0.036 0.000 0.096 0.500 0.260
#> T72_CT_H12 4 0.3468 0.8130 0.000 0.284 0.000 0.712 0.004 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> CV:kmeans 271 1.50e-13 1.66e-14 1.52e-20 2
#> CV:kmeans 248 2.04e-14 1.06e-16 4.25e-40 3
#> CV:kmeans 214 1.11e-20 9.00e-15 1.49e-26 4
#> CV:kmeans 192 3.50e-28 2.41e-18 1.26e-39 5
#> CV:kmeans 182 4.15e-16 2.70e-05 2.07e-19 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["CV", "skmeans"]
# you can also extract it by
# res = res_list["CV:skmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'CV' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.489 0.779 0.896 0.4758 0.501 0.501
#> 3 3 0.863 0.882 0.951 0.3534 0.703 0.486
#> 4 4 0.637 0.671 0.842 0.1544 0.811 0.527
#> 5 5 0.621 0.587 0.764 0.0709 0.885 0.597
#> 6 6 0.631 0.537 0.694 0.0396 0.957 0.796
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.84246 0.000 1.000
#> T0_CT_A03 2 0.0000 0.84246 0.000 1.000
#> T0_CT_A05 2 0.0000 0.84246 0.000 1.000
#> T0_CT_A06 2 0.0000 0.84246 0.000 1.000
#> T0_CT_A07 2 0.0000 0.84246 0.000 1.000
#> T0_CT_A08 1 0.0000 0.90545 1.000 0.000
#> T0_CT_A10 2 0.0000 0.84246 0.000 1.000
#> T0_CT_A11 1 0.0672 0.90110 0.992 0.008
#> T0_CT_B01 1 0.0938 0.89872 0.988 0.012
#> T0_CT_B03 2 0.0000 0.84246 0.000 1.000
#> T0_CT_B05 1 0.2236 0.88163 0.964 0.036
#> T0_CT_B07 1 0.8267 0.62518 0.740 0.260
#> T0_CT_B08 2 0.0000 0.84246 0.000 1.000
#> T0_CT_B09 2 0.0000 0.84246 0.000 1.000
#> T0_CT_C02 2 0.0000 0.84246 0.000 1.000
#> T0_CT_C03 1 0.0000 0.90545 1.000 0.000
#> T0_CT_C05 2 0.6247 0.82304 0.156 0.844
#> T0_CT_C06 1 0.0000 0.90545 1.000 0.000
#> T0_CT_C07 1 0.7453 0.68655 0.788 0.212
#> T0_CT_C08 2 0.0000 0.84246 0.000 1.000
#> T0_CT_C09 1 0.4562 0.82960 0.904 0.096
#> T0_CT_C11 2 0.4815 0.83760 0.104 0.896
#> T0_CT_C12 2 0.0000 0.84246 0.000 1.000
#> T0_CT_D01 2 0.0000 0.84246 0.000 1.000
#> T0_CT_D02 1 0.6343 0.74112 0.840 0.160
#> T0_CT_D03 2 0.0000 0.84246 0.000 1.000
#> T0_CT_D05 1 0.3584 0.85429 0.932 0.068
#> T0_CT_D06 2 0.0000 0.84246 0.000 1.000
#> T0_CT_D07 2 0.0672 0.84065 0.008 0.992
#> T0_CT_D08 2 0.0000 0.84246 0.000 1.000
#> T0_CT_D09 2 0.0000 0.84246 0.000 1.000
#> T0_CT_D11 2 0.4431 0.83913 0.092 0.908
#> T0_CT_D12 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E01 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E03 2 0.0672 0.84021 0.008 0.992
#> T0_CT_E04 2 0.4298 0.83976 0.088 0.912
#> T0_CT_E05 1 0.0000 0.90545 1.000 0.000
#> T0_CT_E06 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E07 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E08 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E09 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E10 1 0.0938 0.89872 0.988 0.012
#> T0_CT_E11 2 0.0000 0.84246 0.000 1.000
#> T0_CT_E12 1 0.9996 0.11626 0.512 0.488
#> T0_CT_F01 2 0.0000 0.84246 0.000 1.000
#> T0_CT_F02 2 0.0000 0.84246 0.000 1.000
#> T0_CT_F03 2 0.0000 0.84246 0.000 1.000
#> T0_CT_F04 2 0.0000 0.84246 0.000 1.000
#> T0_CT_F05 2 0.0938 0.84314 0.012 0.988
#> T0_CT_F06 2 0.0000 0.84246 0.000 1.000
#> T0_CT_F07 2 0.9983 0.13173 0.476 0.524
#> T0_CT_F09 2 0.4298 0.83837 0.088 0.912
#> T0_CT_F11 1 0.9881 0.28196 0.564 0.436
#> T0_CT_F12 2 0.0000 0.84246 0.000 1.000
#> T0_CT_G01 2 0.0000 0.84246 0.000 1.000
#> T0_CT_G02 1 0.0376 0.90287 0.996 0.004
#> T0_CT_G03 2 0.0000 0.84246 0.000 1.000
#> T0_CT_G04 2 0.0000 0.84246 0.000 1.000
#> T0_CT_G07 2 0.0000 0.84246 0.000 1.000
#> T0_CT_G08 2 0.0000 0.84246 0.000 1.000
#> T0_CT_G09 1 0.1184 0.89422 0.984 0.016
#> T0_CT_G11 1 0.0000 0.90545 1.000 0.000
#> T0_CT_H01 1 0.0938 0.89895 0.988 0.012
#> T0_CT_H02 2 0.5178 0.83363 0.116 0.884
#> T0_CT_H04 2 0.1633 0.83566 0.024 0.976
#> T0_CT_H05 1 0.0938 0.89872 0.988 0.012
#> T0_CT_H08 2 0.9815 0.26913 0.420 0.580
#> T0_CT_H09 1 0.2043 0.88591 0.968 0.032
#> T0_CT_H12 1 0.0000 0.90545 1.000 0.000
#> T24_CT_A01 1 0.0000 0.90545 1.000 0.000
#> T24_CT_A03 2 0.6801 0.80998 0.180 0.820
#> T24_CT_A04 2 0.8267 0.74639 0.260 0.740
#> T24_CT_A05 2 0.1184 0.83724 0.016 0.984
#> T24_CT_A07 2 0.9922 0.38065 0.448 0.552
#> T24_CT_A08 1 0.0000 0.90545 1.000 0.000
#> T24_CT_A09 1 0.0000 0.90545 1.000 0.000
#> T24_CT_A10 1 0.0000 0.90545 1.000 0.000
#> T24_CT_B01 1 0.0000 0.90545 1.000 0.000
#> T24_CT_B02 1 0.0000 0.90545 1.000 0.000
#> T24_CT_B03 2 0.7376 0.79373 0.208 0.792
#> T24_CT_B05 2 0.8861 0.68764 0.304 0.696
#> T24_CT_B06 1 0.9460 0.32688 0.636 0.364
#> T24_CT_B07 1 0.0000 0.90545 1.000 0.000
#> T24_CT_B08 1 0.6438 0.74392 0.836 0.164
#> T24_CT_B09 1 0.0000 0.90545 1.000 0.000
#> T24_CT_B11 2 0.0000 0.84246 0.000 1.000
#> T24_CT_C01 1 0.0000 0.90545 1.000 0.000
#> T24_CT_C02 1 0.0672 0.90110 0.992 0.008
#> T24_CT_C03 1 0.0000 0.90545 1.000 0.000
#> T24_CT_C05 1 0.9996 -0.16356 0.512 0.488
#> T24_CT_C07 2 0.7602 0.78494 0.220 0.780
#> T24_CT_C08 2 0.9209 0.63852 0.336 0.664
#> T24_CT_C09 1 0.1843 0.88778 0.972 0.028
#> T24_CT_C10 1 0.0000 0.90545 1.000 0.000
#> T24_CT_C11 1 0.0000 0.90545 1.000 0.000
#> T24_CT_C12 2 0.7056 0.80331 0.192 0.808
#> T24_CT_D01 1 0.9580 0.27617 0.620 0.380
#> T24_CT_D02 2 0.0938 0.84317 0.012 0.988
#> T24_CT_D03 1 0.9850 0.09887 0.572 0.428
#> T24_CT_D04 1 0.0000 0.90545 1.000 0.000
#> T24_CT_D05 1 0.0000 0.90545 1.000 0.000
#> T24_CT_D06 1 0.0000 0.90545 1.000 0.000
#> T24_CT_D07 1 0.0000 0.90545 1.000 0.000
#> T24_CT_D08 1 0.8955 0.47035 0.688 0.312
#> T24_CT_D09 2 0.6343 0.81994 0.160 0.840
#> T24_CT_D10 2 0.9087 0.65224 0.324 0.676
#> T24_CT_D11 2 0.9754 0.48809 0.408 0.592
#> T24_CT_E01 1 0.0000 0.90545 1.000 0.000
#> T24_CT_E02 1 0.0000 0.90545 1.000 0.000
#> T24_CT_E04 1 0.9922 0.00772 0.552 0.448
#> T24_CT_E05 1 0.0000 0.90545 1.000 0.000
#> T24_CT_E07 1 0.7883 0.63430 0.764 0.236
#> T24_CT_E09 1 0.0000 0.90545 1.000 0.000
#> T24_CT_E11 1 0.0000 0.90545 1.000 0.000
#> T24_CT_E12 2 0.9393 0.60165 0.356 0.644
#> T24_CT_F01 2 0.9795 0.46924 0.416 0.584
#> T24_CT_F02 2 0.6438 0.81958 0.164 0.836
#> T24_CT_F03 1 0.0000 0.90545 1.000 0.000
#> T24_CT_F04 1 0.0000 0.90545 1.000 0.000
#> T24_CT_F05 1 0.0000 0.90545 1.000 0.000
#> T24_CT_F07 1 0.0000 0.90545 1.000 0.000
#> T24_CT_F08 1 0.0000 0.90545 1.000 0.000
#> T24_CT_F09 2 0.7745 0.77875 0.228 0.772
#> T24_CT_F10 1 0.9795 0.14163 0.584 0.416
#> T24_CT_F11 1 0.0000 0.90545 1.000 0.000
#> T24_CT_F12 2 0.0000 0.84246 0.000 1.000
#> T24_CT_G01 2 0.8207 0.75086 0.256 0.744
#> T24_CT_G02 1 0.0000 0.90545 1.000 0.000
#> T24_CT_G03 1 0.0000 0.90545 1.000 0.000
#> T24_CT_G04 2 0.9170 0.64569 0.332 0.668
#> T24_CT_G05 1 0.6048 0.76502 0.852 0.148
#> T24_CT_G06 1 0.0000 0.90545 1.000 0.000
#> T24_CT_G08 1 0.0000 0.90545 1.000 0.000
#> T24_CT_G10 2 0.8016 0.76225 0.244 0.756
#> T24_CT_G11 1 0.0000 0.90545 1.000 0.000
#> T24_CT_G12 1 0.0000 0.90545 1.000 0.000
#> T24_CT_H01 2 0.0000 0.84246 0.000 1.000
#> T24_CT_H02 1 0.0000 0.90545 1.000 0.000
#> T24_CT_H03 1 0.3584 0.85385 0.932 0.068
#> T24_CT_H05 1 0.0000 0.90545 1.000 0.000
#> T24_CT_H07 1 0.0000 0.90545 1.000 0.000
#> T24_CT_H09 1 0.0000 0.90545 1.000 0.000
#> T24_CT_H12 1 0.0000 0.90545 1.000 0.000
#> T48_CT_A01 2 0.7219 0.79880 0.200 0.800
#> T48_CT_A02 2 0.9427 0.59614 0.360 0.640
#> T48_CT_A03 1 0.0000 0.90545 1.000 0.000
#> T48_CT_A04 2 0.9358 0.61072 0.352 0.648
#> T48_CT_A05 2 0.9922 0.38280 0.448 0.552
#> T48_CT_A06 1 0.0000 0.90545 1.000 0.000
#> T48_CT_A07 2 0.0000 0.84246 0.000 1.000
#> T48_CT_A08 2 0.8016 0.76210 0.244 0.756
#> T48_CT_A09 1 0.0000 0.90545 1.000 0.000
#> T48_CT_A10 1 0.8555 0.54143 0.720 0.280
#> T48_CT_A11 2 0.9608 0.54355 0.384 0.616
#> T48_CT_A12 1 0.0000 0.90545 1.000 0.000
#> T48_CT_B01 1 0.6531 0.73778 0.832 0.168
#> T48_CT_B02 1 0.9996 -0.16639 0.512 0.488
#> T48_CT_B03 1 0.0000 0.90545 1.000 0.000
#> T48_CT_B04 1 0.0000 0.90545 1.000 0.000
#> T48_CT_B06 1 0.9552 0.28866 0.624 0.376
#> T48_CT_B08 1 0.0000 0.90545 1.000 0.000
#> T48_CT_B10 1 0.9732 0.19733 0.596 0.404
#> T48_CT_B11 2 0.9944 0.35649 0.456 0.544
#> T48_CT_B12 1 0.0000 0.90545 1.000 0.000
#> T48_CT_C01 1 0.9866 0.08024 0.568 0.432
#> T48_CT_C02 1 0.0000 0.90545 1.000 0.000
#> T48_CT_C03 2 0.9983 0.29011 0.476 0.524
#> T48_CT_C04 1 0.0000 0.90545 1.000 0.000
#> T48_CT_C05 1 0.9909 0.01684 0.556 0.444
#> T48_CT_C06 2 0.8386 0.73621 0.268 0.732
#> T48_CT_C07 1 0.0000 0.90545 1.000 0.000
#> T48_CT_C09 2 0.0000 0.84246 0.000 1.000
#> T48_CT_C10 1 0.0000 0.90545 1.000 0.000
#> T48_CT_C11 2 0.9358 0.60988 0.352 0.648
#> T48_CT_D01 1 0.1633 0.89124 0.976 0.024
#> T48_CT_D02 1 0.0000 0.90545 1.000 0.000
#> T48_CT_D03 1 0.0000 0.90545 1.000 0.000
#> T48_CT_D04 1 0.0938 0.89878 0.988 0.012
#> T48_CT_D06 2 0.7219 0.79827 0.200 0.800
#> T48_CT_D07 1 0.7528 0.66481 0.784 0.216
#> T48_CT_D08 1 0.0000 0.90545 1.000 0.000
#> T48_CT_D09 1 0.2603 0.87537 0.956 0.044
#> T48_CT_D10 1 0.0000 0.90545 1.000 0.000
#> T48_CT_D11 2 0.3733 0.84169 0.072 0.928
#> T48_CT_D12 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E01 2 0.8713 0.71233 0.292 0.708
#> T48_CT_E02 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E03 2 0.4562 0.83860 0.096 0.904
#> T48_CT_E04 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E05 2 0.9944 0.35466 0.456 0.544
#> T48_CT_E06 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E07 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E08 2 0.7815 0.77512 0.232 0.768
#> T48_CT_E10 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E11 1 0.0000 0.90545 1.000 0.000
#> T48_CT_E12 2 0.0000 0.84246 0.000 1.000
#> T48_CT_F01 1 0.9000 0.45959 0.684 0.316
#> T48_CT_F02 1 0.0000 0.90545 1.000 0.000
#> T48_CT_F03 1 0.0000 0.90545 1.000 0.000
#> T48_CT_F05 1 0.0938 0.89885 0.988 0.012
#> T48_CT_F07 1 0.0000 0.90545 1.000 0.000
#> T48_CT_F09 1 0.9850 0.09265 0.572 0.428
#> T48_CT_F10 1 0.0000 0.90545 1.000 0.000
#> T48_CT_F11 1 0.0000 0.90545 1.000 0.000
#> T48_CT_G01 1 0.2043 0.88039 0.968 0.032
#> T48_CT_G02 2 0.6438 0.81807 0.164 0.836
#> T48_CT_G03 2 0.9248 0.63158 0.340 0.660
#> T48_CT_G07 1 0.6048 0.76513 0.852 0.148
#> T48_CT_G08 2 0.7674 0.78029 0.224 0.776
#> T48_CT_G09 2 0.7299 0.79766 0.204 0.796
#> T48_CT_G10 2 0.4022 0.80167 0.080 0.920
#> T48_CT_G11 1 0.0000 0.90545 1.000 0.000
#> T48_CT_G12 1 0.9608 0.26133 0.616 0.384
#> T48_CT_H01 1 0.2236 0.88166 0.964 0.036
#> T48_CT_H02 2 0.8267 0.75056 0.260 0.740
#> T48_CT_H04 1 0.0000 0.90545 1.000 0.000
#> T48_CT_H05 1 0.7674 0.65118 0.776 0.224
#> T48_CT_H06 1 0.9000 0.45923 0.684 0.316
#> T48_CT_H07 1 0.0672 0.90120 0.992 0.008
#> T48_CT_H08 2 0.6801 0.80996 0.180 0.820
#> T48_CT_H11 1 0.0000 0.90545 1.000 0.000
#> T48_CT_H12 2 0.9732 0.49819 0.404 0.596
#> T72_CT_A01 2 0.8555 0.72426 0.280 0.720
#> T72_CT_A05 2 0.6048 0.82366 0.148 0.852
#> T72_CT_A08 1 0.0000 0.90545 1.000 0.000
#> T72_CT_A09 2 0.4022 0.84081 0.080 0.920
#> T72_CT_A11 2 0.7139 0.80075 0.196 0.804
#> T72_CT_B01 2 0.7219 0.79827 0.200 0.800
#> T72_CT_B02 1 0.0000 0.90545 1.000 0.000
#> T72_CT_B03 1 0.7453 0.66932 0.788 0.212
#> T72_CT_B04 1 0.0000 0.90545 1.000 0.000
#> T72_CT_B05 2 0.7453 0.79417 0.212 0.788
#> T72_CT_B06 1 0.0000 0.90545 1.000 0.000
#> T72_CT_B08 2 0.0000 0.84246 0.000 1.000
#> T72_CT_B09 1 0.0000 0.90545 1.000 0.000
#> T72_CT_B11 1 0.0000 0.90545 1.000 0.000
#> T72_CT_B12 2 0.7219 0.79906 0.200 0.800
#> T72_CT_C04 2 0.7056 0.80348 0.192 0.808
#> T72_CT_C06 1 0.3584 0.85147 0.932 0.068
#> T72_CT_C07 2 0.3879 0.84130 0.076 0.924
#> T72_CT_C09 1 0.6048 0.76178 0.852 0.148
#> T72_CT_C11 2 0.0000 0.84246 0.000 1.000
#> T72_CT_D01 2 0.7219 0.79822 0.200 0.800
#> T72_CT_D03 1 0.5946 0.76751 0.856 0.144
#> T72_CT_D04 2 0.0000 0.84246 0.000 1.000
#> T72_CT_D05 1 0.0376 0.90308 0.996 0.004
#> T72_CT_D07 1 0.0000 0.90545 1.000 0.000
#> T72_CT_D10 2 0.7139 0.80536 0.196 0.804
#> T72_CT_D11 1 0.0000 0.90545 1.000 0.000
#> T72_CT_E04 1 0.0000 0.90545 1.000 0.000
#> T72_CT_E05 2 0.4431 0.83912 0.092 0.908
#> T72_CT_E07 1 0.9881 0.06260 0.564 0.436
#> T72_CT_F01 2 0.7376 0.79255 0.208 0.792
#> T72_CT_F05 2 0.7950 0.76640 0.240 0.760
#> T72_CT_F07 1 0.0000 0.90545 1.000 0.000
#> T72_CT_F10 2 0.7528 0.78689 0.216 0.784
#> T72_CT_F11 2 0.0000 0.84246 0.000 1.000
#> T72_CT_G03 1 0.0000 0.90545 1.000 0.000
#> T72_CT_G04 1 0.0000 0.90545 1.000 0.000
#> T72_CT_G06 2 0.7139 0.79194 0.196 0.804
#> T72_CT_G08 2 0.6623 0.81070 0.172 0.828
#> T72_CT_G10 2 0.7376 0.79260 0.208 0.792
#> T72_CT_G11 1 0.0000 0.90545 1.000 0.000
#> T72_CT_H01 2 0.2778 0.84302 0.048 0.952
#> T72_CT_H03 2 0.7219 0.79890 0.200 0.800
#> T72_CT_H05 2 0.0000 0.84246 0.000 1.000
#> T72_CT_H08 2 0.0000 0.84246 0.000 1.000
#> T72_CT_H09 2 0.0000 0.84246 0.000 1.000
#> T72_CT_H10 1 0.1414 0.89239 0.980 0.020
#> T72_CT_H11 1 0.0000 0.90545 1.000 0.000
#> T72_CT_H12 2 0.5629 0.82940 0.132 0.868
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9322 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_A11 1 0.4842 0.7349 0.776 0.224 0.000
#> T0_CT_B01 1 0.6309 0.0959 0.504 0.496 0.000
#> T0_CT_B03 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_B05 1 0.3042 0.8886 0.920 0.040 0.040
#> T0_CT_B07 1 0.8165 0.1803 0.512 0.072 0.416
#> T0_CT_B08 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9322 1.000 0.000 0.000
#> T0_CT_C05 2 0.0000 0.9539 0.000 1.000 0.000
#> T0_CT_C06 1 0.4555 0.7670 0.800 0.200 0.000
#> T0_CT_C07 3 0.7781 0.5831 0.220 0.116 0.664
#> T0_CT_C08 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_C09 1 0.6683 0.0790 0.496 0.496 0.008
#> T0_CT_C11 2 0.0000 0.9539 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_D01 3 0.4002 0.7927 0.000 0.160 0.840
#> T0_CT_D02 1 0.6057 0.4794 0.656 0.004 0.340
#> T0_CT_D03 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_D05 2 0.8628 0.2792 0.340 0.544 0.116
#> T0_CT_D06 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_D07 3 0.2165 0.8994 0.000 0.064 0.936
#> T0_CT_D08 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_D09 2 0.0237 0.9509 0.000 0.996 0.004
#> T0_CT_D11 2 0.0000 0.9539 0.000 1.000 0.000
#> T0_CT_D12 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E04 2 0.0000 0.9539 0.000 1.000 0.000
#> T0_CT_E05 1 0.3412 0.8439 0.876 0.124 0.000
#> T0_CT_E06 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E10 2 0.6309 -0.0801 0.496 0.504 0.000
#> T0_CT_E11 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F05 2 0.6291 0.0975 0.000 0.532 0.468
#> T0_CT_F06 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F07 3 0.9054 0.2531 0.360 0.144 0.496
#> T0_CT_F09 2 0.0000 0.9539 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_G02 1 0.2955 0.8799 0.912 0.080 0.008
#> T0_CT_G03 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9322 1.000 0.000 0.000
#> T0_CT_G11 1 0.5156 0.7423 0.776 0.216 0.008
#> T0_CT_H01 1 0.6235 0.2981 0.564 0.436 0.000
#> T0_CT_H02 2 0.0000 0.9539 0.000 1.000 0.000
#> T0_CT_H04 3 0.0000 0.9586 0.000 0.000 1.000
#> T0_CT_H05 1 0.5873 0.5898 0.684 0.312 0.004
#> T0_CT_H08 3 0.8577 0.0983 0.096 0.436 0.468
#> T0_CT_H09 2 0.4784 0.7205 0.200 0.796 0.004
#> T0_CT_H12 1 0.3482 0.8417 0.872 0.128 0.000
#> T24_CT_A01 1 0.1529 0.9106 0.960 0.040 0.000
#> T24_CT_A03 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_A04 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_A05 3 0.0000 0.9586 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_A10 1 0.0424 0.9283 0.992 0.008 0.000
#> T24_CT_B01 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_B05 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_B09 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9586 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_C09 2 0.0237 0.9506 0.004 0.996 0.000
#> T24_CT_C10 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_C11 1 0.6154 0.3789 0.592 0.408 0.000
#> T24_CT_C12 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_D02 2 0.0592 0.9445 0.000 0.988 0.012
#> T24_CT_D03 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_D05 1 0.1529 0.9093 0.960 0.040 0.000
#> T24_CT_D06 1 0.2066 0.8976 0.940 0.060 0.000
#> T24_CT_D07 1 0.1289 0.9147 0.968 0.032 0.000
#> T24_CT_D08 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_E07 2 0.6267 0.1677 0.452 0.548 0.000
#> T24_CT_E09 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_F04 1 0.2165 0.8946 0.936 0.064 0.000
#> T24_CT_F05 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_F10 2 0.2878 0.8610 0.096 0.904 0.000
#> T24_CT_F11 1 0.3267 0.8510 0.884 0.116 0.000
#> T24_CT_F12 3 0.0000 0.9586 0.000 0.000 1.000
#> T24_CT_G01 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_G05 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.9586 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.9539 0.000 1.000 0.000
#> T24_CT_H05 1 0.2261 0.8919 0.932 0.068 0.000
#> T24_CT_H07 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.9322 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A05 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A06 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9586 0.000 0.000 1.000
#> T48_CT_A08 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A09 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_B12 1 0.4399 0.7830 0.812 0.188 0.000
#> T48_CT_C01 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_C05 2 0.4002 0.7884 0.160 0.840 0.000
#> T48_CT_C06 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_C07 1 0.4842 0.7365 0.776 0.224 0.000
#> T48_CT_C09 3 0.6280 0.1514 0.000 0.460 0.540
#> T48_CT_C10 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_D01 2 0.0592 0.9437 0.012 0.988 0.000
#> T48_CT_D02 1 0.1860 0.9027 0.948 0.052 0.000
#> T48_CT_D03 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_D04 2 0.5591 0.5678 0.304 0.696 0.000
#> T48_CT_D06 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_D10 1 0.2356 0.8883 0.928 0.072 0.000
#> T48_CT_D11 2 0.0237 0.9508 0.000 0.996 0.004
#> T48_CT_D12 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_E01 2 0.1860 0.9075 0.052 0.948 0.000
#> T48_CT_E02 1 0.0892 0.9223 0.980 0.020 0.000
#> T48_CT_E03 2 0.0592 0.9444 0.000 0.988 0.012
#> T48_CT_E04 1 0.6045 0.4387 0.620 0.380 0.000
#> T48_CT_E05 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.9586 0.000 0.000 1.000
#> T48_CT_F01 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_F05 2 0.5397 0.5806 0.280 0.720 0.000
#> T48_CT_F07 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_F10 1 0.3038 0.8617 0.896 0.104 0.000
#> T48_CT_F11 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_G01 1 0.0424 0.9273 0.992 0.000 0.008
#> T48_CT_G02 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_G08 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_G10 3 0.0000 0.9586 0.000 0.000 1.000
#> T48_CT_G11 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_H01 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_H02 2 0.1129 0.9347 0.020 0.976 0.004
#> T48_CT_H04 1 0.0000 0.9322 1.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_H07 1 0.5926 0.5041 0.644 0.356 0.000
#> T48_CT_H08 2 0.0000 0.9539 0.000 1.000 0.000
#> T48_CT_H11 1 0.4291 0.7897 0.820 0.180 0.000
#> T48_CT_H12 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_A05 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_A08 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_B03 1 0.1751 0.9104 0.960 0.028 0.012
#> T72_CT_B04 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_B05 2 0.2711 0.8725 0.088 0.912 0.000
#> T72_CT_B06 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_B08 3 0.0000 0.9586 0.000 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_C06 1 0.1411 0.9109 0.964 0.036 0.000
#> T72_CT_C07 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_C09 1 0.0747 0.9238 0.984 0.016 0.000
#> T72_CT_C11 3 0.0000 0.9586 0.000 0.000 1.000
#> T72_CT_D01 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_D03 1 0.2165 0.8887 0.936 0.064 0.000
#> T72_CT_D04 2 0.4178 0.7643 0.000 0.828 0.172
#> T72_CT_D05 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_D10 2 0.3091 0.8782 0.072 0.912 0.016
#> T72_CT_D11 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_E07 2 0.5397 0.6129 0.280 0.720 0.000
#> T72_CT_F01 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_F11 3 0.5465 0.5913 0.000 0.288 0.712
#> T72_CT_G03 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_G06 2 0.5958 0.5439 0.008 0.692 0.300
#> T72_CT_G08 2 0.8636 0.1230 0.104 0.500 0.396
#> T72_CT_G10 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_G11 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.9539 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.9586 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.9586 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.9586 0.000 0.000 1.000
#> T72_CT_H10 1 0.4605 0.7606 0.796 0.204 0.000
#> T72_CT_H11 1 0.0000 0.9322 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.9539 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_A03 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0469 0.96041 0.000 0.012 0.988 0.000
#> T0_CT_A07 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_A11 2 0.0000 0.64917 0.000 1.000 0.000 0.000
#> T0_CT_B01 2 0.0376 0.64985 0.004 0.992 0.000 0.004
#> T0_CT_B03 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_B05 1 0.8089 0.45939 0.520 0.296 0.132 0.052
#> T0_CT_B07 2 0.8298 0.17228 0.216 0.456 0.300 0.028
#> T0_CT_B08 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.0817 0.86436 0.976 0.024 0.000 0.000
#> T0_CT_C05 2 0.4277 0.56816 0.000 0.720 0.000 0.280
#> T0_CT_C06 2 0.3539 0.56531 0.176 0.820 0.000 0.004
#> T0_CT_C07 2 0.6212 0.15428 0.060 0.560 0.380 0.000
#> T0_CT_C08 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_C09 2 0.0188 0.65048 0.000 0.996 0.000 0.004
#> T0_CT_C11 2 0.4877 0.36148 0.000 0.592 0.000 0.408
#> T0_CT_C12 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.4699 0.51781 0.000 0.004 0.676 0.320
#> T0_CT_D02 2 0.6323 0.43307 0.164 0.660 0.176 0.000
#> T0_CT_D03 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_D05 2 0.0188 0.64908 0.000 0.996 0.000 0.004
#> T0_CT_D06 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.5857 0.64393 0.000 0.196 0.696 0.108
#> T0_CT_D08 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_D09 4 0.5073 0.59370 0.000 0.200 0.056 0.744
#> T0_CT_D11 2 0.4134 0.59189 0.000 0.740 0.000 0.260
#> T0_CT_D12 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E04 2 0.4564 0.51112 0.000 0.672 0.000 0.328
#> T0_CT_E05 2 0.4382 0.33945 0.296 0.704 0.000 0.000
#> T0_CT_E06 3 0.0188 0.96696 0.000 0.004 0.996 0.000
#> T0_CT_E07 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E10 2 0.0188 0.65048 0.000 0.996 0.000 0.004
#> T0_CT_E11 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.3219 0.80573 0.000 0.164 0.836 0.000
#> T0_CT_F01 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_F05 2 0.5637 0.57416 0.000 0.720 0.168 0.112
#> T0_CT_F06 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_F07 2 0.9863 0.12755 0.208 0.308 0.288 0.196
#> T0_CT_F09 2 0.4382 0.55474 0.000 0.704 0.000 0.296
#> T0_CT_F11 3 0.4713 0.46202 0.000 0.360 0.640 0.000
#> T0_CT_F12 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_G02 2 0.6456 -0.05545 0.408 0.536 0.040 0.016
#> T0_CT_G03 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T0_CT_G09 1 0.3818 0.80299 0.844 0.048 0.000 0.108
#> T0_CT_G11 2 0.2088 0.62826 0.064 0.928 0.004 0.004
#> T0_CT_H01 2 0.1975 0.63634 0.048 0.936 0.000 0.016
#> T0_CT_H02 4 0.6143 -0.04215 0.000 0.456 0.048 0.496
#> T0_CT_H04 3 0.3356 0.78648 0.000 0.176 0.824 0.000
#> T0_CT_H05 2 0.1109 0.64422 0.028 0.968 0.000 0.004
#> T0_CT_H08 2 0.5562 0.53339 0.016 0.756 0.128 0.100
#> T0_CT_H09 2 0.0469 0.65248 0.000 0.988 0.000 0.012
#> T0_CT_H12 2 0.1716 0.62969 0.064 0.936 0.000 0.000
#> T24_CT_A01 2 0.4898 -0.02633 0.416 0.584 0.000 0.000
#> T24_CT_A03 4 0.2530 0.72002 0.000 0.112 0.000 0.888
#> T24_CT_A04 2 0.4907 0.34683 0.000 0.580 0.000 0.420
#> T24_CT_A05 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T24_CT_A07 2 0.4713 0.45417 0.000 0.640 0.000 0.360
#> T24_CT_A08 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.3764 0.76223 0.784 0.216 0.000 0.000
#> T24_CT_A10 1 0.4905 0.57791 0.632 0.364 0.000 0.004
#> T24_CT_B01 1 0.4713 0.58176 0.640 0.360 0.000 0.000
#> T24_CT_B02 1 0.4277 0.69180 0.720 0.280 0.000 0.000
#> T24_CT_B03 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T24_CT_B05 4 0.4843 0.24015 0.000 0.396 0.000 0.604
#> T24_CT_B06 2 0.3873 0.61215 0.000 0.772 0.000 0.228
#> T24_CT_B07 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_B08 2 0.0817 0.65426 0.000 0.976 0.000 0.024
#> T24_CT_B09 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_B11 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_C02 2 0.0469 0.65212 0.000 0.988 0.000 0.012
#> T24_CT_C03 1 0.4730 0.56750 0.636 0.364 0.000 0.000
#> T24_CT_C05 2 0.3400 0.63704 0.000 0.820 0.000 0.180
#> T24_CT_C07 4 0.3726 0.60871 0.000 0.212 0.000 0.788
#> T24_CT_C08 2 0.4643 0.49161 0.000 0.656 0.000 0.344
#> T24_CT_C09 2 0.1302 0.65635 0.000 0.956 0.000 0.044
#> T24_CT_C10 1 0.0707 0.86484 0.980 0.020 0.000 0.000
#> T24_CT_C11 2 0.5102 0.62838 0.100 0.764 0.000 0.136
#> T24_CT_C12 4 0.1792 0.75179 0.000 0.068 0.000 0.932
#> T24_CT_D01 2 0.3024 0.64714 0.000 0.852 0.000 0.148
#> T24_CT_D02 4 0.3570 0.71538 0.000 0.092 0.048 0.860
#> T24_CT_D03 2 0.3688 0.62388 0.000 0.792 0.000 0.208
#> T24_CT_D04 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_D05 1 0.5550 0.66121 0.692 0.248 0.000 0.060
#> T24_CT_D06 1 0.4999 0.30566 0.508 0.492 0.000 0.000
#> T24_CT_D07 2 0.5126 0.06920 0.444 0.552 0.000 0.004
#> T24_CT_D08 2 0.2868 0.65015 0.000 0.864 0.000 0.136
#> T24_CT_D09 4 0.4933 0.12430 0.000 0.432 0.000 0.568
#> T24_CT_D10 2 0.4008 0.60260 0.000 0.756 0.000 0.244
#> T24_CT_D11 2 0.4888 0.35698 0.000 0.588 0.000 0.412
#> T24_CT_E01 1 0.1398 0.86007 0.956 0.040 0.000 0.004
#> T24_CT_E02 1 0.0921 0.86415 0.972 0.028 0.000 0.000
#> T24_CT_E04 2 0.4406 0.55446 0.000 0.700 0.000 0.300
#> T24_CT_E05 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_E07 4 0.5790 0.48136 0.236 0.080 0.000 0.684
#> T24_CT_E09 1 0.2149 0.84415 0.912 0.088 0.000 0.000
#> T24_CT_E11 1 0.0469 0.86605 0.988 0.012 0.000 0.000
#> T24_CT_E12 2 0.4994 0.17387 0.000 0.520 0.000 0.480
#> T24_CT_F01 4 0.4776 0.30413 0.000 0.376 0.000 0.624
#> T24_CT_F02 2 0.4948 0.29767 0.000 0.560 0.000 0.440
#> T24_CT_F03 1 0.2589 0.83009 0.884 0.116 0.000 0.000
#> T24_CT_F04 2 0.4888 -0.00444 0.412 0.588 0.000 0.000
#> T24_CT_F05 1 0.3024 0.81444 0.852 0.148 0.000 0.000
#> T24_CT_F07 1 0.4961 0.39478 0.552 0.448 0.000 0.000
#> T24_CT_F08 1 0.3610 0.77338 0.800 0.200 0.000 0.000
#> T24_CT_F09 4 0.4999 -0.09141 0.000 0.492 0.000 0.508
#> T24_CT_F10 4 0.2443 0.74477 0.024 0.060 0.000 0.916
#> T24_CT_F11 1 0.6242 0.35949 0.520 0.424 0.000 0.056
#> T24_CT_F12 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T24_CT_G01 2 0.4933 0.30979 0.000 0.568 0.000 0.432
#> T24_CT_G02 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_G03 1 0.1474 0.85727 0.948 0.052 0.000 0.000
#> T24_CT_G04 4 0.4998 -0.05187 0.000 0.488 0.000 0.512
#> T24_CT_G05 2 0.1474 0.65738 0.000 0.948 0.000 0.052
#> T24_CT_G06 1 0.0336 0.86611 0.992 0.008 0.000 0.000
#> T24_CT_G08 1 0.2760 0.82494 0.872 0.128 0.000 0.000
#> T24_CT_G10 4 0.4713 0.33999 0.000 0.360 0.000 0.640
#> T24_CT_G11 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T24_CT_G12 1 0.3311 0.79891 0.828 0.172 0.000 0.000
#> T24_CT_H01 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.4382 0.67307 0.704 0.296 0.000 0.000
#> T24_CT_H03 2 0.1867 0.65855 0.000 0.928 0.000 0.072
#> T24_CT_H05 2 0.4500 0.28618 0.316 0.684 0.000 0.000
#> T24_CT_H07 1 0.4040 0.72738 0.752 0.248 0.000 0.000
#> T24_CT_H09 1 0.1867 0.85030 0.928 0.072 0.000 0.000
#> T24_CT_H12 1 0.3311 0.79891 0.828 0.172 0.000 0.000
#> T48_CT_A01 4 0.1211 0.76716 0.000 0.040 0.000 0.960
#> T48_CT_A02 4 0.4804 0.31872 0.000 0.384 0.000 0.616
#> T48_CT_A03 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.4998 0.12457 0.000 0.512 0.000 0.488
#> T48_CT_A05 4 0.0592 0.77177 0.000 0.016 0.000 0.984
#> T48_CT_A06 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_A07 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T48_CT_A08 4 0.2921 0.69985 0.000 0.140 0.000 0.860
#> T48_CT_A09 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_A10 2 0.4250 0.57958 0.000 0.724 0.000 0.276
#> T48_CT_A11 4 0.4585 0.40260 0.000 0.332 0.000 0.668
#> T48_CT_A12 1 0.1211 0.86127 0.960 0.040 0.000 0.000
#> T48_CT_B01 2 0.2216 0.65686 0.000 0.908 0.000 0.092
#> T48_CT_B02 2 0.4500 0.53331 0.000 0.684 0.000 0.316
#> T48_CT_B03 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_B04 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_B06 2 0.4134 0.59012 0.000 0.740 0.000 0.260
#> T48_CT_B08 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.4406 0.55357 0.000 0.700 0.000 0.300
#> T48_CT_B11 2 0.4624 0.50136 0.000 0.660 0.000 0.340
#> T48_CT_B12 1 0.7425 0.39218 0.508 0.280 0.000 0.212
#> T48_CT_C01 2 0.4746 0.45161 0.000 0.632 0.000 0.368
#> T48_CT_C02 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_C03 4 0.4992 -0.01017 0.000 0.476 0.000 0.524
#> T48_CT_C04 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_C05 4 0.4713 0.61989 0.172 0.052 0.000 0.776
#> T48_CT_C06 4 0.1389 0.76498 0.000 0.048 0.000 0.952
#> T48_CT_C07 2 0.6391 0.22708 0.328 0.588 0.000 0.084
#> T48_CT_C09 4 0.3486 0.62543 0.000 0.000 0.188 0.812
#> T48_CT_C10 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_C11 4 0.4972 0.04239 0.000 0.456 0.000 0.544
#> T48_CT_D01 2 0.4164 0.58759 0.000 0.736 0.000 0.264
#> T48_CT_D02 2 0.3726 0.50517 0.212 0.788 0.000 0.000
#> T48_CT_D03 1 0.0469 0.86575 0.988 0.012 0.000 0.000
#> T48_CT_D04 2 0.7674 0.22757 0.340 0.436 0.000 0.224
#> T48_CT_D06 4 0.1557 0.76222 0.000 0.056 0.000 0.944
#> T48_CT_D07 2 0.4222 0.58548 0.000 0.728 0.000 0.272
#> T48_CT_D08 1 0.0469 0.86571 0.988 0.012 0.000 0.000
#> T48_CT_D09 2 0.2589 0.65454 0.000 0.884 0.000 0.116
#> T48_CT_D10 1 0.5660 0.46201 0.576 0.396 0.000 0.028
#> T48_CT_D11 4 0.4932 0.54867 0.000 0.240 0.032 0.728
#> T48_CT_D12 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_E01 4 0.1059 0.76593 0.016 0.012 0.000 0.972
#> T48_CT_E02 1 0.4872 0.56628 0.640 0.356 0.000 0.004
#> T48_CT_E03 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T48_CT_E04 4 0.7576 0.18332 0.260 0.256 0.000 0.484
#> T48_CT_E05 2 0.4977 0.23385 0.000 0.540 0.000 0.460
#> T48_CT_E06 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T48_CT_E07 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_E08 4 0.4855 0.23499 0.000 0.400 0.000 0.600
#> T48_CT_E10 1 0.0188 0.86538 0.996 0.004 0.000 0.000
#> T48_CT_E11 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T48_CT_F01 2 0.4164 0.58858 0.000 0.736 0.000 0.264
#> T48_CT_F02 1 0.3448 0.79733 0.828 0.168 0.000 0.004
#> T48_CT_F03 2 0.4790 0.12282 0.380 0.620 0.000 0.000
#> T48_CT_F05 2 0.0336 0.65199 0.000 0.992 0.000 0.008
#> T48_CT_F07 1 0.1389 0.85786 0.952 0.048 0.000 0.000
#> T48_CT_F09 2 0.4804 0.41319 0.000 0.616 0.000 0.384
#> T48_CT_F10 2 0.3764 0.49350 0.216 0.784 0.000 0.000
#> T48_CT_F11 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.3821 0.81479 0.840 0.120 0.040 0.000
#> T48_CT_G02 4 0.2973 0.70296 0.000 0.144 0.000 0.856
#> T48_CT_G03 4 0.4948 0.10685 0.000 0.440 0.000 0.560
#> T48_CT_G07 2 0.2921 0.65165 0.000 0.860 0.000 0.140
#> T48_CT_G08 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T48_CT_G09 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T48_CT_G10 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T48_CT_G11 1 0.3377 0.81812 0.848 0.140 0.000 0.012
#> T48_CT_G12 2 0.4500 0.53443 0.000 0.684 0.000 0.316
#> T48_CT_H01 2 0.2149 0.65867 0.000 0.912 0.000 0.088
#> T48_CT_H02 4 0.1182 0.76544 0.016 0.016 0.000 0.968
#> T48_CT_H04 1 0.0469 0.86575 0.988 0.012 0.000 0.000
#> T48_CT_H05 2 0.3569 0.62892 0.000 0.804 0.000 0.196
#> T48_CT_H06 2 0.3764 0.62330 0.000 0.784 0.000 0.216
#> T48_CT_H07 2 0.7795 0.21018 0.296 0.424 0.000 0.280
#> T48_CT_H08 4 0.0188 0.77639 0.000 0.004 0.000 0.996
#> T48_CT_H11 1 0.7084 0.48924 0.560 0.264 0.000 0.176
#> T48_CT_H12 2 0.5000 0.10511 0.000 0.500 0.000 0.500
#> T72_CT_A01 4 0.1474 0.76315 0.000 0.052 0.000 0.948
#> T72_CT_A05 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_A08 1 0.1209 0.85220 0.964 0.004 0.000 0.032
#> T72_CT_A09 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_A11 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_B01 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_B02 1 0.0188 0.86389 0.996 0.000 0.000 0.004
#> T72_CT_B03 1 0.5000 0.08748 0.504 0.000 0.000 0.496
#> T72_CT_B04 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T72_CT_B05 4 0.0895 0.76607 0.020 0.004 0.000 0.976
#> T72_CT_B06 1 0.0336 0.86253 0.992 0.000 0.000 0.008
#> T72_CT_B08 3 0.2647 0.85005 0.000 0.000 0.880 0.120
#> T72_CT_B09 1 0.0336 0.86589 0.992 0.008 0.000 0.000
#> T72_CT_B11 1 0.3450 0.76138 0.836 0.008 0.000 0.156
#> T72_CT_B12 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_C04 4 0.0188 0.77639 0.000 0.004 0.000 0.996
#> T72_CT_C06 1 0.5151 0.17889 0.532 0.004 0.000 0.464
#> T72_CT_C07 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_C09 4 0.6523 0.21631 0.348 0.088 0.000 0.564
#> T72_CT_C11 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T72_CT_D01 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_D03 1 0.4866 0.34334 0.596 0.000 0.000 0.404
#> T72_CT_D04 4 0.1557 0.74311 0.000 0.000 0.056 0.944
#> T72_CT_D05 1 0.2888 0.78986 0.872 0.004 0.000 0.124
#> T72_CT_D07 1 0.4720 0.51432 0.672 0.004 0.000 0.324
#> T72_CT_D10 4 0.1109 0.76089 0.028 0.004 0.000 0.968
#> T72_CT_D11 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T72_CT_E04 1 0.3427 0.80003 0.860 0.028 0.000 0.112
#> T72_CT_E05 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_E07 4 0.4477 0.45064 0.312 0.000 0.000 0.688
#> T72_CT_F01 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_F05 4 0.1474 0.76361 0.000 0.052 0.000 0.948
#> T72_CT_F07 1 0.2256 0.84062 0.924 0.020 0.000 0.056
#> T72_CT_F10 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_F11 4 0.2345 0.70977 0.000 0.000 0.100 0.900
#> T72_CT_G03 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.86489 1.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.7396 0.21591 0.004 0.500 0.156 0.340
#> T72_CT_G08 4 0.4083 0.68412 0.056 0.032 0.056 0.856
#> T72_CT_G10 4 0.0469 0.77576 0.000 0.012 0.000 0.988
#> T72_CT_G11 1 0.3428 0.81092 0.844 0.144 0.000 0.012
#> T72_CT_H01 4 0.0188 0.77652 0.000 0.004 0.000 0.996
#> T72_CT_H03 4 0.0000 0.77683 0.000 0.000 0.000 1.000
#> T72_CT_H05 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T72_CT_H08 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T72_CT_H09 3 0.0000 0.97019 0.000 0.000 1.000 0.000
#> T72_CT_H10 4 0.7479 0.12263 0.324 0.196 0.000 0.480
#> T72_CT_H11 1 0.3812 0.77526 0.832 0.028 0.000 0.140
#> T72_CT_H12 4 0.0000 0.77683 0.000 0.000 0.000 1.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A03 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.1251 0.92547 0.000 0.008 0.956 0.000 0.036
#> T0_CT_A07 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.1410 0.71585 0.940 0.000 0.000 0.000 0.060
#> T0_CT_A10 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A11 2 0.4054 0.47813 0.028 0.748 0.000 0.000 0.224
#> T0_CT_B01 2 0.4791 0.33683 0.020 0.636 0.000 0.008 0.336
#> T0_CT_B03 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 5 0.6955 0.46734 0.224 0.068 0.044 0.056 0.608
#> T0_CT_B07 5 0.8106 0.44216 0.136 0.180 0.156 0.024 0.504
#> T0_CT_B08 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C03 1 0.2648 0.70874 0.848 0.000 0.000 0.000 0.152
#> T0_CT_C05 2 0.3821 0.69245 0.000 0.800 0.000 0.148 0.052
#> T0_CT_C06 5 0.5965 0.25525 0.080 0.380 0.000 0.012 0.528
#> T0_CT_C07 5 0.8009 0.21892 0.092 0.320 0.228 0.000 0.360
#> T0_CT_C08 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 2 0.3530 0.52497 0.012 0.784 0.000 0.000 0.204
#> T0_CT_C11 2 0.4800 0.46833 0.000 0.604 0.000 0.368 0.028
#> T0_CT_C12 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.5607 0.46891 0.000 0.056 0.640 0.276 0.028
#> T0_CT_D02 5 0.7557 0.33451 0.136 0.308 0.096 0.000 0.460
#> T0_CT_D03 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 2 0.5624 0.27523 0.012 0.556 0.008 0.036 0.388
#> T0_CT_D06 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D07 3 0.7314 0.40289 0.008 0.124 0.572 0.120 0.176
#> T0_CT_D08 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D09 4 0.5273 0.49205 0.000 0.280 0.044 0.656 0.020
#> T0_CT_D11 2 0.4054 0.66695 0.000 0.760 0.000 0.204 0.036
#> T0_CT_D12 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 3 0.0566 0.94699 0.000 0.000 0.984 0.004 0.012
#> T0_CT_E04 2 0.4161 0.60468 0.000 0.704 0.000 0.280 0.016
#> T0_CT_E05 5 0.6214 0.27231 0.144 0.380 0.000 0.000 0.476
#> T0_CT_E06 3 0.0324 0.95244 0.000 0.004 0.992 0.000 0.004
#> T0_CT_E07 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E10 2 0.3562 0.52746 0.016 0.788 0.000 0.000 0.196
#> T0_CT_E11 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E12 3 0.4909 0.61884 0.000 0.120 0.716 0.000 0.164
#> T0_CT_F01 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 2 0.4928 0.58291 0.000 0.748 0.156 0.032 0.064
#> T0_CT_F06 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 5 0.9449 0.39397 0.128 0.180 0.208 0.120 0.364
#> T0_CT_F09 2 0.4777 0.60107 0.000 0.664 0.000 0.292 0.044
#> T0_CT_F11 3 0.6945 0.17761 0.032 0.292 0.504 0.000 0.172
#> T0_CT_F12 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.7352 0.38108 0.268 0.244 0.008 0.024 0.456
#> T0_CT_G03 3 0.0162 0.95534 0.000 0.000 0.996 0.000 0.004
#> T0_CT_G04 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G09 5 0.5029 0.39976 0.292 0.000 0.000 0.060 0.648
#> T0_CT_G11 5 0.5347 0.11780 0.044 0.424 0.000 0.004 0.528
#> T0_CT_H01 2 0.5952 0.05115 0.060 0.500 0.000 0.020 0.420
#> T0_CT_H02 2 0.5490 0.41921 0.000 0.576 0.020 0.368 0.036
#> T0_CT_H04 3 0.4221 0.72515 0.000 0.112 0.780 0.000 0.108
#> T0_CT_H05 2 0.5174 0.23644 0.056 0.604 0.000 0.000 0.340
#> T0_CT_H08 2 0.7731 0.12086 0.024 0.456 0.108 0.072 0.340
#> T0_CT_H09 2 0.3861 0.49509 0.000 0.728 0.000 0.008 0.264
#> T0_CT_H12 2 0.5568 0.03233 0.072 0.516 0.000 0.000 0.412
#> T24_CT_A01 5 0.6538 0.38090 0.248 0.272 0.000 0.000 0.480
#> T24_CT_A03 4 0.3081 0.70745 0.000 0.156 0.000 0.832 0.012
#> T24_CT_A04 2 0.4956 0.55860 0.000 0.636 0.000 0.316 0.048
#> T24_CT_A05 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T24_CT_A07 2 0.3934 0.60578 0.000 0.716 0.000 0.276 0.008
#> T24_CT_A08 1 0.0963 0.72788 0.964 0.000 0.000 0.000 0.036
#> T24_CT_A09 1 0.4956 0.40858 0.636 0.048 0.000 0.000 0.316
#> T24_CT_A10 5 0.5683 0.35591 0.304 0.108 0.000 0.000 0.588
#> T24_CT_B01 5 0.5913 0.26040 0.364 0.112 0.000 0.000 0.524
#> T24_CT_B02 1 0.5382 0.30250 0.592 0.072 0.000 0.000 0.336
#> T24_CT_B03 4 0.2278 0.76375 0.000 0.032 0.000 0.908 0.060
#> T24_CT_B05 4 0.4590 0.15986 0.000 0.420 0.000 0.568 0.012
#> T24_CT_B06 2 0.3241 0.69328 0.000 0.832 0.000 0.144 0.024
#> T24_CT_B07 1 0.0162 0.73529 0.996 0.000 0.000 0.000 0.004
#> T24_CT_B08 2 0.2124 0.64135 0.000 0.900 0.000 0.004 0.096
#> T24_CT_B09 1 0.0404 0.73576 0.988 0.000 0.000 0.000 0.012
#> T24_CT_B11 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T24_CT_C01 1 0.1478 0.72522 0.936 0.000 0.000 0.000 0.064
#> T24_CT_C02 2 0.2230 0.61856 0.000 0.884 0.000 0.000 0.116
#> T24_CT_C03 1 0.5974 0.19057 0.548 0.132 0.000 0.000 0.320
#> T24_CT_C05 2 0.2390 0.69849 0.000 0.896 0.000 0.084 0.020
#> T24_CT_C07 4 0.3988 0.56589 0.000 0.252 0.000 0.732 0.016
#> T24_CT_C08 2 0.4108 0.56951 0.000 0.684 0.000 0.308 0.008
#> T24_CT_C09 2 0.1502 0.65670 0.000 0.940 0.000 0.004 0.056
#> T24_CT_C10 1 0.2690 0.70319 0.844 0.000 0.000 0.000 0.156
#> T24_CT_C11 2 0.6851 0.41429 0.096 0.572 0.000 0.088 0.244
#> T24_CT_C12 4 0.3053 0.69655 0.000 0.164 0.000 0.828 0.008
#> T24_CT_D01 2 0.3012 0.69993 0.000 0.852 0.000 0.124 0.024
#> T24_CT_D02 4 0.4222 0.69466 0.000 0.144 0.044 0.792 0.020
#> T24_CT_D03 2 0.3064 0.69760 0.000 0.856 0.000 0.108 0.036
#> T24_CT_D04 1 0.2561 0.70842 0.856 0.000 0.000 0.000 0.144
#> T24_CT_D05 1 0.7102 0.15187 0.512 0.100 0.000 0.084 0.304
#> T24_CT_D06 1 0.6597 -0.06848 0.460 0.244 0.000 0.000 0.296
#> T24_CT_D07 1 0.7320 -0.00482 0.472 0.232 0.000 0.044 0.252
#> T24_CT_D08 2 0.2362 0.69699 0.000 0.900 0.000 0.076 0.024
#> T24_CT_D09 4 0.4930 0.07356 0.000 0.424 0.000 0.548 0.028
#> T24_CT_D10 2 0.3655 0.68852 0.000 0.804 0.000 0.160 0.036
#> T24_CT_D11 2 0.4768 0.45125 0.000 0.592 0.000 0.384 0.024
#> T24_CT_E01 5 0.4400 0.37511 0.308 0.000 0.000 0.020 0.672
#> T24_CT_E02 1 0.2329 0.69920 0.876 0.000 0.000 0.000 0.124
#> T24_CT_E04 2 0.4000 0.66387 0.000 0.748 0.000 0.228 0.024
#> T24_CT_E05 1 0.0794 0.73400 0.972 0.000 0.000 0.000 0.028
#> T24_CT_E07 5 0.6810 0.05282 0.108 0.040 0.000 0.420 0.432
#> T24_CT_E09 1 0.3280 0.64833 0.812 0.012 0.000 0.000 0.176
#> T24_CT_E11 1 0.2179 0.72313 0.888 0.000 0.000 0.000 0.112
#> T24_CT_E12 2 0.4658 0.37959 0.000 0.576 0.000 0.408 0.016
#> T24_CT_F01 4 0.4974 -0.11111 0.000 0.464 0.000 0.508 0.028
#> T24_CT_F02 2 0.4974 0.38340 0.000 0.560 0.000 0.408 0.032
#> T24_CT_F03 5 0.4871 0.17646 0.432 0.012 0.000 0.008 0.548
#> T24_CT_F04 5 0.6712 0.28017 0.332 0.256 0.000 0.000 0.412
#> T24_CT_F05 5 0.5102 0.24482 0.376 0.044 0.000 0.000 0.580
#> T24_CT_F07 5 0.6268 0.24945 0.360 0.156 0.000 0.000 0.484
#> T24_CT_F08 1 0.4649 0.51753 0.716 0.064 0.000 0.000 0.220
#> T24_CT_F09 2 0.4909 0.37644 0.000 0.560 0.000 0.412 0.028
#> T24_CT_F10 4 0.6289 0.52940 0.072 0.072 0.000 0.624 0.232
#> T24_CT_F11 5 0.6048 0.52647 0.148 0.132 0.000 0.052 0.668
#> T24_CT_F12 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T24_CT_G01 2 0.4800 0.48122 0.000 0.604 0.000 0.368 0.028
#> T24_CT_G02 1 0.0290 0.73504 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G03 1 0.2818 0.68554 0.856 0.012 0.000 0.000 0.132
#> T24_CT_G04 2 0.5546 0.26124 0.000 0.496 0.000 0.436 0.068
#> T24_CT_G05 2 0.2012 0.67106 0.000 0.920 0.000 0.020 0.060
#> T24_CT_G06 1 0.2280 0.72693 0.880 0.000 0.000 0.000 0.120
#> T24_CT_G08 1 0.3602 0.63261 0.796 0.024 0.000 0.000 0.180
#> T24_CT_G10 4 0.4557 0.19652 0.000 0.404 0.000 0.584 0.012
#> T24_CT_G11 1 0.1608 0.72195 0.928 0.000 0.000 0.000 0.072
#> T24_CT_G12 1 0.4731 0.15938 0.528 0.016 0.000 0.000 0.456
#> T24_CT_H01 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.5827 0.25463 0.576 0.124 0.000 0.000 0.300
#> T24_CT_H03 2 0.2595 0.67529 0.000 0.888 0.000 0.032 0.080
#> T24_CT_H05 5 0.6229 0.23844 0.144 0.392 0.000 0.000 0.464
#> T24_CT_H07 5 0.5876 0.26201 0.384 0.104 0.000 0.000 0.512
#> T24_CT_H09 1 0.3053 0.65998 0.828 0.008 0.000 0.000 0.164
#> T24_CT_H12 1 0.4708 0.21238 0.548 0.016 0.000 0.000 0.436
#> T48_CT_A01 4 0.3141 0.72391 0.000 0.152 0.000 0.832 0.016
#> T48_CT_A02 4 0.5103 -0.03227 0.000 0.452 0.000 0.512 0.036
#> T48_CT_A03 1 0.1043 0.72542 0.960 0.000 0.000 0.000 0.040
#> T48_CT_A04 2 0.4630 0.43642 0.000 0.588 0.000 0.396 0.016
#> T48_CT_A05 4 0.3214 0.73129 0.000 0.036 0.000 0.844 0.120
#> T48_CT_A06 1 0.0609 0.73205 0.980 0.000 0.000 0.000 0.020
#> T48_CT_A07 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A08 4 0.4957 0.42215 0.000 0.332 0.000 0.624 0.044
#> T48_CT_A09 1 0.4135 0.40620 0.656 0.000 0.000 0.004 0.340
#> T48_CT_A10 2 0.3919 0.69198 0.000 0.776 0.000 0.188 0.036
#> T48_CT_A11 4 0.4767 0.17304 0.000 0.420 0.000 0.560 0.020
#> T48_CT_A12 1 0.4981 0.16431 0.560 0.024 0.000 0.004 0.412
#> T48_CT_B01 2 0.2104 0.67255 0.000 0.916 0.000 0.024 0.060
#> T48_CT_B02 2 0.4024 0.66909 0.000 0.752 0.000 0.220 0.028
#> T48_CT_B03 1 0.0510 0.73287 0.984 0.000 0.000 0.000 0.016
#> T48_CT_B04 1 0.0404 0.73438 0.988 0.000 0.000 0.000 0.012
#> T48_CT_B06 2 0.3409 0.69683 0.000 0.824 0.000 0.144 0.032
#> T48_CT_B08 1 0.3210 0.62068 0.788 0.000 0.000 0.000 0.212
#> T48_CT_B10 2 0.3876 0.68608 0.000 0.776 0.000 0.192 0.032
#> T48_CT_B11 2 0.4967 0.60546 0.000 0.660 0.000 0.280 0.060
#> T48_CT_B12 5 0.5849 0.51222 0.140 0.064 0.000 0.104 0.692
#> T48_CT_C01 2 0.4777 0.61193 0.000 0.680 0.000 0.268 0.052
#> T48_CT_C02 1 0.1197 0.73010 0.952 0.000 0.000 0.000 0.048
#> T48_CT_C03 2 0.4824 0.41231 0.000 0.596 0.000 0.376 0.028
#> T48_CT_C04 1 0.0000 0.73506 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.6960 0.51981 0.164 0.124 0.000 0.592 0.120
#> T48_CT_C06 4 0.3639 0.73859 0.000 0.076 0.000 0.824 0.100
#> T48_CT_C07 5 0.6571 0.42292 0.100 0.288 0.000 0.048 0.564
#> T48_CT_C09 4 0.3786 0.61247 0.000 0.016 0.204 0.776 0.004
#> T48_CT_C10 1 0.2966 0.62414 0.816 0.000 0.000 0.000 0.184
#> T48_CT_C11 2 0.4533 0.29755 0.000 0.544 0.000 0.448 0.008
#> T48_CT_D01 2 0.4486 0.68368 0.000 0.748 0.000 0.172 0.080
#> T48_CT_D02 5 0.6081 0.27257 0.128 0.376 0.000 0.000 0.496
#> T48_CT_D03 1 0.1851 0.73719 0.912 0.000 0.000 0.000 0.088
#> T48_CT_D04 1 0.7847 -0.14628 0.400 0.328 0.000 0.176 0.096
#> T48_CT_D06 4 0.3039 0.72264 0.000 0.152 0.000 0.836 0.012
#> T48_CT_D07 2 0.3805 0.69015 0.000 0.784 0.000 0.184 0.032
#> T48_CT_D08 1 0.3455 0.63806 0.784 0.008 0.000 0.000 0.208
#> T48_CT_D09 2 0.3215 0.69789 0.004 0.860 0.000 0.068 0.068
#> T48_CT_D10 5 0.5462 0.50264 0.204 0.084 0.000 0.024 0.688
#> T48_CT_D11 4 0.5213 0.41158 0.000 0.328 0.024 0.624 0.024
#> T48_CT_D12 1 0.0162 0.73544 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E01 4 0.3796 0.50419 0.000 0.000 0.000 0.700 0.300
#> T48_CT_E02 5 0.5437 0.50183 0.204 0.076 0.000 0.028 0.692
#> T48_CT_E03 4 0.3425 0.73855 0.000 0.044 0.004 0.840 0.112
#> T48_CT_E04 5 0.5887 0.46023 0.052 0.064 0.000 0.232 0.652
#> T48_CT_E05 2 0.4599 0.48465 0.000 0.624 0.000 0.356 0.020
#> T48_CT_E06 1 0.0794 0.73398 0.972 0.000 0.000 0.000 0.028
#> T48_CT_E07 1 0.1851 0.70416 0.912 0.000 0.000 0.000 0.088
#> T48_CT_E08 2 0.4821 0.19406 0.000 0.516 0.000 0.464 0.020
#> T48_CT_E10 1 0.1608 0.73720 0.928 0.000 0.000 0.000 0.072
#> T48_CT_E11 1 0.4147 0.42364 0.676 0.000 0.000 0.008 0.316
#> T48_CT_E12 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T48_CT_F01 2 0.3681 0.69526 0.000 0.808 0.000 0.148 0.044
#> T48_CT_F02 5 0.3965 0.49566 0.180 0.028 0.000 0.008 0.784
#> T48_CT_F03 5 0.6528 0.41263 0.236 0.284 0.000 0.000 0.480
#> T48_CT_F05 2 0.3966 0.53781 0.008 0.756 0.000 0.012 0.224
#> T48_CT_F07 5 0.4816 -0.00774 0.492 0.008 0.000 0.008 0.492
#> T48_CT_F09 2 0.4527 0.60938 0.000 0.692 0.000 0.272 0.036
#> T48_CT_F10 2 0.6315 -0.11730 0.160 0.468 0.000 0.000 0.372
#> T48_CT_F11 1 0.2690 0.64859 0.844 0.000 0.000 0.000 0.156
#> T48_CT_G01 1 0.5301 0.46129 0.648 0.024 0.028 0.004 0.296
#> T48_CT_G02 4 0.4141 0.62015 0.000 0.248 0.000 0.728 0.024
#> T48_CT_G03 2 0.5165 0.26673 0.000 0.512 0.000 0.448 0.040
#> T48_CT_G07 2 0.2729 0.69464 0.000 0.884 0.000 0.056 0.060
#> T48_CT_G08 4 0.2595 0.76788 0.000 0.080 0.000 0.888 0.032
#> T48_CT_G09 4 0.1557 0.75927 0.000 0.008 0.000 0.940 0.052
#> T48_CT_G10 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T48_CT_G11 5 0.6369 0.22801 0.380 0.060 0.000 0.048 0.512
#> T48_CT_G12 2 0.4114 0.65338 0.000 0.732 0.000 0.244 0.024
#> T48_CT_H01 2 0.3130 0.67524 0.000 0.856 0.000 0.048 0.096
#> T48_CT_H02 4 0.4445 0.54277 0.004 0.024 0.000 0.700 0.272
#> T48_CT_H04 1 0.1571 0.72731 0.936 0.004 0.000 0.000 0.060
#> T48_CT_H05 2 0.2770 0.69829 0.000 0.880 0.000 0.076 0.044
#> T48_CT_H06 2 0.3355 0.69906 0.000 0.832 0.000 0.132 0.036
#> T48_CT_H07 5 0.7914 0.37618 0.116 0.220 0.000 0.216 0.448
#> T48_CT_H08 4 0.2006 0.76427 0.000 0.072 0.000 0.916 0.012
#> T48_CT_H11 5 0.6071 0.52795 0.120 0.096 0.000 0.104 0.680
#> T48_CT_H12 2 0.4980 0.46685 0.000 0.584 0.000 0.380 0.036
#> T72_CT_A01 4 0.3531 0.72735 0.000 0.148 0.000 0.816 0.036
#> T72_CT_A05 4 0.1386 0.76527 0.000 0.032 0.000 0.952 0.016
#> T72_CT_A08 5 0.5258 0.06044 0.472 0.004 0.000 0.036 0.488
#> T72_CT_A09 4 0.0912 0.76202 0.000 0.012 0.000 0.972 0.016
#> T72_CT_A11 4 0.1310 0.76715 0.000 0.024 0.000 0.956 0.020
#> T72_CT_B01 4 0.1894 0.76130 0.000 0.072 0.000 0.920 0.008
#> T72_CT_B02 1 0.3461 0.56492 0.772 0.000 0.000 0.004 0.224
#> T72_CT_B03 5 0.6477 0.37296 0.252 0.000 0.000 0.252 0.496
#> T72_CT_B04 1 0.1965 0.69747 0.904 0.000 0.000 0.000 0.096
#> T72_CT_B05 4 0.3461 0.61666 0.000 0.004 0.000 0.772 0.224
#> T72_CT_B06 1 0.3779 0.52704 0.752 0.000 0.000 0.012 0.236
#> T72_CT_B08 3 0.2329 0.82563 0.000 0.000 0.876 0.124 0.000
#> T72_CT_B09 1 0.0404 0.73613 0.988 0.000 0.000 0.000 0.012
#> T72_CT_B11 5 0.5987 0.34832 0.324 0.000 0.000 0.132 0.544
#> T72_CT_B12 4 0.1485 0.76672 0.000 0.020 0.000 0.948 0.032
#> T72_CT_C04 4 0.1981 0.76516 0.000 0.064 0.000 0.920 0.016
#> T72_CT_C06 5 0.6304 0.40337 0.220 0.000 0.000 0.248 0.532
#> T72_CT_C07 4 0.1281 0.76594 0.000 0.032 0.000 0.956 0.012
#> T72_CT_C09 5 0.5889 0.43597 0.128 0.004 0.000 0.272 0.596
#> T72_CT_C11 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D01 4 0.1018 0.76510 0.000 0.016 0.000 0.968 0.016
#> T72_CT_D03 1 0.5355 0.34424 0.660 0.000 0.000 0.220 0.120
#> T72_CT_D04 4 0.1772 0.75408 0.000 0.008 0.032 0.940 0.020
#> T72_CT_D05 5 0.5636 0.29187 0.372 0.000 0.000 0.084 0.544
#> T72_CT_D07 5 0.6196 0.31574 0.340 0.000 0.000 0.152 0.508
#> T72_CT_D10 4 0.3422 0.64043 0.004 0.004 0.000 0.792 0.200
#> T72_CT_D11 1 0.2561 0.65997 0.856 0.000 0.000 0.000 0.144
#> T72_CT_E04 5 0.5638 0.26297 0.396 0.004 0.000 0.068 0.532
#> T72_CT_E05 4 0.1568 0.76749 0.000 0.036 0.000 0.944 0.020
#> T72_CT_E07 4 0.6588 0.16974 0.308 0.028 0.000 0.536 0.128
#> T72_CT_F01 4 0.1485 0.76659 0.000 0.020 0.000 0.948 0.032
#> T72_CT_F05 4 0.2930 0.71041 0.000 0.164 0.000 0.832 0.004
#> T72_CT_F07 5 0.5313 0.27457 0.388 0.000 0.000 0.056 0.556
#> T72_CT_F10 4 0.1981 0.76557 0.000 0.064 0.000 0.920 0.016
#> T72_CT_F11 4 0.3247 0.68699 0.000 0.008 0.136 0.840 0.016
#> T72_CT_G03 1 0.1732 0.70573 0.920 0.000 0.000 0.000 0.080
#> T72_CT_G04 1 0.2424 0.67672 0.868 0.000 0.000 0.000 0.132
#> T72_CT_G06 2 0.8162 0.16286 0.000 0.384 0.208 0.280 0.128
#> T72_CT_G08 4 0.5996 0.48966 0.032 0.028 0.048 0.664 0.228
#> T72_CT_G10 4 0.2189 0.76383 0.000 0.084 0.000 0.904 0.012
#> T72_CT_G11 5 0.5324 0.40643 0.304 0.040 0.000 0.020 0.636
#> T72_CT_H01 4 0.1638 0.76066 0.000 0.064 0.000 0.932 0.004
#> T72_CT_H03 4 0.1216 0.76570 0.000 0.020 0.000 0.960 0.020
#> T72_CT_H05 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H08 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H09 3 0.0000 0.95856 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H10 5 0.7154 0.41267 0.132 0.068 0.000 0.288 0.512
#> T72_CT_H11 5 0.5599 0.35391 0.328 0.000 0.000 0.092 0.580
#> T72_CT_H12 4 0.1211 0.76394 0.000 0.016 0.000 0.960 0.024
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_A03 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_A05 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_A06 3 0.3745 0.75826 0.000 0.028 0.796 0.000 0.032 0.144
#> T0_CT_A07 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_A08 1 0.1858 0.62932 0.904 0.000 0.000 0.000 0.092 0.004
#> T0_CT_A10 3 0.0363 0.93083 0.000 0.000 0.988 0.000 0.000 0.012
#> T0_CT_A11 2 0.4693 -0.00165 0.016 0.576 0.000 0.000 0.024 0.384
#> T0_CT_B01 6 0.5322 0.35590 0.004 0.376 0.000 0.000 0.096 0.524
#> T0_CT_B03 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 6 0.7282 0.07708 0.136 0.048 0.024 0.016 0.356 0.420
#> T0_CT_B07 6 0.7633 0.39006 0.072 0.076 0.084 0.024 0.236 0.508
#> T0_CT_B08 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_B09 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_C03 1 0.4102 0.61602 0.760 0.004 0.000 0.000 0.120 0.116
#> T0_CT_C05 2 0.5650 0.62498 0.000 0.644 0.000 0.120 0.060 0.176
#> T0_CT_C06 6 0.6251 0.56248 0.048 0.220 0.000 0.000 0.184 0.548
#> T0_CT_C07 6 0.7482 0.51440 0.048 0.200 0.116 0.000 0.140 0.496
#> T0_CT_C08 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_C09 2 0.4546 0.01712 0.012 0.580 0.000 0.000 0.020 0.388
#> T0_CT_C11 2 0.5745 0.58624 0.000 0.612 0.000 0.212 0.040 0.136
#> T0_CT_C12 3 0.0291 0.93307 0.000 0.000 0.992 0.000 0.004 0.004
#> T0_CT_D01 3 0.7259 0.25648 0.000 0.088 0.512 0.224 0.048 0.128
#> T0_CT_D02 6 0.7104 0.53078 0.120 0.132 0.048 0.000 0.144 0.556
#> T0_CT_D03 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_D05 6 0.5979 0.31105 0.012 0.356 0.000 0.016 0.108 0.508
#> T0_CT_D06 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D07 3 0.7909 0.06014 0.004 0.076 0.440 0.124 0.100 0.256
#> T0_CT_D08 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_D09 4 0.6659 0.33571 0.000 0.292 0.024 0.508 0.040 0.136
#> T0_CT_D11 2 0.5222 0.64132 0.000 0.688 0.000 0.116 0.048 0.148
#> T0_CT_D12 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E01 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_E03 3 0.2936 0.82219 0.000 0.000 0.856 0.004 0.060 0.080
#> T0_CT_E04 2 0.5295 0.64687 0.000 0.668 0.000 0.152 0.032 0.148
#> T0_CT_E05 6 0.6598 0.58756 0.120 0.252 0.000 0.000 0.108 0.520
#> T0_CT_E06 3 0.1391 0.90372 0.000 0.000 0.944 0.000 0.016 0.040
#> T0_CT_E07 3 0.0508 0.93091 0.000 0.000 0.984 0.000 0.004 0.012
#> T0_CT_E08 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E09 3 0.0622 0.92706 0.000 0.000 0.980 0.000 0.012 0.008
#> T0_CT_E10 2 0.4326 0.08722 0.016 0.608 0.000 0.000 0.008 0.368
#> T0_CT_E11 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E12 3 0.6305 0.16877 0.004 0.072 0.508 0.000 0.084 0.332
#> T0_CT_F01 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_F02 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_F04 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 2 0.5809 0.43533 0.000 0.644 0.108 0.028 0.028 0.192
#> T0_CT_F06 3 0.0291 0.93307 0.000 0.000 0.992 0.000 0.004 0.004
#> T0_CT_F07 6 0.9270 0.17637 0.084 0.100 0.164 0.116 0.180 0.356
#> T0_CT_F09 2 0.6226 0.60279 0.000 0.548 0.000 0.200 0.044 0.208
#> T0_CT_F11 3 0.6842 -0.20940 0.012 0.160 0.404 0.000 0.048 0.376
#> T0_CT_F12 3 0.0520 0.92964 0.000 0.000 0.984 0.000 0.008 0.008
#> T0_CT_G01 3 0.0405 0.93156 0.000 0.000 0.988 0.000 0.008 0.004
#> T0_CT_G02 6 0.7188 0.40971 0.172 0.116 0.000 0.012 0.216 0.484
#> T0_CT_G03 3 0.1297 0.90424 0.000 0.000 0.948 0.000 0.012 0.040
#> T0_CT_G04 3 0.0260 0.93325 0.000 0.000 0.992 0.000 0.000 0.008
#> T0_CT_G07 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 3 0.0146 0.93377 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_G09 5 0.5849 0.58701 0.180 0.016 0.000 0.040 0.640 0.124
#> T0_CT_G11 6 0.5877 0.56756 0.024 0.192 0.004 0.000 0.188 0.592
#> T0_CT_H01 6 0.6702 0.51130 0.048 0.264 0.000 0.024 0.140 0.524
#> T0_CT_H02 2 0.6550 0.52263 0.000 0.540 0.008 0.244 0.068 0.140
#> T0_CT_H04 3 0.5476 0.50984 0.000 0.076 0.644 0.000 0.060 0.220
#> T0_CT_H05 6 0.6021 0.48500 0.036 0.336 0.000 0.000 0.116 0.512
#> T0_CT_H08 6 0.8172 0.37163 0.020 0.228 0.080 0.076 0.156 0.440
#> T0_CT_H09 6 0.5637 0.14928 0.008 0.432 0.000 0.008 0.088 0.464
#> T0_CT_H12 6 0.5952 0.53779 0.072 0.300 0.000 0.000 0.072 0.556
#> T24_CT_A01 6 0.6948 0.54113 0.200 0.172 0.000 0.000 0.136 0.492
#> T24_CT_A03 4 0.5142 0.53287 0.000 0.236 0.000 0.660 0.044 0.060
#> T24_CT_A04 2 0.6309 0.52094 0.000 0.536 0.000 0.268 0.064 0.132
#> T24_CT_A05 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T24_CT_A07 2 0.5037 0.62322 0.000 0.652 0.000 0.224 0.008 0.116
#> T24_CT_A08 1 0.1970 0.63311 0.900 0.000 0.000 0.000 0.092 0.008
#> T24_CT_A09 1 0.5968 0.26645 0.532 0.036 0.000 0.000 0.116 0.316
#> T24_CT_A10 6 0.6740 0.05635 0.280 0.020 0.000 0.008 0.340 0.352
#> T24_CT_B01 6 0.7214 0.25621 0.272 0.076 0.000 0.004 0.268 0.380
#> T24_CT_B02 1 0.6417 0.22949 0.504 0.060 0.000 0.000 0.140 0.296
#> T24_CT_B03 4 0.4721 0.68285 0.000 0.096 0.000 0.744 0.096 0.064
#> T24_CT_B05 4 0.5951 -0.06196 0.000 0.428 0.000 0.444 0.040 0.088
#> T24_CT_B06 2 0.4093 0.64482 0.000 0.784 0.000 0.080 0.028 0.108
#> T24_CT_B07 1 0.0622 0.65982 0.980 0.000 0.000 0.000 0.008 0.012
#> T24_CT_B08 2 0.3636 0.50676 0.000 0.772 0.000 0.016 0.016 0.196
#> T24_CT_B09 1 0.1010 0.66292 0.960 0.000 0.000 0.000 0.004 0.036
#> T24_CT_B11 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T24_CT_C01 1 0.2201 0.64975 0.896 0.000 0.000 0.000 0.028 0.076
#> T24_CT_C02 2 0.3826 0.43648 0.000 0.736 0.000 0.012 0.016 0.236
#> T24_CT_C03 1 0.6057 0.14007 0.500 0.060 0.000 0.000 0.080 0.360
#> T24_CT_C05 2 0.4176 0.63608 0.000 0.772 0.000 0.096 0.020 0.112
#> T24_CT_C07 4 0.5745 0.40910 0.000 0.276 0.000 0.588 0.052 0.084
#> T24_CT_C08 2 0.5752 0.60415 0.000 0.588 0.000 0.232 0.024 0.156
#> T24_CT_C09 2 0.3194 0.49502 0.004 0.808 0.000 0.004 0.012 0.172
#> T24_CT_C10 1 0.4162 0.61747 0.744 0.000 0.000 0.000 0.136 0.120
#> T24_CT_C11 2 0.7788 -0.09188 0.088 0.412 0.000 0.088 0.108 0.304
#> T24_CT_C12 4 0.5380 0.54367 0.000 0.232 0.000 0.644 0.048 0.076
#> T24_CT_D01 2 0.4211 0.62067 0.000 0.772 0.000 0.076 0.028 0.124
#> T24_CT_D02 4 0.5911 0.56054 0.000 0.212 0.044 0.640 0.048 0.056
#> T24_CT_D03 2 0.4208 0.63454 0.000 0.772 0.000 0.092 0.024 0.112
#> T24_CT_D04 1 0.4121 0.55758 0.720 0.000 0.000 0.000 0.220 0.060
#> T24_CT_D05 1 0.8357 -0.18012 0.328 0.112 0.000 0.084 0.204 0.272
#> T24_CT_D06 1 0.6884 -0.24309 0.404 0.140 0.000 0.004 0.080 0.372
#> T24_CT_D07 1 0.7704 -0.25072 0.376 0.220 0.000 0.016 0.128 0.260
#> T24_CT_D08 2 0.3891 0.60783 0.000 0.788 0.000 0.064 0.016 0.132
#> T24_CT_D09 4 0.5877 -0.04528 0.000 0.428 0.000 0.452 0.040 0.080
#> T24_CT_D10 2 0.4861 0.65950 0.000 0.724 0.000 0.112 0.044 0.120
#> T24_CT_D11 2 0.5761 0.55524 0.000 0.588 0.000 0.276 0.060 0.076
#> T24_CT_E01 5 0.4362 0.58386 0.228 0.000 0.000 0.008 0.708 0.056
#> T24_CT_E02 1 0.3215 0.63508 0.828 0.000 0.000 0.000 0.072 0.100
#> T24_CT_E04 2 0.5746 0.64599 0.000 0.620 0.000 0.204 0.048 0.128
#> T24_CT_E05 1 0.0972 0.66070 0.964 0.000 0.000 0.000 0.008 0.028
#> T24_CT_E07 5 0.7930 0.22256 0.080 0.072 0.000 0.280 0.392 0.176
#> T24_CT_E09 1 0.3923 0.58240 0.748 0.000 0.000 0.000 0.060 0.192
#> T24_CT_E11 1 0.3366 0.63923 0.824 0.004 0.000 0.000 0.092 0.080
#> T24_CT_E12 2 0.6009 0.43196 0.000 0.540 0.000 0.308 0.048 0.104
#> T24_CT_F01 2 0.6379 0.23598 0.000 0.452 0.000 0.376 0.064 0.108
#> T24_CT_F02 2 0.6163 0.50695 0.000 0.548 0.000 0.252 0.044 0.156
#> T24_CT_F03 5 0.5764 0.32023 0.336 0.004 0.000 0.000 0.496 0.164
#> T24_CT_F04 6 0.7151 0.45474 0.268 0.196 0.000 0.000 0.112 0.424
#> T24_CT_F05 1 0.6396 -0.11588 0.372 0.016 0.000 0.000 0.368 0.244
#> T24_CT_F07 6 0.7139 0.30237 0.320 0.100 0.000 0.000 0.192 0.388
#> T24_CT_F08 1 0.4902 0.50159 0.680 0.032 0.000 0.000 0.060 0.228
#> T24_CT_F09 2 0.6195 0.46017 0.000 0.520 0.000 0.312 0.056 0.112
#> T24_CT_F10 4 0.7934 0.29780 0.060 0.132 0.000 0.432 0.220 0.156
#> T24_CT_F11 5 0.7392 0.21317 0.112 0.076 0.000 0.064 0.476 0.272
#> T24_CT_F12 3 0.0146 0.93360 0.000 0.000 0.996 0.000 0.000 0.004
#> T24_CT_G01 2 0.5798 0.51237 0.000 0.568 0.000 0.284 0.032 0.116
#> T24_CT_G02 1 0.0632 0.65612 0.976 0.000 0.000 0.000 0.024 0.000
#> T24_CT_G03 1 0.3339 0.62308 0.824 0.008 0.000 0.000 0.048 0.120
#> T24_CT_G04 2 0.6656 0.17907 0.000 0.396 0.000 0.392 0.064 0.148
#> T24_CT_G05 2 0.3590 0.55707 0.000 0.808 0.000 0.032 0.024 0.136
#> T24_CT_G06 1 0.3336 0.63435 0.812 0.000 0.000 0.000 0.132 0.056
#> T24_CT_G08 1 0.4654 0.53329 0.692 0.016 0.000 0.000 0.064 0.228
#> T24_CT_G10 4 0.5612 0.14142 0.000 0.372 0.000 0.520 0.024 0.084
#> T24_CT_G11 1 0.2255 0.65049 0.892 0.000 0.000 0.000 0.028 0.080
#> T24_CT_G12 1 0.6122 0.07505 0.424 0.004 0.000 0.000 0.248 0.324
#> T24_CT_H01 3 0.0146 0.93412 0.000 0.000 0.996 0.000 0.004 0.000
#> T24_CT_H02 1 0.6381 0.20394 0.512 0.072 0.000 0.000 0.116 0.300
#> T24_CT_H03 2 0.4231 0.53468 0.004 0.752 0.000 0.032 0.028 0.184
#> T24_CT_H05 6 0.7017 0.56483 0.152 0.212 0.000 0.000 0.156 0.480
#> T24_CT_H07 1 0.6895 -0.12738 0.392 0.056 0.000 0.000 0.308 0.244
#> T24_CT_H09 1 0.3911 0.59232 0.768 0.004 0.000 0.000 0.068 0.160
#> T24_CT_H12 1 0.6096 0.09851 0.436 0.004 0.000 0.000 0.244 0.316
#> T48_CT_A01 4 0.4429 0.65200 0.000 0.160 0.000 0.748 0.048 0.044
#> T48_CT_A02 2 0.6151 0.15102 0.000 0.428 0.000 0.416 0.036 0.120
#> T48_CT_A03 1 0.1141 0.64693 0.948 0.000 0.000 0.000 0.052 0.000
#> T48_CT_A04 2 0.6367 0.38913 0.000 0.476 0.000 0.336 0.048 0.140
#> T48_CT_A05 4 0.5297 0.64844 0.000 0.080 0.000 0.692 0.132 0.096
#> T48_CT_A06 1 0.1082 0.65159 0.956 0.000 0.000 0.000 0.040 0.004
#> T48_CT_A07 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 4 0.6358 0.35836 0.000 0.296 0.000 0.520 0.096 0.088
#> T48_CT_A09 1 0.4428 0.32922 0.624 0.000 0.000 0.004 0.340 0.032
#> T48_CT_A10 2 0.6006 0.62945 0.000 0.584 0.000 0.172 0.044 0.200
#> T48_CT_A11 4 0.6595 -0.00260 0.000 0.392 0.000 0.416 0.092 0.100
#> T48_CT_A12 1 0.5766 -0.08943 0.460 0.004 0.000 0.000 0.384 0.152
#> T48_CT_B01 2 0.4053 0.53639 0.000 0.768 0.000 0.024 0.044 0.164
#> T48_CT_B02 2 0.5236 0.65194 0.000 0.656 0.000 0.228 0.040 0.076
#> T48_CT_B03 1 0.0632 0.65552 0.976 0.000 0.000 0.000 0.024 0.000
#> T48_CT_B04 1 0.0632 0.65627 0.976 0.000 0.000 0.000 0.024 0.000
#> T48_CT_B06 2 0.4437 0.66085 0.000 0.748 0.000 0.120 0.020 0.112
#> T48_CT_B08 1 0.3897 0.46278 0.696 0.000 0.000 0.000 0.280 0.024
#> T48_CT_B10 2 0.5499 0.66301 0.000 0.648 0.000 0.192 0.044 0.116
#> T48_CT_B11 2 0.6043 0.58142 0.000 0.584 0.000 0.240 0.076 0.100
#> T48_CT_B12 5 0.5657 0.45215 0.040 0.056 0.000 0.056 0.680 0.168
#> T48_CT_C01 2 0.6208 0.61711 0.000 0.584 0.000 0.168 0.076 0.172
#> T48_CT_C02 1 0.1285 0.65809 0.944 0.000 0.000 0.000 0.004 0.052
#> T48_CT_C03 2 0.6339 0.47171 0.000 0.516 0.000 0.304 0.080 0.100
#> T48_CT_C04 1 0.0458 0.65688 0.984 0.000 0.000 0.000 0.016 0.000
#> T48_CT_C05 4 0.7580 0.45402 0.136 0.140 0.000 0.516 0.112 0.096
#> T48_CT_C06 4 0.6034 0.59762 0.000 0.148 0.000 0.612 0.156 0.084
#> T48_CT_C07 5 0.7709 -0.15309 0.096 0.212 0.000 0.028 0.372 0.292
#> T48_CT_C09 4 0.5249 0.58336 0.000 0.048 0.164 0.708 0.028 0.052
#> T48_CT_C10 1 0.3586 0.46157 0.712 0.004 0.000 0.000 0.280 0.004
#> T48_CT_C11 2 0.5880 0.43462 0.000 0.528 0.000 0.336 0.036 0.100
#> T48_CT_D01 2 0.6059 0.61523 0.004 0.620 0.000 0.140 0.080 0.156
#> T48_CT_D02 6 0.7049 0.52776 0.092 0.236 0.000 0.000 0.236 0.436
#> T48_CT_D03 1 0.2714 0.65925 0.872 0.004 0.000 0.000 0.064 0.060
#> T48_CT_D04 1 0.8278 -0.19528 0.348 0.292 0.000 0.152 0.096 0.112
#> T48_CT_D06 4 0.5378 0.61010 0.000 0.168 0.000 0.672 0.056 0.104
#> T48_CT_D07 2 0.5880 0.61837 0.000 0.604 0.000 0.204 0.048 0.144
#> T48_CT_D08 1 0.4907 0.44972 0.648 0.004 0.000 0.000 0.248 0.100
#> T48_CT_D09 2 0.4552 0.55160 0.000 0.740 0.000 0.048 0.052 0.160
#> T48_CT_D10 5 0.6982 0.21630 0.112 0.120 0.000 0.016 0.512 0.240
#> T48_CT_D11 4 0.6612 0.25980 0.000 0.304 0.008 0.504 0.088 0.096
#> T48_CT_D12 1 0.0508 0.65815 0.984 0.000 0.000 0.000 0.012 0.004
#> T48_CT_E01 4 0.5106 0.49837 0.004 0.016 0.000 0.628 0.288 0.064
#> T48_CT_E02 5 0.6370 0.28132 0.100 0.076 0.000 0.008 0.556 0.260
#> T48_CT_E03 4 0.5204 0.66222 0.000 0.084 0.000 0.696 0.148 0.072
#> T48_CT_E04 5 0.6622 0.40244 0.036 0.056 0.000 0.140 0.580 0.188
#> T48_CT_E05 2 0.5915 0.57683 0.000 0.588 0.000 0.248 0.056 0.108
#> T48_CT_E06 1 0.0909 0.66099 0.968 0.000 0.000 0.000 0.012 0.020
#> T48_CT_E07 1 0.2003 0.61941 0.884 0.000 0.000 0.000 0.116 0.000
#> T48_CT_E08 2 0.5778 0.45906 0.000 0.568 0.000 0.296 0.040 0.096
#> T48_CT_E10 1 0.3233 0.64350 0.832 0.004 0.000 0.000 0.104 0.060
#> T48_CT_E11 1 0.4580 0.28266 0.608 0.004 0.000 0.000 0.348 0.040
#> T48_CT_E12 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T48_CT_F01 2 0.5086 0.65636 0.000 0.700 0.000 0.112 0.044 0.144
#> T48_CT_F02 5 0.5864 0.46845 0.148 0.028 0.000 0.008 0.608 0.208
#> T48_CT_F03 6 0.7453 0.42706 0.228 0.156 0.000 0.000 0.236 0.380
#> T48_CT_F05 2 0.5596 -0.05186 0.008 0.516 0.000 0.012 0.080 0.384
#> T48_CT_F07 5 0.5548 0.31137 0.388 0.008 0.000 0.000 0.496 0.108
#> T48_CT_F09 2 0.6418 0.56259 0.000 0.548 0.000 0.228 0.084 0.140
#> T48_CT_F10 6 0.7048 0.50507 0.124 0.336 0.000 0.000 0.136 0.404
#> T48_CT_F11 1 0.3217 0.52311 0.768 0.000 0.000 0.000 0.224 0.008
#> T48_CT_G01 1 0.5981 0.41826 0.576 0.012 0.020 0.000 0.140 0.252
#> T48_CT_G02 4 0.6358 0.44197 0.000 0.240 0.000 0.544 0.068 0.148
#> T48_CT_G03 2 0.6797 0.28336 0.000 0.412 0.000 0.360 0.080 0.148
#> T48_CT_G07 2 0.4540 0.60651 0.000 0.744 0.000 0.056 0.048 0.152
#> T48_CT_G08 4 0.4626 0.67773 0.000 0.136 0.000 0.744 0.060 0.060
#> T48_CT_G09 4 0.3532 0.70210 0.000 0.044 0.000 0.828 0.092 0.036
#> T48_CT_G10 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T48_CT_G11 5 0.7656 0.06489 0.316 0.056 0.000 0.040 0.320 0.268
#> T48_CT_G12 2 0.5200 0.64836 0.000 0.668 0.000 0.212 0.044 0.076
#> T48_CT_H01 2 0.4713 0.48444 0.004 0.700 0.000 0.044 0.028 0.224
#> T48_CT_H02 4 0.5633 0.47388 0.016 0.044 0.000 0.608 0.284 0.048
#> T48_CT_H04 1 0.1757 0.65696 0.916 0.000 0.000 0.000 0.008 0.076
#> T48_CT_H05 2 0.3837 0.61854 0.000 0.784 0.000 0.068 0.008 0.140
#> T48_CT_H06 2 0.4909 0.66236 0.000 0.716 0.000 0.136 0.040 0.108
#> T48_CT_H07 5 0.8533 -0.06774 0.104 0.184 0.000 0.128 0.296 0.288
#> T48_CT_H08 4 0.3013 0.70387 0.000 0.064 0.000 0.864 0.028 0.044
#> T48_CT_H11 5 0.7016 0.42836 0.096 0.084 0.000 0.084 0.572 0.164
#> T48_CT_H12 2 0.6140 0.32008 0.000 0.448 0.000 0.400 0.040 0.112
#> T72_CT_A01 4 0.5237 0.65602 0.000 0.148 0.000 0.692 0.064 0.096
#> T72_CT_A05 4 0.1630 0.69976 0.000 0.016 0.000 0.940 0.024 0.020
#> T72_CT_A08 5 0.4770 0.35043 0.376 0.004 0.000 0.008 0.580 0.032
#> T72_CT_A09 4 0.1693 0.69787 0.000 0.020 0.000 0.936 0.032 0.012
#> T72_CT_A11 4 0.2277 0.70226 0.000 0.032 0.000 0.908 0.032 0.028
#> T72_CT_B01 4 0.2842 0.69997 0.000 0.084 0.000 0.868 0.028 0.020
#> T72_CT_B02 1 0.3714 0.34095 0.656 0.000 0.000 0.000 0.340 0.004
#> T72_CT_B03 5 0.5977 0.56681 0.196 0.000 0.000 0.200 0.572 0.032
#> T72_CT_B04 1 0.2697 0.55822 0.812 0.000 0.000 0.000 0.188 0.000
#> T72_CT_B05 4 0.3979 0.53390 0.000 0.008 0.000 0.708 0.264 0.020
#> T72_CT_B06 1 0.3789 0.35928 0.668 0.000 0.000 0.004 0.324 0.004
#> T72_CT_B08 3 0.2955 0.74850 0.000 0.000 0.816 0.172 0.008 0.004
#> T72_CT_B09 1 0.0603 0.66040 0.980 0.000 0.000 0.000 0.004 0.016
#> T72_CT_B11 5 0.5143 0.59285 0.232 0.004 0.000 0.084 0.660 0.020
#> T72_CT_B12 4 0.2629 0.70698 0.000 0.028 0.000 0.888 0.048 0.036
#> T72_CT_C04 4 0.3514 0.69952 0.000 0.096 0.000 0.828 0.036 0.040
#> T72_CT_C06 5 0.6047 0.56624 0.180 0.000 0.000 0.208 0.572 0.040
#> T72_CT_C07 4 0.2767 0.70421 0.000 0.028 0.000 0.880 0.044 0.048
#> T72_CT_C09 5 0.5498 0.54610 0.084 0.004 0.000 0.188 0.664 0.060
#> T72_CT_C11 3 0.0146 0.93266 0.000 0.000 0.996 0.004 0.000 0.000
#> T72_CT_D01 4 0.1821 0.70015 0.000 0.040 0.000 0.928 0.024 0.008
#> T72_CT_D03 1 0.5218 0.25426 0.628 0.000 0.000 0.204 0.164 0.004
#> T72_CT_D04 4 0.3161 0.70382 0.000 0.028 0.024 0.868 0.052 0.028
#> T72_CT_D05 5 0.4749 0.56125 0.268 0.000 0.000 0.068 0.656 0.008
#> T72_CT_D07 5 0.5648 0.49957 0.312 0.000 0.000 0.120 0.552 0.016
#> T72_CT_D10 4 0.3965 0.56744 0.000 0.008 0.000 0.720 0.248 0.024
#> T72_CT_D11 1 0.3023 0.51105 0.768 0.000 0.000 0.000 0.232 0.000
#> T72_CT_E04 5 0.5897 0.57807 0.248 0.008 0.000 0.052 0.604 0.088
#> T72_CT_E05 4 0.1838 0.70457 0.000 0.040 0.000 0.928 0.020 0.012
#> T72_CT_E07 4 0.7364 -0.06928 0.264 0.060 0.000 0.424 0.224 0.028
#> T72_CT_F01 4 0.2763 0.70650 0.000 0.028 0.000 0.880 0.052 0.040
#> T72_CT_F05 4 0.5243 0.59770 0.000 0.216 0.000 0.664 0.052 0.068
#> T72_CT_F07 5 0.4989 0.49185 0.312 0.000 0.000 0.020 0.616 0.052
#> T72_CT_F10 4 0.3119 0.70435 0.000 0.076 0.000 0.856 0.032 0.036
#> T72_CT_F11 4 0.3201 0.67745 0.000 0.028 0.084 0.856 0.016 0.016
#> T72_CT_G03 1 0.2527 0.57741 0.832 0.000 0.000 0.000 0.168 0.000
#> T72_CT_G04 1 0.3189 0.51243 0.760 0.000 0.000 0.000 0.236 0.004
#> T72_CT_G06 4 0.8856 -0.09814 0.016 0.264 0.108 0.304 0.116 0.192
#> T72_CT_G08 4 0.6425 0.48142 0.040 0.004 0.036 0.600 0.204 0.116
#> T72_CT_G10 4 0.4054 0.69790 0.000 0.104 0.000 0.792 0.060 0.044
#> T72_CT_G11 5 0.6189 0.56483 0.228 0.040 0.000 0.024 0.596 0.112
#> T72_CT_H01 4 0.3264 0.69740 0.000 0.080 0.000 0.844 0.020 0.056
#> T72_CT_H03 4 0.1798 0.70294 0.000 0.028 0.000 0.932 0.020 0.020
#> T72_CT_H05 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H08 3 0.0146 0.93388 0.000 0.000 0.996 0.000 0.000 0.004
#> T72_CT_H09 3 0.0000 0.93420 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H10 5 0.7281 0.40185 0.076 0.044 0.000 0.236 0.496 0.148
#> T72_CT_H11 5 0.5205 0.60203 0.220 0.004 0.000 0.096 0.660 0.020
#> T72_CT_H12 4 0.2477 0.70545 0.000 0.032 0.000 0.896 0.048 0.024
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> CV:skmeans 242 8.65e-06 7.71e-05 5.38e-20 2
#> CV:skmeans 256 7.06e-21 2.78e-23 9.05e-48 3
#> CV:skmeans 213 3.67e-23 2.96e-20 7.35e-41 4
#> CV:skmeans 175 6.31e-22 4.09e-18 1.23e-36 5
#> CV:skmeans 178 2.38e-24 1.68e-16 5.80e-34 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["CV", "pam"]
# you can also extract it by
# res = res_list["CV:pam"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'CV' method.
#> Subgroups are detected by 'pam' method.
#> Performed in total 1250 partitions by row resampling.
#> There is no best k.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.971 0.000 0.996 0.00917 1.000 1.000
#> 3 3 0.956 0.000 0.992 0.86949 1.000 1.000
#> 4 4 1.000 0.962 0.991 0.50392 0.985 0.985
#> 5 5 1.000 0.965 0.991 0.32561 0.985 0.985
#> 6 6 0.985 0.976 0.994 0.27441 0.986 0.985
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] NA
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0 NA 1.000
#> T0_CT_A03 2 0.0000 0 NA 1.000
#> T0_CT_A05 2 0.2236 0 NA 0.964
#> T0_CT_A06 2 0.0000 0 NA 1.000
#> T0_CT_A07 2 0.0000 0 NA 1.000
#> T0_CT_A08 2 0.0000 0 NA 1.000
#> T0_CT_A10 2 0.0000 0 NA 1.000
#> T0_CT_A11 2 0.0000 0 NA 1.000
#> T0_CT_B01 2 0.0000 0 NA 1.000
#> T0_CT_B03 2 0.0000 0 NA 1.000
#> T0_CT_B05 2 0.0000 0 NA 1.000
#> T0_CT_B07 2 0.0000 0 NA 1.000
#> T0_CT_B08 2 0.0000 0 NA 1.000
#> T0_CT_B09 2 0.0000 0 NA 1.000
#> T0_CT_C02 2 0.0376 0 NA 0.996
#> T0_CT_C03 2 0.0000 0 NA 1.000
#> T0_CT_C05 2 0.0000 0 NA 1.000
#> T0_CT_C06 2 0.0000 0 NA 1.000
#> T0_CT_C07 2 0.0000 0 NA 1.000
#> T0_CT_C08 2 0.0000 0 NA 1.000
#> T0_CT_C09 2 0.0000 0 NA 1.000
#> T0_CT_C11 2 0.0000 0 NA 1.000
#> T0_CT_C12 2 0.0000 0 NA 1.000
#> T0_CT_D01 2 0.0000 0 NA 1.000
#> T0_CT_D02 2 0.0000 0 NA 1.000
#> T0_CT_D03 2 0.0000 0 NA 1.000
#> T0_CT_D05 2 0.0000 0 NA 1.000
#> T0_CT_D06 2 0.0000 0 NA 1.000
#> T0_CT_D07 2 0.0000 0 NA 1.000
#> T0_CT_D08 2 0.0000 0 NA 1.000
#> T0_CT_D09 2 0.0000 0 NA 1.000
#> T0_CT_D11 2 0.0000 0 NA 1.000
#> T0_CT_D12 2 0.0000 0 NA 1.000
#> T0_CT_E01 2 0.2948 0 NA 0.948
#> T0_CT_E03 2 0.0000 0 NA 1.000
#> T0_CT_E04 2 0.0000 0 NA 1.000
#> T0_CT_E05 2 0.0000 0 NA 1.000
#> T0_CT_E06 2 0.0000 0 NA 1.000
#> T0_CT_E07 2 0.0000 0 NA 1.000
#> T0_CT_E08 2 0.0000 0 NA 1.000
#> T0_CT_E09 2 0.0000 0 NA 1.000
#> T0_CT_E10 2 0.0000 0 NA 1.000
#> T0_CT_E11 2 0.0000 0 NA 1.000
#> T0_CT_E12 2 0.0000 0 NA 1.000
#> T0_CT_F01 2 0.2948 0 NA 0.948
#> T0_CT_F02 2 0.0000 0 NA 1.000
#> T0_CT_F03 2 0.0000 0 NA 1.000
#> T0_CT_F04 2 0.0000 0 NA 1.000
#> T0_CT_F05 2 0.0000 0 NA 1.000
#> T0_CT_F06 2 0.0000 0 NA 1.000
#> T0_CT_F07 2 0.0000 0 NA 1.000
#> T0_CT_F09 2 0.0000 0 NA 1.000
#> T0_CT_F11 2 0.0000 0 NA 1.000
#> T0_CT_F12 2 0.0000 0 NA 1.000
#> T0_CT_G01 2 0.0000 0 NA 1.000
#> T0_CT_G02 2 0.0000 0 NA 1.000
#> T0_CT_G03 2 0.0000 0 NA 1.000
#> T0_CT_G04 2 0.0000 0 NA 1.000
#> T0_CT_G07 2 0.0000 0 NA 1.000
#> T0_CT_G08 2 0.0000 0 NA 1.000
#> T0_CT_G09 2 0.0000 0 NA 1.000
#> T0_CT_G11 2 0.0000 0 NA 1.000
#> T0_CT_H01 2 0.0000 0 NA 1.000
#> T0_CT_H02 2 0.0000 0 NA 1.000
#> T0_CT_H04 2 0.0000 0 NA 1.000
#> T0_CT_H05 2 0.0000 0 NA 1.000
#> T0_CT_H08 2 0.0000 0 NA 1.000
#> T0_CT_H09 2 0.0000 0 NA 1.000
#> T0_CT_H12 2 0.0000 0 NA 1.000
#> T24_CT_A01 2 0.0000 0 NA 1.000
#> T24_CT_A03 2 0.0000 0 NA 1.000
#> T24_CT_A04 2 0.0000 0 NA 1.000
#> T24_CT_A05 2 0.0000 0 NA 1.000
#> T24_CT_A07 2 0.0000 0 NA 1.000
#> T24_CT_A08 2 0.0000 0 NA 1.000
#> T24_CT_A09 2 0.0000 0 NA 1.000
#> T24_CT_A10 2 0.0000 0 NA 1.000
#> T24_CT_B01 2 0.0000 0 NA 1.000
#> T24_CT_B02 2 0.0000 0 NA 1.000
#> T24_CT_B03 2 0.0000 0 NA 1.000
#> T24_CT_B05 2 0.0000 0 NA 1.000
#> T24_CT_B06 2 0.0000 0 NA 1.000
#> T24_CT_B07 2 0.0000 0 NA 1.000
#> T24_CT_B08 2 0.0000 0 NA 1.000
#> T24_CT_B09 2 0.0000 0 NA 1.000
#> T24_CT_B11 2 0.0000 0 NA 1.000
#> T24_CT_C01 2 0.0000 0 NA 1.000
#> T24_CT_C02 2 0.0000 0 NA 1.000
#> T24_CT_C03 2 0.0000 0 NA 1.000
#> T24_CT_C05 2 0.0000 0 NA 1.000
#> T24_CT_C07 2 0.0000 0 NA 1.000
#> T24_CT_C08 2 0.0000 0 NA 1.000
#> T24_CT_C09 2 0.0000 0 NA 1.000
#> T24_CT_C10 2 0.0000 0 NA 1.000
#> T24_CT_C11 2 0.0000 0 NA 1.000
#> T24_CT_C12 2 0.0000 0 NA 1.000
#> T24_CT_D01 2 0.0000 0 NA 1.000
#> T24_CT_D02 2 0.0000 0 NA 1.000
#> T24_CT_D03 2 0.0000 0 NA 1.000
#> T24_CT_D04 2 0.0000 0 NA 1.000
#> T24_CT_D05 2 0.0000 0 NA 1.000
#> T24_CT_D06 2 0.0000 0 NA 1.000
#> T24_CT_D07 2 0.0000 0 NA 1.000
#> T24_CT_D08 2 0.0000 0 NA 1.000
#> T24_CT_D09 2 0.0000 0 NA 1.000
#> T24_CT_D10 2 0.0000 0 NA 1.000
#> T24_CT_D11 2 0.0000 0 NA 1.000
#> T24_CT_E01 2 0.0000 0 NA 1.000
#> T24_CT_E02 2 0.0000 0 NA 1.000
#> T24_CT_E04 2 0.0000 0 NA 1.000
#> T24_CT_E05 2 0.0376 0 NA 0.996
#> T24_CT_E07 2 0.0000 0 NA 1.000
#> T24_CT_E09 2 0.0000 0 NA 1.000
#> T24_CT_E11 2 0.0000 0 NA 1.000
#> T24_CT_E12 2 0.0000 0 NA 1.000
#> T24_CT_F01 2 0.0000 0 NA 1.000
#> T24_CT_F02 2 0.0000 0 NA 1.000
#> T24_CT_F03 2 0.0000 0 NA 1.000
#> T24_CT_F04 2 0.0000 0 NA 1.000
#> T24_CT_F05 2 0.0000 0 NA 1.000
#> T24_CT_F07 2 0.0000 0 NA 1.000
#> T24_CT_F08 2 0.0000 0 NA 1.000
#> T24_CT_F09 2 0.0000 0 NA 1.000
#> T24_CT_F10 2 0.0000 0 NA 1.000
#> T24_CT_F11 2 0.0000 0 NA 1.000
#> T24_CT_F12 2 0.0000 0 NA 1.000
#> T24_CT_G01 2 0.0000 0 NA 1.000
#> T24_CT_G02 2 0.0376 0 NA 0.996
#> T24_CT_G03 2 0.0000 0 NA 1.000
#> T24_CT_G04 2 0.0000 0 NA 1.000
#> T24_CT_G05 2 0.0000 0 NA 1.000
#> T24_CT_G06 2 0.0000 0 NA 1.000
#> T24_CT_G08 2 0.0000 0 NA 1.000
#> T24_CT_G10 2 0.0000 0 NA 1.000
#> T24_CT_G11 2 0.0000 0 NA 1.000
#> T24_CT_G12 2 0.0000 0 NA 1.000
#> T24_CT_H01 2 0.0000 0 NA 1.000
#> T24_CT_H02 2 0.0000 0 NA 1.000
#> T24_CT_H03 2 0.0000 0 NA 1.000
#> T24_CT_H05 2 0.0000 0 NA 1.000
#> T24_CT_H07 2 0.0000 0 NA 1.000
#> T24_CT_H09 2 0.0000 0 NA 1.000
#> T24_CT_H12 2 0.0000 0 NA 1.000
#> T48_CT_A01 2 0.0000 0 NA 1.000
#> T48_CT_A02 2 0.0000 0 NA 1.000
#> T48_CT_A03 2 0.0376 0 NA 0.996
#> T48_CT_A04 2 0.0000 0 NA 1.000
#> T48_CT_A05 2 0.0000 0 NA 1.000
#> T48_CT_A06 2 0.0376 0 NA 0.996
#> T48_CT_A07 2 0.0000 0 NA 1.000
#> T48_CT_A08 2 0.0000 0 NA 1.000
#> T48_CT_A09 2 0.0000 0 NA 1.000
#> T48_CT_A10 2 0.0000 0 NA 1.000
#> T48_CT_A11 2 0.0000 0 NA 1.000
#> T48_CT_A12 2 0.0000 0 NA 1.000
#> T48_CT_B01 2 0.0000 0 NA 1.000
#> T48_CT_B02 2 0.0000 0 NA 1.000
#> T48_CT_B03 2 0.0376 0 NA 0.996
#> T48_CT_B04 2 0.0376 0 NA 0.996
#> T48_CT_B06 2 0.0000 0 NA 1.000
#> T48_CT_B08 2 0.0000 0 NA 1.000
#> T48_CT_B10 2 0.0000 0 NA 1.000
#> T48_CT_B11 2 0.0000 0 NA 1.000
#> T48_CT_B12 2 0.0000 0 NA 1.000
#> T48_CT_C01 2 0.0000 0 NA 1.000
#> T48_CT_C02 2 0.0376 0 NA 0.996
#> T48_CT_C03 2 0.0000 0 NA 1.000
#> T48_CT_C04 2 0.0376 0 NA 0.996
#> T48_CT_C05 2 0.0000 0 NA 1.000
#> T48_CT_C06 2 0.0000 0 NA 1.000
#> T48_CT_C07 2 0.0000 0 NA 1.000
#> T48_CT_C09 2 0.0000 0 NA 1.000
#> T48_CT_C10 2 0.0000 0 NA 1.000
#> T48_CT_C11 2 0.0000 0 NA 1.000
#> T48_CT_D01 2 0.0000 0 NA 1.000
#> T48_CT_D02 2 0.0000 0 NA 1.000
#> T48_CT_D03 2 0.0000 0 NA 1.000
#> T48_CT_D04 2 0.0000 0 NA 1.000
#> T48_CT_D06 2 0.0000 0 NA 1.000
#> T48_CT_D07 2 0.0000 0 NA 1.000
#> T48_CT_D08 2 0.0000 0 NA 1.000
#> T48_CT_D09 2 0.0000 0 NA 1.000
#> T48_CT_D10 2 0.0000 0 NA 1.000
#> T48_CT_D11 2 0.0000 0 NA 1.000
#> T48_CT_D12 2 0.0376 0 NA 0.996
#> T48_CT_E01 2 0.0000 0 NA 1.000
#> T48_CT_E02 2 0.0000 0 NA 1.000
#> T48_CT_E03 2 0.0000 0 NA 1.000
#> T48_CT_E04 2 0.0000 0 NA 1.000
#> T48_CT_E05 2 0.0000 0 NA 1.000
#> T48_CT_E06 2 0.0376 0 NA 0.996
#> T48_CT_E07 2 0.0000 0 NA 1.000
#> T48_CT_E08 2 0.0000 0 NA 1.000
#> T48_CT_E10 2 0.0000 0 NA 1.000
#> T48_CT_E11 2 0.0000 0 NA 1.000
#> T48_CT_E12 2 0.0000 0 NA 1.000
#> T48_CT_F01 2 0.0000 0 NA 1.000
#> T48_CT_F02 2 0.0000 0 NA 1.000
#> T48_CT_F03 2 0.0000 0 NA 1.000
#> T48_CT_F05 2 0.0000 0 NA 1.000
#> T48_CT_F07 2 0.0000 0 NA 1.000
#> T48_CT_F09 2 0.0000 0 NA 1.000
#> T48_CT_F10 2 0.0000 0 NA 1.000
#> T48_CT_F11 2 0.0000 0 NA 1.000
#> T48_CT_G01 2 0.0000 0 NA 1.000
#> T48_CT_G02 2 0.0000 0 NA 1.000
#> T48_CT_G03 2 0.0000 0 NA 1.000
#> T48_CT_G07 2 0.0000 0 NA 1.000
#> T48_CT_G08 2 0.0000 0 NA 1.000
#> T48_CT_G09 2 0.0000 0 NA 1.000
#> T48_CT_G10 2 0.0000 0 NA 1.000
#> T48_CT_G11 2 0.0000 0 NA 1.000
#> T48_CT_G12 2 0.0000 0 NA 1.000
#> T48_CT_H01 2 0.0000 0 NA 1.000
#> T48_CT_H02 2 0.0000 0 NA 1.000
#> T48_CT_H04 2 0.0376 0 NA 0.996
#> T48_CT_H05 2 0.0000 0 NA 1.000
#> T48_CT_H06 2 0.0000 0 NA 1.000
#> T48_CT_H07 2 0.0000 0 NA 1.000
#> T48_CT_H08 2 0.0000 0 NA 1.000
#> T48_CT_H11 2 0.0000 0 NA 1.000
#> T48_CT_H12 2 0.0000 0 NA 1.000
#> T72_CT_A01 2 0.0000 0 NA 1.000
#> T72_CT_A05 2 0.0000 0 NA 1.000
#> T72_CT_A08 2 0.0000 0 NA 1.000
#> T72_CT_A09 2 0.6247 0 NA 0.844
#> T72_CT_A11 2 0.0000 0 NA 1.000
#> T72_CT_B01 2 0.0000 0 NA 1.000
#> T72_CT_B02 2 0.0000 0 NA 1.000
#> T72_CT_B03 2 0.0000 0 NA 1.000
#> T72_CT_B04 2 0.0376 0 NA 0.996
#> T72_CT_B05 2 0.8081 0 NA 0.752
#> T72_CT_B06 2 0.0376 0 NA 0.996
#> T72_CT_B08 2 0.0000 0 NA 1.000
#> T72_CT_B09 2 0.0376 0 NA 0.996
#> T72_CT_B11 2 0.0000 0 NA 1.000
#> T72_CT_B12 2 0.0000 0 NA 1.000
#> T72_CT_C04 2 0.0000 0 NA 1.000
#> T72_CT_C06 2 0.0000 0 NA 1.000
#> T72_CT_C07 2 0.0000 0 NA 1.000
#> T72_CT_C09 2 0.0000 0 NA 1.000
#> T72_CT_C11 2 0.8661 0 NA 0.712
#> T72_CT_D01 2 0.0000 0 NA 1.000
#> T72_CT_D03 2 0.0376 0 NA 0.996
#> T72_CT_D04 2 0.0000 0 NA 1.000
#> T72_CT_D05 2 0.0000 0 NA 1.000
#> T72_CT_D07 2 0.0000 0 NA 1.000
#> T72_CT_D10 2 0.7815 0 NA 0.768
#> T72_CT_D11 2 0.0000 0 NA 1.000
#> T72_CT_E04 2 0.0000 0 NA 1.000
#> T72_CT_E05 2 0.0000 0 NA 1.000
#> T72_CT_E07 2 0.0000 0 NA 1.000
#> T72_CT_F01 2 0.0000 0 NA 1.000
#> T72_CT_F05 2 0.0000 0 NA 1.000
#> T72_CT_F07 2 0.0000 0 NA 1.000
#> T72_CT_F10 2 0.0000 0 NA 1.000
#> T72_CT_F11 2 0.0000 0 NA 1.000
#> T72_CT_G03 2 0.0376 0 NA 0.996
#> T72_CT_G04 2 0.0000 0 NA 1.000
#> T72_CT_G06 2 0.0000 0 NA 1.000
#> T72_CT_G08 2 0.0000 0 NA 1.000
#> T72_CT_G10 2 0.0000 0 NA 1.000
#> T72_CT_G11 2 0.0000 0 NA 1.000
#> T72_CT_H01 2 0.0000 0 NA 1.000
#> T72_CT_H03 2 0.0000 0 NA 1.000
#> T72_CT_H05 2 0.0000 0 NA 1.000
#> T72_CT_H08 2 0.0000 0 NA 1.000
#> T72_CT_H09 2 0.0000 0 NA 1.000
#> T72_CT_H10 2 0.0000 0 NA 1.000
#> T72_CT_H11 2 0.0000 0 NA 1.000
#> T72_CT_H12 2 0.0000 0 NA 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 2 0.0000 0 NA 1.000 0.000
#> T0_CT_A03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_A05 2 0.2492 0 NA 0.936 0.048
#> T0_CT_A06 2 0.0000 0 NA 1.000 0.000
#> T0_CT_A07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_A08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_A10 2 0.0000 0 NA 1.000 0.000
#> T0_CT_A11 2 0.0000 0 NA 1.000 0.000
#> T0_CT_B01 2 0.0000 0 NA 1.000 0.000
#> T0_CT_B03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_B05 2 0.0000 0 NA 1.000 0.000
#> T0_CT_B07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_B08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_B09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C02 2 0.0237 0 NA 0.996 0.004
#> T0_CT_C03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C05 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C06 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C11 2 0.0000 0 NA 1.000 0.000
#> T0_CT_C12 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D01 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D02 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D05 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D06 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D11 2 0.0000 0 NA 1.000 0.000
#> T0_CT_D12 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E01 2 0.4194 0 NA 0.876 0.060
#> T0_CT_E03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E04 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E05 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E06 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E10 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E11 2 0.0000 0 NA 1.000 0.000
#> T0_CT_E12 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F01 2 0.4194 0 NA 0.876 0.060
#> T0_CT_F02 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F04 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F05 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F06 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F11 2 0.0000 0 NA 1.000 0.000
#> T0_CT_F12 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G01 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G02 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G03 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G04 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G07 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_G11 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H01 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H02 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H04 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H05 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H08 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H09 2 0.0000 0 NA 1.000 0.000
#> T0_CT_H12 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A04 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A08 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_A10 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B02 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B06 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B08 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_B11 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C02 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C08 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C10 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C11 2 0.0000 0 NA 1.000 0.000
#> T24_CT_C12 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D02 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D04 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D06 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D08 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D10 2 0.0000 0 NA 1.000 0.000
#> T24_CT_D11 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E02 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E04 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E05 2 0.0237 0 NA 0.996 0.000
#> T24_CT_E07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E11 2 0.0000 0 NA 1.000 0.000
#> T24_CT_E12 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F02 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F04 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F08 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F10 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F11 2 0.0000 0 NA 1.000 0.000
#> T24_CT_F12 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G02 2 0.0237 0 NA 0.996 0.000
#> T24_CT_G03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G04 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G06 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G08 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G10 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G11 2 0.0000 0 NA 1.000 0.000
#> T24_CT_G12 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H01 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H02 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H03 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H05 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H07 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H09 2 0.0000 0 NA 1.000 0.000
#> T24_CT_H12 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A03 2 0.0237 0 NA 0.996 0.000
#> T48_CT_A04 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A05 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A06 2 0.0237 0 NA 0.996 0.000
#> T48_CT_A07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A08 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A09 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_A12 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B03 2 0.0237 0 NA 0.996 0.000
#> T48_CT_B04 2 0.0237 0 NA 0.996 0.000
#> T48_CT_B06 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B08 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_B12 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C02 2 0.0237 0 NA 0.996 0.000
#> T48_CT_C03 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C04 2 0.0237 0 NA 0.996 0.000
#> T48_CT_C05 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C06 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C09 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_C11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D03 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D04 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D06 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D08 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D09 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_D12 2 0.0237 0 NA 0.996 0.000
#> T48_CT_E01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E03 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E04 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E05 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E06 2 0.0237 0 NA 0.996 0.000
#> T48_CT_E07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E08 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_E12 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F03 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F05 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F09 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_F11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G03 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G08 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G09 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G10 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_G12 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H01 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H02 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H04 2 0.0237 0 NA 0.996 0.000
#> T48_CT_H05 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H06 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H07 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H08 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H11 2 0.0000 0 NA 1.000 0.000
#> T48_CT_H12 2 0.0000 0 NA 1.000 0.000
#> T72_CT_A01 2 0.0000 0 NA 1.000 0.000
#> T72_CT_A05 2 0.0000 0 NA 1.000 0.000
#> T72_CT_A08 2 0.0000 0 NA 1.000 0.000
#> T72_CT_A09 2 0.6912 0 NA 0.628 0.344
#> T72_CT_A11 2 0.0000 0 NA 1.000 0.000
#> T72_CT_B01 2 0.0000 0 NA 1.000 0.000
#> T72_CT_B02 2 0.0000 0 NA 1.000 0.000
#> T72_CT_B03 2 0.0000 0 NA 1.000 0.000
#> T72_CT_B04 2 0.0237 0 NA 0.996 0.000
#> T72_CT_B05 2 0.6302 0 NA 0.520 0.000
#> T72_CT_B06 2 0.0237 0 NA 0.996 0.000
#> T72_CT_B08 2 0.0000 0 NA 1.000 0.000
#> T72_CT_B09 2 0.0237 0 NA 0.996 0.000
#> T72_CT_B11 2 0.0000 0 NA 1.000 0.000
#> T72_CT_B12 2 0.0000 0 NA 1.000 0.000
#> T72_CT_C04 2 0.0000 0 NA 1.000 0.000
#> T72_CT_C06 2 0.0000 0 NA 1.000 0.000
#> T72_CT_C07 2 0.0000 0 NA 1.000 0.000
#> T72_CT_C09 2 0.0000 0 NA 1.000 0.000
#> T72_CT_C11 2 0.8382 0 NA 0.492 0.084
#> T72_CT_D01 2 0.0000 0 NA 1.000 0.000
#> T72_CT_D03 2 0.0237 0 NA 0.996 0.000
#> T72_CT_D04 2 0.0000 0 NA 1.000 0.000
#> T72_CT_D05 2 0.0000 0 NA 1.000 0.000
#> T72_CT_D07 2 0.0000 0 NA 1.000 0.000
#> T72_CT_D10 2 0.6299 0 NA 0.524 0.476
#> T72_CT_D11 2 0.0000 0 NA 1.000 0.000
#> T72_CT_E04 2 0.0000 0 NA 1.000 0.000
#> T72_CT_E05 2 0.0000 0 NA 1.000 0.000
#> T72_CT_E07 2 0.0000 0 NA 1.000 0.000
#> T72_CT_F01 2 0.0000 0 NA 1.000 0.000
#> T72_CT_F05 2 0.0000 0 NA 1.000 0.000
#> T72_CT_F07 2 0.0000 0 NA 1.000 0.000
#> T72_CT_F10 2 0.0000 0 NA 1.000 0.000
#> T72_CT_F11 2 0.0000 0 NA 1.000 0.000
#> T72_CT_G03 2 0.0237 0 NA 0.996 0.000
#> T72_CT_G04 2 0.0000 0 NA 1.000 0.000
#> T72_CT_G06 2 0.0000 0 NA 1.000 0.000
#> T72_CT_G08 2 0.0000 0 NA 1.000 0.000
#> T72_CT_G10 2 0.0000 0 NA 1.000 0.000
#> T72_CT_G11 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H01 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H03 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H05 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H08 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H09 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H10 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H11 2 0.0000 0 NA 1.000 0.000
#> T72_CT_H12 2 0.0000 0 NA 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_A03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_A05 2 0.3842 0.677 NA 0.836 0.004 0.136
#> T0_CT_A06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_A07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_A08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_A10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_A11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_B01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_B03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_B05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_B07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_B08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_B09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C02 2 0.0336 0.978 NA 0.992 0.000 0.000
#> T0_CT_C03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_C12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_D12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E01 2 0.4744 0.237 NA 0.704 0.012 0.000
#> T0_CT_E03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_E12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F01 2 0.4744 0.237 NA 0.704 0.012 0.000
#> T0_CT_F02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_F12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_G11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T0_CT_H12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_A10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_B11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_C12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_D11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E05 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T24_CT_E07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_F12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G02 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T24_CT_G03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_G12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T24_CT_H12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A03 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_A04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A06 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_A07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_A12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B03 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_B04 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_B06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_B12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C02 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_C03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C04 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_C05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_D12 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_E01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E06 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_E07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_E12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_F11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H04 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T48_CT_H05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_A01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_A05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_A08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_A09 2 0.7709 -0.652 NA 0.484 0.008 0.188
#> T72_CT_A11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_B01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_B02 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_B03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_B04 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T72_CT_B05 4 0.4564 0.000 NA 0.328 0.000 0.672
#> T72_CT_B06 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T72_CT_B08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_B09 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T72_CT_B11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_C04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_C06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_C07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_C09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_C11 3 0.3569 0.000 NA 0.196 0.804 0.000
#> T72_CT_D01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_D03 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T72_CT_D04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_D05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_D07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_D10 2 0.7658 -0.797 NA 0.424 0.180 0.004
#> T72_CT_D11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_E04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_E07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_F01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_F05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_F07 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_F11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_G03 2 0.0188 0.984 NA 0.996 0.004 0.000
#> T72_CT_G04 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_G06 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_G08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_G10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_G11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H03 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H05 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H08 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H09 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H10 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H11 2 0.0000 0.989 NA 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.989 NA 1.000 0.000 0.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 2 0.4426 0.436 0.052 0.748 0.004 0.000 0.196
#> T0_CT_A06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 2 0.0451 0.976 0.008 0.988 0.000 0.000 0.004
#> T0_CT_C03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 2 0.7845 -0.487 0.124 0.528 0.028 0.216 0.104
#> T0_CT_E03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F01 2 0.7845 -0.487 0.124 0.528 0.028 0.216 0.104
#> T0_CT_F02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E05 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T24_CT_E07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G02 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T24_CT_G03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A03 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A06 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B03 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B04 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C02 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_C03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C04 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_C05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D12 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_E01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E06 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_E07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H04 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T48_CT_H05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A09 4 0.3242 0.000 0.000 0.216 0.000 0.784 0.000
#> T72_CT_A11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B02 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B04 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T72_CT_B05 1 0.2891 0.000 0.824 0.176 0.000 0.000 0.000
#> T72_CT_B06 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T72_CT_B08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B09 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T72_CT_B11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C09 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_C11 3 0.0880 0.000 0.000 0.032 0.968 0.000 0.000
#> T72_CT_D01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D03 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T72_CT_D04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D10 5 0.3837 0.000 0.000 0.308 0.000 0.000 0.692
#> T72_CT_D11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_E04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_E07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F07 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_F11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_G03 2 0.0162 0.988 0.000 0.996 0.000 0.000 0.004
#> T72_CT_G04 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_G08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_G10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_G11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H03 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H05 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H08 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H09 2 0.0290 0.982 0.000 0.992 0.000 0.000 0.008
#> T72_CT_H10 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H11 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.993 0.000 1.000 0.000 0.000 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A05 2 0.6401 -0.410 0.004 0.516 0.236 0.004 0.216 0.024
#> T0_CT_A06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_B01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_B03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_B05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_B07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_B08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_B09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C02 2 0.0363 0.982 0.000 0.988 0.012 0.000 0.000 0.000
#> T0_CT_C03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_D12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.3126 1.000 0.000 0.248 0.752 0.000 0.000 0.000
#> T0_CT_E03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_E12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F01 3 0.3126 1.000 0.000 0.248 0.752 0.000 0.000 0.000
#> T0_CT_F02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_F12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_G11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T0_CT_H12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E05 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T24_CT_E07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G02 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T24_CT_G03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 2 0.0508 0.976 0.000 0.984 0.004 0.000 0.012 0.000
#> T24_CT_H01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H12 2 0.0508 0.976 0.000 0.984 0.004 0.000 0.012 0.000
#> T48_CT_A01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A03 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A06 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B03 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B04 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C02 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_C03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C04 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_C05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D12 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E06 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G09 2 0.0146 0.992 0.000 0.996 0.004 0.000 0.000 0.000
#> T48_CT_G10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H04 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_H05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A09 1 0.0146 0.000 0.996 0.004 0.000 0.000 0.000 0.000
#> T72_CT_A11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B02 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B04 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T72_CT_B05 6 0.1141 0.000 0.000 0.052 0.000 0.000 0.000 0.948
#> T72_CT_B06 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T72_CT_B08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B09 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T72_CT_B11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_C04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_C06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_C07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_C09 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_C11 4 0.0146 0.000 0.000 0.004 0.000 0.996 0.000 0.000
#> T72_CT_D01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_D03 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T72_CT_D04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_D05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_D07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_D10 5 0.3101 0.000 0.000 0.244 0.000 0.000 0.756 0.000
#> T72_CT_D11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_E04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_E07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F05 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F07 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G03 2 0.0146 0.992 0.000 0.996 0.000 0.000 0.000 0.004
#> T72_CT_G04 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_H03 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_H05 2 0.0665 0.971 0.000 0.980 0.008 0.000 0.004 0.008
#> T72_CT_H08 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_H09 2 0.0820 0.960 0.000 0.972 0.000 0.000 0.012 0.016
#> T72_CT_H10 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_H11 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.997 0.000 1.000 0.000 0.000 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> CV:pam 0 NA NA NA 2
#> CV:pam 0 NA NA NA 3
#> CV:pam 265 NA NA NA 4
#> CV:pam 264 NA NA NA 5
#> CV:pam 266 0.118 0.108 0.173 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["CV", "mclust"]
# you can also extract it by
# res = res_list["CV:mclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'CV' method.
#> Subgroups are detected by 'mclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.931 0.948 0.978 0.3645 0.634 0.634
#> 3 3 0.660 0.767 0.900 0.7195 0.705 0.542
#> 4 4 0.583 0.690 0.804 0.1249 0.925 0.795
#> 5 5 0.635 0.670 0.803 0.0967 0.850 0.544
#> 6 6 0.623 0.575 0.733 0.0316 0.954 0.790
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.9493 0.000 1.000
#> T0_CT_A03 2 0.0000 0.9493 0.000 1.000
#> T0_CT_A05 2 0.0000 0.9493 0.000 1.000
#> T0_CT_A06 2 0.0000 0.9493 0.000 1.000
#> T0_CT_A07 2 0.0000 0.9493 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9851 1.000 0.000
#> T0_CT_A10 2 0.0000 0.9493 0.000 1.000
#> T0_CT_A11 1 0.0000 0.9851 1.000 0.000
#> T0_CT_B01 1 0.0000 0.9851 1.000 0.000
#> T0_CT_B03 2 0.0000 0.9493 0.000 1.000
#> T0_CT_B05 1 0.9754 0.2740 0.592 0.408
#> T0_CT_B07 2 0.6531 0.8026 0.168 0.832
#> T0_CT_B08 2 0.0000 0.9493 0.000 1.000
#> T0_CT_B09 2 0.0000 0.9493 0.000 1.000
#> T0_CT_C02 2 0.0000 0.9493 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9851 1.000 0.000
#> T0_CT_C05 1 0.5059 0.8664 0.888 0.112
#> T0_CT_C06 1 0.0000 0.9851 1.000 0.000
#> T0_CT_C07 2 0.4815 0.8689 0.104 0.896
#> T0_CT_C08 2 0.0000 0.9493 0.000 1.000
#> T0_CT_C09 1 0.9710 0.3038 0.600 0.400
#> T0_CT_C11 1 0.0000 0.9851 1.000 0.000
#> T0_CT_C12 2 0.0000 0.9493 0.000 1.000
#> T0_CT_D01 2 0.0000 0.9493 0.000 1.000
#> T0_CT_D02 2 0.6048 0.8250 0.148 0.852
#> T0_CT_D03 2 0.0000 0.9493 0.000 1.000
#> T0_CT_D05 1 0.3879 0.9091 0.924 0.076
#> T0_CT_D06 2 0.0000 0.9493 0.000 1.000
#> T0_CT_D07 2 0.3431 0.9029 0.064 0.936
#> T0_CT_D08 2 0.0000 0.9493 0.000 1.000
#> T0_CT_D09 2 0.7745 0.7189 0.228 0.772
#> T0_CT_D11 1 0.5294 0.8570 0.880 0.120
#> T0_CT_D12 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E01 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E03 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E04 1 0.4161 0.9001 0.916 0.084
#> T0_CT_E05 1 0.0000 0.9851 1.000 0.000
#> T0_CT_E06 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E07 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E08 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E09 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E10 1 0.0000 0.9851 1.000 0.000
#> T0_CT_E11 2 0.0000 0.9493 0.000 1.000
#> T0_CT_E12 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F01 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F02 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F03 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F04 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F05 2 0.4815 0.8690 0.104 0.896
#> T0_CT_F06 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F07 2 0.7376 0.7529 0.208 0.792
#> T0_CT_F09 1 0.5737 0.8358 0.864 0.136
#> T0_CT_F11 2 0.0000 0.9493 0.000 1.000
#> T0_CT_F12 2 0.0000 0.9493 0.000 1.000
#> T0_CT_G01 2 0.0000 0.9493 0.000 1.000
#> T0_CT_G02 1 0.6531 0.7901 0.832 0.168
#> T0_CT_G03 2 0.0000 0.9493 0.000 1.000
#> T0_CT_G04 2 0.0000 0.9493 0.000 1.000
#> T0_CT_G07 2 0.0000 0.9493 0.000 1.000
#> T0_CT_G08 2 0.0000 0.9493 0.000 1.000
#> T0_CT_G09 1 0.0672 0.9783 0.992 0.008
#> T0_CT_G11 1 0.1843 0.9597 0.972 0.028
#> T0_CT_H01 1 0.0376 0.9817 0.996 0.004
#> T0_CT_H02 2 1.0000 0.0681 0.496 0.504
#> T0_CT_H04 2 0.0000 0.9493 0.000 1.000
#> T0_CT_H05 1 0.0000 0.9851 1.000 0.000
#> T0_CT_H08 2 0.9170 0.5380 0.332 0.668
#> T0_CT_H09 1 0.0000 0.9851 1.000 0.000
#> T0_CT_H12 1 0.2236 0.9519 0.964 0.036
#> T24_CT_A01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_A03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_A04 1 0.0000 0.9851 1.000 0.000
#> T24_CT_A05 2 0.0000 0.9493 0.000 1.000
#> T24_CT_A07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_A08 1 0.0000 0.9851 1.000 0.000
#> T24_CT_A09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_A10 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B02 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B06 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B08 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_B11 2 0.0000 0.9493 0.000 1.000
#> T24_CT_C01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C02 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C08 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C10 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C11 1 0.0000 0.9851 1.000 0.000
#> T24_CT_C12 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D02 2 0.9775 0.3456 0.412 0.588
#> T24_CT_D03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D04 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D06 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D08 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_D10 1 0.4939 0.8720 0.892 0.108
#> T24_CT_D11 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E02 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E04 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E11 1 0.0000 0.9851 1.000 0.000
#> T24_CT_E12 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F02 1 0.0672 0.9783 0.992 0.008
#> T24_CT_F03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F04 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F08 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F10 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F11 1 0.0000 0.9851 1.000 0.000
#> T24_CT_F12 2 0.0000 0.9493 0.000 1.000
#> T24_CT_G01 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G02 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G04 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G06 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G08 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G10 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G11 1 0.0000 0.9851 1.000 0.000
#> T24_CT_G12 1 0.0000 0.9851 1.000 0.000
#> T24_CT_H01 2 0.0000 0.9493 0.000 1.000
#> T24_CT_H02 1 0.0000 0.9851 1.000 0.000
#> T24_CT_H03 1 0.0000 0.9851 1.000 0.000
#> T24_CT_H05 1 0.0000 0.9851 1.000 0.000
#> T24_CT_H07 1 0.0000 0.9851 1.000 0.000
#> T24_CT_H09 1 0.0000 0.9851 1.000 0.000
#> T24_CT_H12 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A03 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A04 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A05 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A06 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A07 2 0.0000 0.9493 0.000 1.000
#> T48_CT_A08 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A09 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A10 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_A12 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B03 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B04 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B06 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B08 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B10 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_B12 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C03 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C04 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C05 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C06 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C07 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C09 2 0.0938 0.9413 0.012 0.988
#> T48_CT_C10 1 0.0000 0.9851 1.000 0.000
#> T48_CT_C11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D03 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D04 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D06 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D07 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D08 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D09 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D10 1 0.0000 0.9851 1.000 0.000
#> T48_CT_D11 1 0.8499 0.6044 0.724 0.276
#> T48_CT_D12 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E03 1 0.5629 0.8410 0.868 0.132
#> T48_CT_E04 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E05 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E06 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E07 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E08 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E10 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_E12 2 0.0000 0.9493 0.000 1.000
#> T48_CT_F01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F03 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F05 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F07 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F09 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F10 1 0.0000 0.9851 1.000 0.000
#> T48_CT_F11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_G01 2 0.8144 0.6870 0.252 0.748
#> T48_CT_G02 1 0.0376 0.9817 0.996 0.004
#> T48_CT_G03 1 0.0000 0.9851 1.000 0.000
#> T48_CT_G07 1 0.0000 0.9851 1.000 0.000
#> T48_CT_G08 1 0.4298 0.8961 0.912 0.088
#> T48_CT_G09 1 0.0000 0.9851 1.000 0.000
#> T48_CT_G10 2 0.0000 0.9493 0.000 1.000
#> T48_CT_G11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_G12 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H01 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H02 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H04 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H05 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H06 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H07 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H08 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H11 1 0.0000 0.9851 1.000 0.000
#> T48_CT_H12 1 0.0000 0.9851 1.000 0.000
#> T72_CT_A01 1 0.0000 0.9851 1.000 0.000
#> T72_CT_A05 1 0.1414 0.9677 0.980 0.020
#> T72_CT_A08 1 0.0000 0.9851 1.000 0.000
#> T72_CT_A09 1 0.1184 0.9713 0.984 0.016
#> T72_CT_A11 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B01 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B02 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B03 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B04 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B05 1 0.1184 0.9713 0.984 0.016
#> T72_CT_B06 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B08 2 0.0000 0.9493 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B11 1 0.0000 0.9851 1.000 0.000
#> T72_CT_B12 1 0.0000 0.9851 1.000 0.000
#> T72_CT_C04 1 0.0000 0.9851 1.000 0.000
#> T72_CT_C06 1 0.0000 0.9851 1.000 0.000
#> T72_CT_C07 1 0.8955 0.5288 0.688 0.312
#> T72_CT_C09 1 0.0000 0.9851 1.000 0.000
#> T72_CT_C11 2 0.0000 0.9493 0.000 1.000
#> T72_CT_D01 1 0.0000 0.9851 1.000 0.000
#> T72_CT_D03 1 0.0000 0.9851 1.000 0.000
#> T72_CT_D04 2 0.9881 0.2612 0.436 0.564
#> T72_CT_D05 1 0.0000 0.9851 1.000 0.000
#> T72_CT_D07 1 0.0000 0.9851 1.000 0.000
#> T72_CT_D10 1 0.0938 0.9747 0.988 0.012
#> T72_CT_D11 1 0.0000 0.9851 1.000 0.000
#> T72_CT_E04 1 0.0000 0.9851 1.000 0.000
#> T72_CT_E05 1 0.0672 0.9783 0.992 0.008
#> T72_CT_E07 1 0.0000 0.9851 1.000 0.000
#> T72_CT_F01 1 0.0000 0.9851 1.000 0.000
#> T72_CT_F05 1 0.0000 0.9851 1.000 0.000
#> T72_CT_F07 1 0.0000 0.9851 1.000 0.000
#> T72_CT_F10 1 0.0000 0.9851 1.000 0.000
#> T72_CT_F11 2 0.0000 0.9493 0.000 1.000
#> T72_CT_G03 1 0.0000 0.9851 1.000 0.000
#> T72_CT_G04 1 0.0000 0.9851 1.000 0.000
#> T72_CT_G06 2 0.7056 0.7736 0.192 0.808
#> T72_CT_G08 1 0.8661 0.5804 0.712 0.288
#> T72_CT_G10 1 0.0000 0.9851 1.000 0.000
#> T72_CT_G11 1 0.0000 0.9851 1.000 0.000
#> T72_CT_H01 1 0.1414 0.9674 0.980 0.020
#> T72_CT_H03 1 0.0000 0.9851 1.000 0.000
#> T72_CT_H05 2 0.0000 0.9493 0.000 1.000
#> T72_CT_H08 2 0.0000 0.9493 0.000 1.000
#> T72_CT_H09 2 0.0000 0.9493 0.000 1.000
#> T72_CT_H10 1 0.0000 0.9851 1.000 0.000
#> T72_CT_H11 1 0.0000 0.9851 1.000 0.000
#> T72_CT_H12 1 0.0000 0.9851 1.000 0.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_A06 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_A07 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.8898 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_A11 1 0.4750 0.6837 0.784 0.216 0.000
#> T0_CT_B01 1 0.5098 0.6350 0.752 0.248 0.000
#> T0_CT_B03 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_B05 3 0.7610 0.6059 0.144 0.168 0.688
#> T0_CT_B07 3 0.4291 0.7615 0.000 0.180 0.820
#> T0_CT_B08 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_C03 1 0.0747 0.8786 0.984 0.000 0.016
#> T0_CT_C05 2 0.3784 0.7531 0.132 0.864 0.004
#> T0_CT_C06 1 0.4931 0.6868 0.784 0.212 0.004
#> T0_CT_C07 3 0.4575 0.7536 0.004 0.184 0.812
#> T0_CT_C08 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_C09 1 0.8542 0.4462 0.608 0.220 0.172
#> T0_CT_C11 2 0.3340 0.7636 0.120 0.880 0.000
#> T0_CT_C12 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_D01 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_D02 3 0.3482 0.8286 0.000 0.128 0.872
#> T0_CT_D03 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_D05 1 0.8907 0.3772 0.572 0.228 0.200
#> T0_CT_D06 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_D07 3 0.3619 0.8178 0.000 0.136 0.864
#> T0_CT_D08 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_D09 3 0.3619 0.8338 0.000 0.136 0.864
#> T0_CT_D11 2 0.3619 0.7496 0.136 0.864 0.000
#> T0_CT_D12 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_E03 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_E04 2 0.7213 0.5767 0.272 0.668 0.060
#> T0_CT_E05 1 0.2711 0.8317 0.912 0.088 0.000
#> T0_CT_E06 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_E07 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_E10 1 0.5529 0.5431 0.704 0.296 0.000
#> T0_CT_E11 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_E12 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_F01 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_F05 3 0.4062 0.7842 0.000 0.164 0.836
#> T0_CT_F06 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_F07 3 0.3499 0.8706 0.028 0.072 0.900
#> T0_CT_F09 2 0.3340 0.7604 0.120 0.880 0.000
#> T0_CT_F11 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_F12 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_G02 3 0.9103 0.1758 0.380 0.144 0.476
#> T0_CT_G03 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_G04 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.9434 0.000 0.000 1.000
#> T0_CT_G09 1 0.4473 0.7501 0.828 0.008 0.164
#> T0_CT_G11 1 0.8322 0.4878 0.628 0.212 0.160
#> T0_CT_H01 1 0.5365 0.6231 0.744 0.252 0.004
#> T0_CT_H02 2 0.7129 0.2313 0.028 0.580 0.392
#> T0_CT_H04 3 0.0237 0.9418 0.000 0.004 0.996
#> T0_CT_H05 1 0.4605 0.6997 0.796 0.204 0.000
#> T0_CT_H08 3 0.6096 0.6843 0.040 0.208 0.752
#> T0_CT_H09 1 0.6244 0.1604 0.560 0.440 0.000
#> T0_CT_H12 1 0.6201 0.6585 0.748 0.208 0.044
#> T24_CT_A01 1 0.4937 0.7589 0.824 0.148 0.028
#> T24_CT_A03 2 0.5760 0.5352 0.328 0.672 0.000
#> T24_CT_A04 2 0.1411 0.7962 0.036 0.964 0.000
#> T24_CT_A05 3 0.0000 0.9434 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_A10 1 0.0592 0.8844 0.988 0.012 0.000
#> T24_CT_B01 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_B03 1 0.6244 0.1436 0.560 0.440 0.000
#> T24_CT_B05 2 0.0237 0.7989 0.004 0.996 0.000
#> T24_CT_B06 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_B08 2 0.0424 0.7975 0.008 0.992 0.000
#> T24_CT_B09 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9434 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_C02 2 0.3879 0.7468 0.152 0.848 0.000
#> T24_CT_C03 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_C05 2 0.0237 0.7980 0.004 0.996 0.000
#> T24_CT_C07 2 0.4235 0.7162 0.176 0.824 0.000
#> T24_CT_C08 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_C09 2 0.6008 0.4499 0.372 0.628 0.000
#> T24_CT_C10 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_C11 1 0.4605 0.7005 0.796 0.204 0.000
#> T24_CT_C12 2 0.6205 0.5155 0.336 0.656 0.008
#> T24_CT_D01 2 0.0424 0.7975 0.008 0.992 0.000
#> T24_CT_D02 3 0.6195 0.5962 0.020 0.276 0.704
#> T24_CT_D03 2 0.0237 0.7980 0.004 0.996 0.000
#> T24_CT_D04 1 0.0237 0.8880 0.996 0.000 0.004
#> T24_CT_D05 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_D06 1 0.2261 0.8476 0.932 0.068 0.000
#> T24_CT_D07 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_D08 2 0.0237 0.7980 0.004 0.996 0.000
#> T24_CT_D09 2 0.2448 0.7833 0.076 0.924 0.000
#> T24_CT_D10 2 0.3715 0.7565 0.128 0.868 0.004
#> T24_CT_D11 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_E07 1 0.0747 0.8823 0.984 0.016 0.000
#> T24_CT_E09 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.7977 0.000 1.000 0.000
#> T24_CT_F02 2 0.3038 0.7721 0.104 0.896 0.000
#> T24_CT_F03 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_F04 1 0.3482 0.7933 0.872 0.128 0.000
#> T24_CT_F05 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_F09 2 0.2711 0.7815 0.088 0.912 0.000
#> T24_CT_F10 1 0.4654 0.6957 0.792 0.208 0.000
#> T24_CT_F11 1 0.1753 0.8623 0.952 0.048 0.000
#> T24_CT_F12 3 0.0000 0.9434 0.000 0.000 1.000
#> T24_CT_G01 2 0.0424 0.7991 0.008 0.992 0.000
#> T24_CT_G02 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_G04 2 0.6008 0.4587 0.372 0.628 0.000
#> T24_CT_G05 2 0.5138 0.6326 0.252 0.748 0.000
#> T24_CT_G06 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_G10 2 0.1832 0.7951 0.036 0.956 0.008
#> T24_CT_G11 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_G12 1 0.1031 0.8727 0.976 0.000 0.024
#> T24_CT_H01 3 0.0000 0.9434 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_H03 2 0.2066 0.7904 0.060 0.940 0.000
#> T24_CT_H05 1 0.2878 0.8245 0.904 0.096 0.000
#> T24_CT_H07 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.8898 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_A01 2 0.5968 0.4605 0.364 0.636 0.000
#> T48_CT_A02 2 0.0892 0.7994 0.020 0.980 0.000
#> T48_CT_A03 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_A05 1 0.5928 0.5428 0.696 0.296 0.008
#> T48_CT_A06 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9434 0.000 0.000 1.000
#> T48_CT_A08 2 0.6180 0.3560 0.416 0.584 0.000
#> T48_CT_A09 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_A11 2 0.0237 0.7990 0.004 0.996 0.000
#> T48_CT_A12 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_B01 2 0.0424 0.7975 0.008 0.992 0.000
#> T48_CT_B02 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_B06 2 0.0237 0.7980 0.004 0.996 0.000
#> T48_CT_B08 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_B12 1 0.4645 0.7351 0.816 0.176 0.008
#> T48_CT_C01 2 0.1031 0.7988 0.024 0.976 0.000
#> T48_CT_C02 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_C03 2 0.1289 0.7984 0.032 0.968 0.000
#> T48_CT_C04 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_C05 1 0.0237 0.8878 0.996 0.004 0.000
#> T48_CT_C06 2 0.6280 0.2424 0.460 0.540 0.000
#> T48_CT_C07 1 0.4235 0.7383 0.824 0.176 0.000
#> T48_CT_C09 3 0.0237 0.9418 0.000 0.004 0.996
#> T48_CT_C10 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_C11 2 0.0237 0.7990 0.004 0.996 0.000
#> T48_CT_D01 1 0.7874 0.3859 0.604 0.320 0.076
#> T48_CT_D02 1 0.1031 0.8778 0.976 0.024 0.000
#> T48_CT_D03 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_D04 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_D06 2 0.6302 0.1826 0.480 0.520 0.000
#> T48_CT_D07 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_D09 2 0.0424 0.7988 0.008 0.992 0.000
#> T48_CT_D10 1 0.1163 0.8756 0.972 0.028 0.000
#> T48_CT_D11 2 0.7703 0.5518 0.104 0.664 0.232
#> T48_CT_D12 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_E01 1 0.4249 0.8003 0.864 0.108 0.028
#> T48_CT_E02 1 0.0424 0.8863 0.992 0.008 0.000
#> T48_CT_E03 1 0.8378 0.3916 0.596 0.284 0.120
#> T48_CT_E04 1 0.1964 0.8569 0.944 0.056 0.000
#> T48_CT_E05 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_E08 2 0.1964 0.7904 0.056 0.944 0.000
#> T48_CT_E10 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.9434 0.000 0.000 1.000
#> T48_CT_F01 2 0.0237 0.7980 0.004 0.996 0.000
#> T48_CT_F02 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_F05 1 0.5529 0.5548 0.704 0.296 0.000
#> T48_CT_F07 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_F10 1 0.2796 0.8285 0.908 0.092 0.000
#> T48_CT_F11 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_G01 3 0.2772 0.8750 0.080 0.004 0.916
#> T48_CT_G02 1 0.6495 0.0181 0.536 0.460 0.004
#> T48_CT_G03 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_G07 2 0.0892 0.7991 0.020 0.980 0.000
#> T48_CT_G08 2 0.8747 0.2930 0.396 0.492 0.112
#> T48_CT_G09 1 0.6814 0.3331 0.608 0.372 0.020
#> T48_CT_G10 3 0.0000 0.9434 0.000 0.000 1.000
#> T48_CT_G11 1 0.0592 0.8843 0.988 0.012 0.000
#> T48_CT_G12 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_H01 2 0.0747 0.7998 0.016 0.984 0.000
#> T48_CT_H02 1 0.3752 0.7787 0.856 0.144 0.000
#> T48_CT_H04 1 0.0000 0.8898 1.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.7977 0.000 1.000 0.000
#> T48_CT_H07 1 0.4235 0.7381 0.824 0.176 0.000
#> T48_CT_H08 2 0.6295 0.2066 0.472 0.528 0.000
#> T48_CT_H11 1 0.2625 0.8351 0.916 0.084 0.000
#> T48_CT_H12 2 0.0000 0.7977 0.000 1.000 0.000
#> T72_CT_A01 1 0.4346 0.7302 0.816 0.184 0.000
#> T72_CT_A05 1 0.9221 0.1480 0.444 0.152 0.404
#> T72_CT_A08 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_A09 1 0.9496 0.1854 0.492 0.232 0.276
#> T72_CT_A11 2 0.6274 0.2522 0.456 0.544 0.000
#> T72_CT_B01 2 0.6500 0.2248 0.464 0.532 0.004
#> T72_CT_B02 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_B03 1 0.0237 0.8878 0.996 0.004 0.000
#> T72_CT_B04 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_B05 1 0.6333 0.5300 0.656 0.012 0.332
#> T72_CT_B06 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_B08 3 0.0237 0.9418 0.000 0.004 0.996
#> T72_CT_B09 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_B12 2 0.6307 0.1479 0.488 0.512 0.000
#> T72_CT_C04 2 0.6267 0.2631 0.452 0.548 0.000
#> T72_CT_C06 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_C07 3 0.7597 0.2810 0.048 0.384 0.568
#> T72_CT_C09 1 0.0237 0.8878 0.996 0.004 0.000
#> T72_CT_C11 3 0.0000 0.9434 0.000 0.000 1.000
#> T72_CT_D01 2 0.6274 0.2522 0.456 0.544 0.000
#> T72_CT_D03 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_D04 3 0.2116 0.9103 0.012 0.040 0.948
#> T72_CT_D05 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_D10 1 0.6282 0.5420 0.664 0.012 0.324
#> T72_CT_D11 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_E05 1 0.7915 -0.0945 0.488 0.456 0.056
#> T72_CT_E07 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_F01 2 0.6299 0.1885 0.476 0.524 0.000
#> T72_CT_F05 2 0.6295 0.2024 0.472 0.528 0.000
#> T72_CT_F07 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_F10 2 0.6274 0.2522 0.456 0.544 0.000
#> T72_CT_F11 3 0.0237 0.9418 0.000 0.004 0.996
#> T72_CT_G03 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_G06 3 0.5610 0.7123 0.028 0.196 0.776
#> T72_CT_G08 3 0.5764 0.7683 0.124 0.076 0.800
#> T72_CT_G10 2 0.6267 0.2619 0.452 0.548 0.000
#> T72_CT_G11 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_H01 1 0.6955 -0.1241 0.496 0.488 0.016
#> T72_CT_H03 2 0.6280 0.2407 0.460 0.540 0.000
#> T72_CT_H05 3 0.0000 0.9434 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.9434 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.9434 0.000 0.000 1.000
#> T72_CT_H10 1 0.1411 0.8704 0.964 0.036 0.000
#> T72_CT_H11 1 0.0000 0.8898 1.000 0.000 0.000
#> T72_CT_H12 2 0.6286 0.2291 0.464 0.536 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.1716 0.86217 0.000 0.000 0.936 0.064
#> T0_CT_A03 3 0.1118 0.86588 0.000 0.000 0.964 0.036
#> T0_CT_A05 3 0.1474 0.86347 0.000 0.000 0.948 0.052
#> T0_CT_A06 3 0.2216 0.84986 0.000 0.000 0.908 0.092
#> T0_CT_A07 3 0.0592 0.86805 0.000 0.000 0.984 0.016
#> T0_CT_A08 1 0.0921 0.81117 0.972 0.000 0.000 0.028
#> T0_CT_A10 3 0.1557 0.86194 0.000 0.000 0.944 0.056
#> T0_CT_A11 1 0.5750 0.64099 0.696 0.216 0.000 0.088
#> T0_CT_B01 1 0.7459 0.37961 0.528 0.268 0.004 0.200
#> T0_CT_B03 3 0.0817 0.86724 0.000 0.000 0.976 0.024
#> T0_CT_B05 3 0.7857 0.21485 0.036 0.112 0.460 0.392
#> T0_CT_B07 3 0.7194 0.33134 0.012 0.100 0.500 0.388
#> T0_CT_B08 3 0.1118 0.86652 0.000 0.000 0.964 0.036
#> T0_CT_B09 3 0.1211 0.86528 0.000 0.000 0.960 0.040
#> T0_CT_C02 3 0.1022 0.86633 0.000 0.000 0.968 0.032
#> T0_CT_C03 1 0.5694 0.72865 0.688 0.040 0.012 0.260
#> T0_CT_C05 2 0.5406 -0.13219 0.012 0.508 0.000 0.480
#> T0_CT_C06 1 0.7135 0.43343 0.488 0.116 0.004 0.392
#> T0_CT_C07 3 0.6755 0.42676 0.008 0.076 0.536 0.380
#> T0_CT_C08 3 0.0921 0.86743 0.000 0.000 0.972 0.028
#> T0_CT_C09 4 0.9359 0.03251 0.336 0.120 0.180 0.364
#> T0_CT_C11 2 0.5157 0.45636 0.028 0.688 0.000 0.284
#> T0_CT_C12 3 0.0592 0.86789 0.000 0.000 0.984 0.016
#> T0_CT_D01 3 0.3708 0.79861 0.000 0.020 0.832 0.148
#> T0_CT_D02 3 0.7072 0.37741 0.012 0.092 0.520 0.376
#> T0_CT_D03 3 0.1211 0.86611 0.000 0.000 0.960 0.040
#> T0_CT_D05 4 0.9667 0.23323 0.252 0.156 0.224 0.368
#> T0_CT_D06 3 0.1389 0.86493 0.000 0.000 0.952 0.048
#> T0_CT_D07 3 0.5809 0.64133 0.004 0.072 0.692 0.232
#> T0_CT_D08 3 0.0817 0.86834 0.000 0.000 0.976 0.024
#> T0_CT_D09 4 0.6887 0.38943 0.000 0.132 0.308 0.560
#> T0_CT_D11 2 0.5511 -0.15883 0.016 0.500 0.000 0.484
#> T0_CT_D12 3 0.1211 0.86541 0.000 0.000 0.960 0.040
#> T0_CT_E01 3 0.1474 0.86458 0.000 0.000 0.948 0.052
#> T0_CT_E03 3 0.2011 0.85521 0.000 0.000 0.920 0.080
#> T0_CT_E04 4 0.6819 0.43289 0.068 0.412 0.012 0.508
#> T0_CT_E05 1 0.5932 0.71037 0.680 0.096 0.000 0.224
#> T0_CT_E06 3 0.1716 0.86059 0.000 0.000 0.936 0.064
#> T0_CT_E07 3 0.1302 0.86388 0.000 0.000 0.956 0.044
#> T0_CT_E08 3 0.1302 0.86444 0.000 0.000 0.956 0.044
#> T0_CT_E09 3 0.1637 0.86144 0.000 0.000 0.940 0.060
#> T0_CT_E10 1 0.5720 0.53479 0.652 0.296 0.000 0.052
#> T0_CT_E11 3 0.1118 0.86507 0.000 0.000 0.964 0.036
#> T0_CT_E12 3 0.2654 0.84196 0.000 0.004 0.888 0.108
#> T0_CT_F01 3 0.0592 0.86807 0.000 0.000 0.984 0.016
#> T0_CT_F02 3 0.1022 0.86716 0.000 0.000 0.968 0.032
#> T0_CT_F03 3 0.1022 0.86633 0.000 0.000 0.968 0.032
#> T0_CT_F04 3 0.1211 0.86541 0.000 0.000 0.960 0.040
#> T0_CT_F05 3 0.6956 0.42106 0.008 0.104 0.560 0.328
#> T0_CT_F06 3 0.0469 0.86854 0.000 0.000 0.988 0.012
#> T0_CT_F07 3 0.7226 0.35246 0.016 0.096 0.512 0.376
#> T0_CT_F09 2 0.5543 0.03835 0.012 0.540 0.004 0.444
#> T0_CT_F11 3 0.2973 0.82125 0.000 0.000 0.856 0.144
#> T0_CT_F12 3 0.0817 0.86720 0.000 0.000 0.976 0.024
#> T0_CT_G01 3 0.0469 0.86777 0.000 0.000 0.988 0.012
#> T0_CT_G02 4 0.8791 -0.04133 0.120 0.100 0.376 0.404
#> T0_CT_G03 3 0.1637 0.86144 0.000 0.000 0.940 0.060
#> T0_CT_G04 3 0.1302 0.86513 0.000 0.000 0.956 0.044
#> T0_CT_G07 3 0.0592 0.86813 0.000 0.000 0.984 0.016
#> T0_CT_G08 3 0.1302 0.86513 0.000 0.000 0.956 0.044
#> T0_CT_G09 1 0.6767 0.63878 0.612 0.088 0.016 0.284
#> T0_CT_G11 4 0.9351 -0.00361 0.340 0.152 0.140 0.368
#> T0_CT_H01 1 0.8080 0.24857 0.456 0.220 0.016 0.308
#> T0_CT_H02 4 0.6078 0.55219 0.000 0.312 0.068 0.620
#> T0_CT_H04 3 0.2814 0.82967 0.000 0.000 0.868 0.132
#> T0_CT_H05 1 0.7155 0.49565 0.536 0.164 0.000 0.300
#> T0_CT_H08 3 0.7219 0.28752 0.012 0.100 0.484 0.404
#> T0_CT_H09 1 0.7603 0.23504 0.476 0.280 0.000 0.244
#> T0_CT_H12 1 0.8467 0.24177 0.412 0.124 0.068 0.396
#> T24_CT_A01 1 0.7933 0.44975 0.500 0.108 0.048 0.344
#> T24_CT_A03 2 0.5512 -0.26090 0.016 0.492 0.000 0.492
#> T24_CT_A04 2 0.4761 0.25174 0.000 0.628 0.000 0.372
#> T24_CT_A05 3 0.2081 0.86739 0.000 0.000 0.916 0.084
#> T24_CT_A07 2 0.0188 0.82182 0.000 0.996 0.000 0.004
#> T24_CT_A08 1 0.0817 0.81145 0.976 0.000 0.000 0.024
#> T24_CT_A09 1 0.3088 0.80738 0.864 0.008 0.000 0.128
#> T24_CT_A10 1 0.4994 0.76246 0.744 0.048 0.000 0.208
#> T24_CT_B01 1 0.5466 0.73945 0.712 0.068 0.000 0.220
#> T24_CT_B02 1 0.3695 0.79752 0.828 0.016 0.000 0.156
#> T24_CT_B03 4 0.7824 0.40313 0.336 0.264 0.000 0.400
#> T24_CT_B05 2 0.1209 0.81755 0.004 0.964 0.000 0.032
#> T24_CT_B06 2 0.0000 0.82043 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0469 0.81149 0.988 0.000 0.000 0.012
#> T24_CT_B08 2 0.1004 0.81428 0.004 0.972 0.000 0.024
#> T24_CT_B09 1 0.0469 0.81149 0.988 0.000 0.000 0.012
#> T24_CT_B11 3 0.1716 0.86097 0.000 0.000 0.936 0.064
#> T24_CT_C01 1 0.0707 0.81191 0.980 0.000 0.000 0.020
#> T24_CT_C02 2 0.2984 0.71006 0.084 0.888 0.000 0.028
#> T24_CT_C03 1 0.3925 0.79163 0.808 0.016 0.000 0.176
#> T24_CT_C05 2 0.1637 0.80206 0.000 0.940 0.000 0.060
#> T24_CT_C07 2 0.4897 0.36901 0.008 0.660 0.000 0.332
#> T24_CT_C08 2 0.0524 0.82417 0.004 0.988 0.000 0.008
#> T24_CT_C09 2 0.2915 0.73078 0.080 0.892 0.000 0.028
#> T24_CT_C10 1 0.3142 0.80897 0.860 0.008 0.000 0.132
#> T24_CT_C11 1 0.6757 0.58080 0.612 0.196 0.000 0.192
#> T24_CT_C12 2 0.5574 0.32435 0.048 0.668 0.000 0.284
#> T24_CT_D01 2 0.0376 0.82188 0.004 0.992 0.000 0.004
#> T24_CT_D02 4 0.7031 0.49974 0.000 0.224 0.200 0.576
#> T24_CT_D03 2 0.1398 0.81651 0.004 0.956 0.000 0.040
#> T24_CT_D04 1 0.2796 0.81790 0.892 0.016 0.000 0.092
#> T24_CT_D05 1 0.3280 0.81225 0.860 0.016 0.000 0.124
#> T24_CT_D06 1 0.5970 0.70277 0.668 0.088 0.000 0.244
#> T24_CT_D07 1 0.4728 0.76222 0.752 0.032 0.000 0.216
#> T24_CT_D08 2 0.1059 0.81929 0.012 0.972 0.000 0.016
#> T24_CT_D09 2 0.4792 0.41497 0.008 0.680 0.000 0.312
#> T24_CT_D10 2 0.5112 0.25760 0.008 0.608 0.000 0.384
#> T24_CT_D11 2 0.0592 0.82313 0.000 0.984 0.000 0.016
#> T24_CT_E01 1 0.1716 0.81793 0.936 0.000 0.000 0.064
#> T24_CT_E02 1 0.1716 0.81573 0.936 0.000 0.000 0.064
#> T24_CT_E04 2 0.0000 0.82043 0.000 1.000 0.000 0.000
#> T24_CT_E05 1 0.0817 0.80923 0.976 0.000 0.000 0.024
#> T24_CT_E07 1 0.4827 0.73623 0.784 0.092 0.000 0.124
#> T24_CT_E09 1 0.2737 0.81562 0.888 0.008 0.000 0.104
#> T24_CT_E11 1 0.1792 0.81573 0.932 0.000 0.000 0.068
#> T24_CT_E12 2 0.0000 0.82043 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.82043 0.000 1.000 0.000 0.000
#> T24_CT_F02 2 0.5268 -0.06210 0.008 0.540 0.000 0.452
#> T24_CT_F03 1 0.2773 0.80853 0.880 0.004 0.000 0.116
#> T24_CT_F04 1 0.5848 0.71546 0.684 0.088 0.000 0.228
#> T24_CT_F05 1 0.3271 0.80515 0.856 0.012 0.000 0.132
#> T24_CT_F07 1 0.4290 0.77107 0.772 0.016 0.000 0.212
#> T24_CT_F08 1 0.2918 0.81183 0.876 0.008 0.000 0.116
#> T24_CT_F09 2 0.4535 0.56380 0.016 0.744 0.000 0.240
#> T24_CT_F10 1 0.7047 0.52107 0.624 0.192 0.016 0.168
#> T24_CT_F11 1 0.5576 0.74836 0.720 0.096 0.000 0.184
#> T24_CT_F12 3 0.1716 0.86217 0.000 0.000 0.936 0.064
#> T24_CT_G01 2 0.1474 0.80710 0.000 0.948 0.000 0.052
#> T24_CT_G02 1 0.0469 0.81094 0.988 0.000 0.000 0.012
#> T24_CT_G03 1 0.2408 0.81369 0.896 0.000 0.000 0.104
#> T24_CT_G04 4 0.7647 0.40701 0.208 0.388 0.000 0.404
#> T24_CT_G05 2 0.4985 0.54944 0.152 0.768 0.000 0.080
#> T24_CT_G06 1 0.0817 0.81527 0.976 0.000 0.000 0.024
#> T24_CT_G08 1 0.4426 0.77509 0.772 0.024 0.000 0.204
#> T24_CT_G10 2 0.2197 0.79178 0.024 0.928 0.000 0.048
#> T24_CT_G11 1 0.0707 0.81285 0.980 0.000 0.000 0.020
#> T24_CT_G12 1 0.6286 0.68453 0.648 0.060 0.016 0.276
#> T24_CT_H01 3 0.1389 0.86408 0.000 0.000 0.952 0.048
#> T24_CT_H02 1 0.3925 0.78941 0.808 0.016 0.000 0.176
#> T24_CT_H03 2 0.3842 0.62217 0.128 0.836 0.000 0.036
#> T24_CT_H05 1 0.5655 0.73115 0.704 0.084 0.000 0.212
#> T24_CT_H07 1 0.4633 0.77991 0.780 0.048 0.000 0.172
#> T24_CT_H09 1 0.1489 0.81950 0.952 0.004 0.000 0.044
#> T24_CT_H12 1 0.3351 0.79891 0.844 0.008 0.000 0.148
#> T48_CT_A01 2 0.5256 0.14593 0.012 0.596 0.000 0.392
#> T48_CT_A02 2 0.1118 0.81833 0.000 0.964 0.000 0.036
#> T48_CT_A03 1 0.0817 0.81145 0.976 0.000 0.000 0.024
#> T48_CT_A04 2 0.0707 0.82274 0.000 0.980 0.000 0.020
#> T48_CT_A05 1 0.7413 0.25860 0.516 0.232 0.000 0.252
#> T48_CT_A06 1 0.0817 0.81145 0.976 0.000 0.000 0.024
#> T48_CT_A07 3 0.1118 0.86652 0.000 0.000 0.964 0.036
#> T48_CT_A08 4 0.6360 0.48604 0.064 0.420 0.000 0.516
#> T48_CT_A09 1 0.1398 0.80675 0.956 0.004 0.000 0.040
#> T48_CT_A10 2 0.0336 0.82328 0.000 0.992 0.000 0.008
#> T48_CT_A11 2 0.0592 0.82421 0.000 0.984 0.000 0.016
#> T48_CT_A12 1 0.2281 0.81607 0.904 0.000 0.000 0.096
#> T48_CT_B01 2 0.0469 0.81416 0.012 0.988 0.000 0.000
#> T48_CT_B02 2 0.0376 0.82187 0.004 0.992 0.000 0.004
#> T48_CT_B03 1 0.0817 0.81145 0.976 0.000 0.000 0.024
#> T48_CT_B04 1 0.0592 0.81044 0.984 0.000 0.000 0.016
#> T48_CT_B06 2 0.0524 0.82282 0.004 0.988 0.000 0.008
#> T48_CT_B08 1 0.0921 0.81487 0.972 0.000 0.000 0.028
#> T48_CT_B10 2 0.0707 0.82109 0.000 0.980 0.000 0.020
#> T48_CT_B11 2 0.0921 0.82252 0.000 0.972 0.000 0.028
#> T48_CT_B12 1 0.7106 0.61182 0.632 0.172 0.024 0.172
#> T48_CT_C01 2 0.3984 0.70295 0.040 0.828 0.000 0.132
#> T48_CT_C02 1 0.0921 0.80827 0.972 0.000 0.000 0.028
#> T48_CT_C03 2 0.2089 0.79918 0.020 0.932 0.000 0.048
#> T48_CT_C04 1 0.0469 0.81149 0.988 0.000 0.000 0.012
#> T48_CT_C05 1 0.4356 0.73894 0.804 0.048 0.000 0.148
#> T48_CT_C06 4 0.6433 0.66633 0.084 0.300 0.004 0.612
#> T48_CT_C07 1 0.6049 0.70876 0.680 0.120 0.000 0.200
#> T48_CT_C09 3 0.5322 0.59672 0.000 0.028 0.660 0.312
#> T48_CT_C10 1 0.0817 0.80924 0.976 0.000 0.000 0.024
#> T48_CT_C11 2 0.0592 0.82364 0.000 0.984 0.000 0.016
#> T48_CT_D01 1 0.8621 0.22152 0.468 0.272 0.056 0.204
#> T48_CT_D02 1 0.5432 0.74337 0.716 0.068 0.000 0.216
#> T48_CT_D03 1 0.1792 0.81791 0.932 0.000 0.000 0.068
#> T48_CT_D04 1 0.2662 0.82036 0.900 0.016 0.000 0.084
#> T48_CT_D06 4 0.6483 0.64881 0.092 0.324 0.000 0.584
#> T48_CT_D07 2 0.0524 0.82365 0.004 0.988 0.000 0.008
#> T48_CT_D08 1 0.2593 0.81303 0.892 0.004 0.000 0.104
#> T48_CT_D09 2 0.1724 0.81355 0.020 0.948 0.000 0.032
#> T48_CT_D10 1 0.6129 0.69461 0.652 0.076 0.004 0.268
#> T48_CT_D11 4 0.6556 0.55646 0.020 0.336 0.052 0.592
#> T48_CT_D12 1 0.0592 0.81044 0.984 0.000 0.000 0.016
#> T48_CT_E01 1 0.5416 0.67677 0.740 0.112 0.000 0.148
#> T48_CT_E02 1 0.5148 0.75700 0.736 0.056 0.000 0.208
#> T48_CT_E03 1 0.9087 -0.15267 0.396 0.224 0.076 0.304
#> T48_CT_E04 1 0.5375 0.70923 0.744 0.116 0.000 0.140
#> T48_CT_E05 2 0.0188 0.82182 0.000 0.996 0.000 0.004
#> T48_CT_E06 1 0.0592 0.81113 0.984 0.000 0.000 0.016
#> T48_CT_E07 1 0.0921 0.81066 0.972 0.000 0.000 0.028
#> T48_CT_E08 2 0.4175 0.61689 0.012 0.776 0.000 0.212
#> T48_CT_E10 1 0.1398 0.81806 0.956 0.004 0.000 0.040
#> T48_CT_E11 1 0.0817 0.81623 0.976 0.000 0.000 0.024
#> T48_CT_E12 3 0.1474 0.86697 0.000 0.000 0.948 0.052
#> T48_CT_F01 2 0.0657 0.82281 0.004 0.984 0.000 0.012
#> T48_CT_F02 1 0.3577 0.80885 0.832 0.012 0.000 0.156
#> T48_CT_F03 1 0.3937 0.78422 0.800 0.012 0.000 0.188
#> T48_CT_F05 1 0.6033 0.51263 0.620 0.316 0.000 0.064
#> T48_CT_F07 1 0.2888 0.81102 0.872 0.004 0.000 0.124
#> T48_CT_F09 2 0.1004 0.82386 0.004 0.972 0.000 0.024
#> T48_CT_F10 1 0.6352 0.66100 0.632 0.108 0.000 0.260
#> T48_CT_F11 1 0.1211 0.80618 0.960 0.000 0.000 0.040
#> T48_CT_G01 3 0.7734 0.36776 0.048 0.092 0.520 0.340
#> T48_CT_G02 4 0.6516 0.61976 0.092 0.332 0.000 0.576
#> T48_CT_G03 2 0.1211 0.81824 0.000 0.960 0.000 0.040
#> T48_CT_G07 2 0.1970 0.76773 0.060 0.932 0.000 0.008
#> T48_CT_G08 4 0.6183 0.58667 0.012 0.332 0.044 0.612
#> T48_CT_G09 1 0.7621 -0.07999 0.444 0.212 0.000 0.344
#> T48_CT_G10 3 0.1716 0.86097 0.000 0.000 0.936 0.064
#> T48_CT_G11 1 0.5136 0.76412 0.728 0.048 0.000 0.224
#> T48_CT_G12 2 0.0188 0.81938 0.004 0.996 0.000 0.000
#> T48_CT_H01 2 0.1411 0.81407 0.020 0.960 0.000 0.020
#> T48_CT_H02 1 0.6037 0.62005 0.688 0.152 0.000 0.160
#> T48_CT_H04 1 0.0921 0.80827 0.972 0.000 0.000 0.028
#> T48_CT_H05 2 0.0336 0.82260 0.000 0.992 0.000 0.008
#> T48_CT_H06 2 0.0524 0.81908 0.008 0.988 0.000 0.004
#> T48_CT_H07 1 0.6149 0.68086 0.676 0.144 0.000 0.180
#> T48_CT_H08 4 0.5807 0.65694 0.052 0.312 0.000 0.636
#> T48_CT_H11 1 0.5369 0.74366 0.744 0.112 0.000 0.144
#> T48_CT_H12 2 0.0707 0.82264 0.000 0.980 0.000 0.020
#> T72_CT_A01 1 0.6957 0.43215 0.580 0.172 0.000 0.248
#> T72_CT_A05 4 0.7608 0.56091 0.156 0.116 0.096 0.632
#> T72_CT_A08 1 0.1576 0.81548 0.948 0.004 0.000 0.048
#> T72_CT_A09 4 0.7777 0.50455 0.296 0.088 0.064 0.552
#> T72_CT_A11 4 0.6016 0.66669 0.068 0.300 0.000 0.632
#> T72_CT_B01 4 0.6040 0.67502 0.080 0.272 0.000 0.648
#> T72_CT_B02 1 0.1302 0.80505 0.956 0.000 0.000 0.044
#> T72_CT_B03 1 0.3149 0.78683 0.880 0.032 0.000 0.088
#> T72_CT_B04 1 0.1211 0.80618 0.960 0.000 0.000 0.040
#> T72_CT_B05 1 0.6241 0.68239 0.732 0.080 0.064 0.124
#> T72_CT_B06 1 0.1302 0.80505 0.956 0.000 0.000 0.044
#> T72_CT_B08 3 0.2011 0.85741 0.000 0.000 0.920 0.080
#> T72_CT_B09 1 0.0469 0.81149 0.988 0.000 0.000 0.012
#> T72_CT_B11 1 0.1722 0.80818 0.944 0.008 0.000 0.048
#> T72_CT_B12 4 0.6189 0.67406 0.092 0.268 0.000 0.640
#> T72_CT_C04 4 0.5812 0.63983 0.048 0.328 0.000 0.624
#> T72_CT_C06 1 0.2048 0.80465 0.928 0.008 0.000 0.064
#> T72_CT_C07 4 0.6423 0.59944 0.004 0.252 0.104 0.640
#> T72_CT_C09 1 0.4015 0.77837 0.832 0.052 0.000 0.116
#> T72_CT_C11 3 0.1716 0.86507 0.000 0.000 0.936 0.064
#> T72_CT_D01 4 0.6098 0.67122 0.076 0.292 0.000 0.632
#> T72_CT_D03 1 0.1576 0.80535 0.948 0.004 0.000 0.048
#> T72_CT_D04 3 0.6610 0.08555 0.000 0.080 0.468 0.452
#> T72_CT_D05 1 0.1576 0.80535 0.948 0.004 0.000 0.048
#> T72_CT_D07 1 0.1807 0.80656 0.940 0.008 0.000 0.052
#> T72_CT_D10 1 0.6096 0.68871 0.740 0.080 0.056 0.124
#> T72_CT_D11 1 0.1302 0.80505 0.956 0.000 0.000 0.044
#> T72_CT_E04 1 0.2334 0.81891 0.908 0.004 0.000 0.088
#> T72_CT_E05 4 0.6129 0.67743 0.076 0.268 0.004 0.652
#> T72_CT_E07 1 0.3307 0.77846 0.868 0.028 0.000 0.104
#> T72_CT_F01 4 0.6648 0.67156 0.096 0.284 0.008 0.612
#> T72_CT_F05 4 0.6664 0.64812 0.112 0.308 0.000 0.580
#> T72_CT_F07 1 0.2271 0.81744 0.916 0.008 0.000 0.076
#> T72_CT_F10 4 0.6071 0.64994 0.064 0.324 0.000 0.612
#> T72_CT_F11 3 0.4744 0.66482 0.000 0.012 0.704 0.284
#> T72_CT_G03 1 0.1211 0.80649 0.960 0.000 0.000 0.040
#> T72_CT_G04 1 0.1118 0.80697 0.964 0.000 0.000 0.036
#> T72_CT_G06 3 0.7372 0.29017 0.012 0.120 0.500 0.368
#> T72_CT_G08 3 0.8593 0.25891 0.112 0.120 0.512 0.256
#> T72_CT_G10 4 0.5762 0.60547 0.040 0.352 0.000 0.608
#> T72_CT_G11 1 0.3196 0.81442 0.856 0.008 0.000 0.136
#> T72_CT_H01 4 0.6116 0.65450 0.052 0.312 0.008 0.628
#> T72_CT_H03 4 0.5994 0.66972 0.068 0.296 0.000 0.636
#> T72_CT_H05 3 0.1637 0.86462 0.000 0.000 0.940 0.060
#> T72_CT_H08 3 0.1792 0.86303 0.000 0.000 0.932 0.068
#> T72_CT_H09 3 0.1716 0.86097 0.000 0.000 0.936 0.064
#> T72_CT_H10 1 0.4890 0.76535 0.776 0.080 0.000 0.144
#> T72_CT_H11 1 0.1938 0.81452 0.936 0.012 0.000 0.052
#> T72_CT_H12 4 0.5861 0.66705 0.060 0.296 0.000 0.644
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.1364 0.9078 0.000 0.000 0.952 0.012 0.036
#> T0_CT_A03 3 0.0510 0.9100 0.000 0.000 0.984 0.000 0.016
#> T0_CT_A05 3 0.1818 0.8936 0.000 0.000 0.932 0.024 0.044
#> T0_CT_A06 3 0.2264 0.8811 0.000 0.004 0.912 0.024 0.060
#> T0_CT_A07 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.2329 0.7181 0.876 0.000 0.000 0.000 0.124
#> T0_CT_A10 3 0.1012 0.9075 0.000 0.000 0.968 0.012 0.020
#> T0_CT_A11 1 0.6732 0.3609 0.548 0.128 0.004 0.032 0.288
#> T0_CT_B01 5 0.5156 0.5656 0.060 0.220 0.000 0.020 0.700
#> T0_CT_B03 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 5 0.6299 0.4461 0.072 0.012 0.168 0.080 0.668
#> T0_CT_B07 5 0.6677 0.2750 0.028 0.016 0.296 0.096 0.564
#> T0_CT_B08 3 0.0324 0.9119 0.000 0.000 0.992 0.004 0.004
#> T0_CT_B09 3 0.0510 0.9100 0.000 0.000 0.984 0.000 0.016
#> T0_CT_C02 3 0.0162 0.9117 0.000 0.000 0.996 0.000 0.004
#> T0_CT_C03 5 0.4169 0.6174 0.240 0.000 0.000 0.028 0.732
#> T0_CT_C05 2 0.5689 0.5737 0.016 0.668 0.000 0.136 0.180
#> T0_CT_C06 5 0.3636 0.6587 0.072 0.032 0.000 0.048 0.848
#> T0_CT_C07 5 0.6541 0.0199 0.008 0.020 0.388 0.092 0.492
#> T0_CT_C08 3 0.0451 0.9115 0.000 0.000 0.988 0.008 0.004
#> T0_CT_C09 5 0.6560 0.5996 0.076 0.048 0.080 0.116 0.680
#> T0_CT_C11 2 0.5093 0.6224 0.000 0.696 0.000 0.180 0.124
#> T0_CT_C12 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.3266 0.8369 0.000 0.008 0.852 0.108 0.032
#> T0_CT_D02 5 0.6642 0.2471 0.024 0.020 0.308 0.088 0.560
#> T0_CT_D03 3 0.0324 0.9119 0.000 0.000 0.992 0.004 0.004
#> T0_CT_D05 5 0.5455 0.5825 0.040 0.092 0.040 0.072 0.756
#> T0_CT_D06 3 0.0451 0.9109 0.000 0.000 0.988 0.004 0.008
#> T0_CT_D07 3 0.5569 0.6363 0.008 0.024 0.680 0.060 0.228
#> T0_CT_D08 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D09 3 0.7444 0.2666 0.020 0.116 0.524 0.276 0.064
#> T0_CT_D11 2 0.5469 0.5960 0.008 0.680 0.000 0.148 0.164
#> T0_CT_D12 3 0.0162 0.9117 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E01 3 0.0451 0.9123 0.000 0.000 0.988 0.008 0.004
#> T0_CT_E03 3 0.1626 0.8952 0.000 0.000 0.940 0.016 0.044
#> T0_CT_E04 2 0.7349 0.2825 0.044 0.508 0.008 0.192 0.248
#> T0_CT_E05 5 0.3404 0.6731 0.124 0.024 0.000 0.012 0.840
#> T0_CT_E06 3 0.1018 0.9070 0.000 0.000 0.968 0.016 0.016
#> T0_CT_E07 3 0.0693 0.9099 0.000 0.000 0.980 0.012 0.008
#> T0_CT_E08 3 0.0162 0.9117 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E09 3 0.1106 0.9062 0.000 0.000 0.964 0.012 0.024
#> T0_CT_E10 1 0.6983 0.2243 0.500 0.164 0.000 0.036 0.300
#> T0_CT_E11 3 0.0324 0.9113 0.000 0.000 0.992 0.004 0.004
#> T0_CT_E12 3 0.2707 0.8644 0.000 0.008 0.888 0.024 0.080
#> T0_CT_F01 3 0.0290 0.9119 0.000 0.000 0.992 0.008 0.000
#> T0_CT_F02 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0162 0.9117 0.000 0.000 0.996 0.000 0.004
#> T0_CT_F04 3 0.0162 0.9117 0.000 0.000 0.996 0.000 0.004
#> T0_CT_F05 3 0.6648 0.3348 0.000 0.036 0.512 0.108 0.344
#> T0_CT_F06 3 0.0290 0.9119 0.000 0.000 0.992 0.008 0.000
#> T0_CT_F07 5 0.6674 0.2578 0.032 0.008 0.304 0.104 0.552
#> T0_CT_F09 2 0.5819 0.5705 0.008 0.652 0.004 0.148 0.188
#> T0_CT_F11 3 0.3073 0.8364 0.000 0.004 0.856 0.024 0.116
#> T0_CT_F12 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.4717 0.6004 0.100 0.008 0.036 0.068 0.788
#> T0_CT_G03 3 0.1018 0.9070 0.000 0.000 0.968 0.016 0.016
#> T0_CT_G04 3 0.0324 0.9113 0.000 0.000 0.992 0.004 0.004
#> T0_CT_G07 3 0.0000 0.9118 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.0324 0.9113 0.000 0.000 0.992 0.004 0.004
#> T0_CT_G09 5 0.5294 0.5964 0.244 0.000 0.004 0.088 0.664
#> T0_CT_G11 5 0.4697 0.6195 0.040 0.060 0.028 0.068 0.804
#> T0_CT_H01 5 0.4654 0.6251 0.056 0.104 0.000 0.056 0.784
#> T0_CT_H02 2 0.8213 0.1713 0.020 0.476 0.128 0.172 0.204
#> T0_CT_H04 3 0.3160 0.8336 0.000 0.004 0.852 0.028 0.116
#> T0_CT_H05 5 0.3877 0.6500 0.060 0.088 0.004 0.016 0.832
#> T0_CT_H08 5 0.6527 0.3537 0.032 0.024 0.228 0.092 0.624
#> T0_CT_H09 5 0.5979 0.4416 0.052 0.268 0.000 0.056 0.624
#> T0_CT_H12 5 0.3688 0.6473 0.040 0.044 0.004 0.060 0.852
#> T24_CT_A01 5 0.3173 0.6639 0.060 0.016 0.012 0.032 0.880
#> T24_CT_A03 4 0.4769 0.2234 0.004 0.440 0.000 0.544 0.012
#> T24_CT_A04 2 0.3861 0.7442 0.000 0.804 0.000 0.128 0.068
#> T24_CT_A05 3 0.1082 0.9096 0.000 0.000 0.964 0.028 0.008
#> T24_CT_A07 2 0.0451 0.8551 0.000 0.988 0.000 0.008 0.004
#> T24_CT_A08 1 0.2773 0.7106 0.836 0.000 0.000 0.000 0.164
#> T24_CT_A09 5 0.4403 0.3329 0.384 0.000 0.000 0.008 0.608
#> T24_CT_A10 5 0.3734 0.6472 0.184 0.008 0.000 0.016 0.792
#> T24_CT_B01 5 0.2886 0.6718 0.116 0.004 0.000 0.016 0.864
#> T24_CT_B02 5 0.4401 0.4650 0.328 0.000 0.000 0.016 0.656
#> T24_CT_B03 4 0.4801 0.7482 0.116 0.112 0.000 0.756 0.016
#> T24_CT_B05 2 0.1831 0.8367 0.004 0.920 0.000 0.076 0.000
#> T24_CT_B06 2 0.0000 0.8527 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.3109 0.7012 0.800 0.000 0.000 0.000 0.200
#> T24_CT_B08 2 0.1251 0.8451 0.000 0.956 0.000 0.008 0.036
#> T24_CT_B09 1 0.3336 0.6726 0.772 0.000 0.000 0.000 0.228
#> T24_CT_B11 3 0.1997 0.8927 0.000 0.000 0.924 0.040 0.036
#> T24_CT_C01 1 0.3282 0.7232 0.804 0.000 0.000 0.008 0.188
#> T24_CT_C02 2 0.2990 0.7804 0.024 0.868 0.000 0.008 0.100
#> T24_CT_C03 5 0.3671 0.6080 0.236 0.000 0.000 0.008 0.756
#> T24_CT_C05 2 0.0898 0.8567 0.000 0.972 0.000 0.020 0.008
#> T24_CT_C07 2 0.4586 0.4478 0.004 0.644 0.000 0.336 0.016
#> T24_CT_C08 2 0.0727 0.8579 0.004 0.980 0.000 0.012 0.004
#> T24_CT_C09 2 0.3591 0.7272 0.028 0.836 0.000 0.020 0.116
#> T24_CT_C10 5 0.4497 0.3020 0.424 0.000 0.000 0.008 0.568
#> T24_CT_C11 5 0.5240 0.6311 0.096 0.116 0.000 0.048 0.740
#> T24_CT_C12 4 0.4758 0.3174 0.004 0.432 0.000 0.552 0.012
#> T24_CT_D01 2 0.0162 0.8549 0.000 0.996 0.000 0.000 0.004
#> T24_CT_D02 4 0.7439 0.2099 0.020 0.164 0.380 0.412 0.024
#> T24_CT_D03 2 0.0671 0.8576 0.000 0.980 0.000 0.016 0.004
#> T24_CT_D04 5 0.4542 0.2300 0.456 0.000 0.000 0.008 0.536
#> T24_CT_D05 5 0.4485 0.5383 0.292 0.000 0.000 0.028 0.680
#> T24_CT_D06 5 0.2488 0.6689 0.124 0.004 0.000 0.000 0.872
#> T24_CT_D07 5 0.2612 0.6670 0.124 0.000 0.000 0.008 0.868
#> T24_CT_D08 2 0.0566 0.8579 0.000 0.984 0.000 0.012 0.004
#> T24_CT_D09 2 0.4557 0.6686 0.004 0.736 0.000 0.204 0.056
#> T24_CT_D10 2 0.5367 0.6210 0.012 0.696 0.000 0.124 0.168
#> T24_CT_D11 2 0.0865 0.8590 0.000 0.972 0.000 0.024 0.004
#> T24_CT_E01 1 0.4086 0.6728 0.736 0.000 0.000 0.024 0.240
#> T24_CT_E02 1 0.4299 0.4388 0.608 0.000 0.000 0.004 0.388
#> T24_CT_E04 2 0.0162 0.8541 0.000 0.996 0.000 0.004 0.000
#> T24_CT_E05 1 0.2516 0.7439 0.860 0.000 0.000 0.000 0.140
#> T24_CT_E07 1 0.5354 0.5741 0.664 0.000 0.000 0.128 0.208
#> T24_CT_E09 5 0.4161 0.3458 0.392 0.000 0.000 0.000 0.608
#> T24_CT_E11 1 0.4291 0.1963 0.536 0.000 0.000 0.000 0.464
#> T24_CT_E12 2 0.1478 0.8455 0.000 0.936 0.000 0.064 0.000
#> T24_CT_F01 2 0.0963 0.8567 0.000 0.964 0.000 0.036 0.000
#> T24_CT_F02 2 0.5144 0.6198 0.000 0.692 0.000 0.176 0.132
#> T24_CT_F03 5 0.4291 0.0739 0.464 0.000 0.000 0.000 0.536
#> T24_CT_F04 5 0.3627 0.6732 0.120 0.032 0.000 0.016 0.832
#> T24_CT_F05 5 0.4227 0.5362 0.292 0.000 0.000 0.016 0.692
#> T24_CT_F07 5 0.2997 0.6612 0.148 0.000 0.000 0.012 0.840
#> T24_CT_F08 5 0.4560 -0.0344 0.484 0.000 0.000 0.008 0.508
#> T24_CT_F09 2 0.3732 0.7666 0.004 0.820 0.000 0.120 0.056
#> T24_CT_F10 1 0.7828 0.3425 0.532 0.088 0.028 0.160 0.192
#> T24_CT_F11 5 0.5476 0.4866 0.320 0.024 0.000 0.040 0.616
#> T24_CT_F12 3 0.1750 0.9031 0.000 0.000 0.936 0.028 0.036
#> T24_CT_G01 2 0.2079 0.8382 0.000 0.916 0.000 0.064 0.020
#> T24_CT_G02 1 0.2127 0.7531 0.892 0.000 0.000 0.000 0.108
#> T24_CT_G03 1 0.4559 0.1428 0.512 0.000 0.000 0.008 0.480
#> T24_CT_G04 2 0.7132 0.3622 0.076 0.552 0.000 0.168 0.204
#> T24_CT_G05 2 0.3472 0.7840 0.032 0.856 0.000 0.036 0.076
#> T24_CT_G06 1 0.3857 0.5682 0.688 0.000 0.000 0.000 0.312
#> T24_CT_G08 5 0.3728 0.6167 0.244 0.000 0.000 0.008 0.748
#> T24_CT_G10 2 0.1952 0.8324 0.004 0.912 0.000 0.084 0.000
#> T24_CT_G11 1 0.3596 0.7088 0.776 0.000 0.000 0.012 0.212
#> T24_CT_G12 5 0.2858 0.6698 0.100 0.004 0.008 0.012 0.876
#> T24_CT_H01 3 0.1117 0.9061 0.000 0.000 0.964 0.016 0.020
#> T24_CT_H02 5 0.3861 0.5741 0.264 0.000 0.000 0.008 0.728
#> T24_CT_H03 2 0.2445 0.8304 0.016 0.908 0.000 0.020 0.056
#> T24_CT_H05 5 0.3404 0.6732 0.124 0.024 0.000 0.012 0.840
#> T24_CT_H07 5 0.3988 0.5890 0.252 0.000 0.000 0.016 0.732
#> T24_CT_H09 1 0.4321 0.4198 0.600 0.000 0.000 0.004 0.396
#> T24_CT_H12 5 0.4084 0.4719 0.328 0.000 0.000 0.004 0.668
#> T48_CT_A01 2 0.4524 0.1918 0.004 0.572 0.000 0.420 0.004
#> T48_CT_A02 2 0.1281 0.8563 0.000 0.956 0.000 0.032 0.012
#> T48_CT_A03 1 0.2230 0.7235 0.884 0.000 0.000 0.000 0.116
#> T48_CT_A04 2 0.1211 0.8558 0.000 0.960 0.000 0.024 0.016
#> T48_CT_A05 4 0.6686 0.5350 0.268 0.120 0.000 0.564 0.048
#> T48_CT_A06 1 0.2329 0.7210 0.876 0.000 0.000 0.000 0.124
#> T48_CT_A07 3 0.0693 0.9109 0.000 0.000 0.980 0.012 0.008
#> T48_CT_A08 4 0.5816 0.3118 0.036 0.416 0.000 0.516 0.032
#> T48_CT_A09 1 0.1484 0.7514 0.944 0.000 0.000 0.008 0.048
#> T48_CT_A10 2 0.0404 0.8542 0.000 0.988 0.000 0.012 0.000
#> T48_CT_A11 2 0.1285 0.8554 0.004 0.956 0.000 0.036 0.004
#> T48_CT_A12 5 0.4617 0.1509 0.436 0.000 0.000 0.012 0.552
#> T48_CT_B01 2 0.0162 0.8532 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B02 2 0.0404 0.8569 0.000 0.988 0.000 0.012 0.000
#> T48_CT_B03 1 0.2377 0.7181 0.872 0.000 0.000 0.000 0.128
#> T48_CT_B04 1 0.1908 0.7541 0.908 0.000 0.000 0.000 0.092
#> T48_CT_B06 2 0.0566 0.8556 0.000 0.984 0.000 0.012 0.004
#> T48_CT_B08 1 0.2890 0.7423 0.836 0.000 0.000 0.004 0.160
#> T48_CT_B10 2 0.1082 0.8566 0.000 0.964 0.000 0.028 0.008
#> T48_CT_B11 2 0.1012 0.8572 0.000 0.968 0.000 0.020 0.012
#> T48_CT_B12 5 0.7218 0.5849 0.160 0.108 0.052 0.064 0.616
#> T48_CT_C01 2 0.3209 0.8051 0.004 0.860 0.000 0.076 0.060
#> T48_CT_C02 1 0.2719 0.7426 0.852 0.000 0.000 0.004 0.144
#> T48_CT_C03 2 0.1278 0.8568 0.004 0.960 0.000 0.020 0.016
#> T48_CT_C04 1 0.2891 0.7172 0.824 0.000 0.000 0.000 0.176
#> T48_CT_C05 1 0.4751 0.6730 0.732 0.000 0.000 0.116 0.152
#> T48_CT_C06 4 0.2734 0.7926 0.008 0.076 0.000 0.888 0.028
#> T48_CT_C07 5 0.5121 0.6284 0.212 0.056 0.000 0.024 0.708
#> T48_CT_C09 3 0.4629 0.6803 0.000 0.012 0.708 0.252 0.028
#> T48_CT_C10 1 0.3300 0.7051 0.792 0.000 0.000 0.004 0.204
#> T48_CT_C11 2 0.1444 0.8546 0.000 0.948 0.000 0.040 0.012
#> T48_CT_D01 5 0.6699 0.4965 0.060 0.196 0.028 0.080 0.636
#> T48_CT_D02 5 0.3010 0.6716 0.116 0.008 0.000 0.016 0.860
#> T48_CT_D03 1 0.4403 0.2573 0.560 0.000 0.000 0.004 0.436
#> T48_CT_D04 5 0.5236 0.2930 0.408 0.000 0.000 0.048 0.544
#> T48_CT_D06 4 0.5268 0.6432 0.020 0.256 0.000 0.672 0.052
#> T48_CT_D07 2 0.0703 0.8582 0.000 0.976 0.000 0.024 0.000
#> T48_CT_D08 5 0.4455 0.2981 0.404 0.000 0.000 0.008 0.588
#> T48_CT_D09 2 0.0912 0.8588 0.000 0.972 0.000 0.016 0.012
#> T48_CT_D10 5 0.3507 0.6747 0.112 0.012 0.000 0.036 0.840
#> T48_CT_D11 2 0.8360 -0.0821 0.032 0.404 0.128 0.328 0.108
#> T48_CT_D12 1 0.1965 0.7524 0.904 0.000 0.000 0.000 0.096
#> T48_CT_E01 1 0.5101 0.5402 0.672 0.024 0.000 0.272 0.032
#> T48_CT_E02 5 0.3606 0.6584 0.164 0.004 0.000 0.024 0.808
#> T48_CT_E03 4 0.6563 0.7260 0.128 0.088 0.080 0.672 0.032
#> T48_CT_E04 1 0.6362 0.4843 0.588 0.032 0.000 0.116 0.264
#> T48_CT_E05 2 0.0771 0.8574 0.000 0.976 0.000 0.020 0.004
#> T48_CT_E06 1 0.2424 0.7482 0.868 0.000 0.000 0.000 0.132
#> T48_CT_E07 1 0.2127 0.7287 0.892 0.000 0.000 0.000 0.108
#> T48_CT_E08 2 0.3291 0.7783 0.000 0.840 0.000 0.120 0.040
#> T48_CT_E10 1 0.4101 0.5168 0.664 0.000 0.000 0.004 0.332
#> T48_CT_E11 1 0.3928 0.6062 0.700 0.000 0.000 0.004 0.296
#> T48_CT_E12 3 0.1281 0.9060 0.000 0.000 0.956 0.032 0.012
#> T48_CT_F01 2 0.0798 0.8563 0.000 0.976 0.000 0.008 0.016
#> T48_CT_F02 5 0.4575 0.4701 0.328 0.000 0.000 0.024 0.648
#> T48_CT_F03 5 0.3355 0.6443 0.184 0.000 0.000 0.012 0.804
#> T48_CT_F05 5 0.6025 0.5210 0.092 0.264 0.000 0.028 0.616
#> T48_CT_F07 5 0.4722 0.3788 0.368 0.000 0.000 0.024 0.608
#> T48_CT_F09 2 0.0992 0.8572 0.000 0.968 0.000 0.024 0.008
#> T48_CT_F10 5 0.3256 0.6706 0.084 0.024 0.000 0.028 0.864
#> T48_CT_F11 1 0.0771 0.7430 0.976 0.000 0.000 0.004 0.020
#> T48_CT_G01 5 0.6434 0.3000 0.060 0.000 0.292 0.072 0.576
#> T48_CT_G02 4 0.7061 0.4612 0.052 0.320 0.012 0.520 0.096
#> T48_CT_G03 2 0.1430 0.8498 0.000 0.944 0.000 0.052 0.004
#> T48_CT_G07 2 0.1419 0.8509 0.016 0.956 0.000 0.012 0.016
#> T48_CT_G08 4 0.3265 0.7692 0.000 0.128 0.016 0.844 0.012
#> T48_CT_G09 4 0.5935 0.4871 0.316 0.072 0.000 0.588 0.024
#> T48_CT_G10 3 0.2754 0.8693 0.000 0.000 0.880 0.040 0.080
#> T48_CT_G11 5 0.3846 0.6565 0.200 0.004 0.000 0.020 0.776
#> T48_CT_G12 2 0.0290 0.8550 0.000 0.992 0.000 0.008 0.000
#> T48_CT_H01 2 0.0566 0.8566 0.000 0.984 0.000 0.012 0.004
#> T48_CT_H02 1 0.5704 0.5110 0.664 0.056 0.000 0.232 0.048
#> T48_CT_H04 1 0.2848 0.7382 0.840 0.000 0.000 0.004 0.156
#> T48_CT_H05 2 0.0451 0.8538 0.000 0.988 0.000 0.008 0.004
#> T48_CT_H06 2 0.0566 0.8550 0.000 0.984 0.000 0.012 0.004
#> T48_CT_H07 5 0.6890 0.4167 0.308 0.072 0.000 0.092 0.528
#> T48_CT_H08 4 0.3226 0.7932 0.024 0.088 0.000 0.864 0.024
#> T48_CT_H11 5 0.6418 0.0920 0.428 0.044 0.000 0.064 0.464
#> T48_CT_H12 2 0.0880 0.8559 0.000 0.968 0.000 0.032 0.000
#> T72_CT_A01 4 0.7110 0.2297 0.356 0.056 0.000 0.464 0.124
#> T72_CT_A05 4 0.5759 0.5539 0.216 0.000 0.088 0.664 0.032
#> T72_CT_A08 1 0.3565 0.7306 0.800 0.000 0.000 0.024 0.176
#> T72_CT_A09 1 0.5638 0.4623 0.668 0.000 0.044 0.232 0.056
#> T72_CT_A11 4 0.2521 0.7918 0.008 0.068 0.000 0.900 0.024
#> T72_CT_B01 4 0.2515 0.7835 0.020 0.040 0.000 0.908 0.032
#> T72_CT_B02 1 0.0162 0.7337 0.996 0.000 0.000 0.004 0.000
#> T72_CT_B03 1 0.2069 0.7185 0.912 0.000 0.000 0.076 0.012
#> T72_CT_B04 1 0.0162 0.7337 0.996 0.000 0.000 0.004 0.000
#> T72_CT_B05 1 0.5209 0.5783 0.732 0.000 0.044 0.156 0.068
#> T72_CT_B06 1 0.0162 0.7337 0.996 0.000 0.000 0.004 0.000
#> T72_CT_B08 3 0.2313 0.8946 0.000 0.004 0.912 0.040 0.044
#> T72_CT_B09 1 0.3210 0.6968 0.788 0.000 0.000 0.000 0.212
#> T72_CT_B11 1 0.1579 0.7383 0.944 0.000 0.000 0.032 0.024
#> T72_CT_B12 4 0.2693 0.7933 0.016 0.060 0.000 0.896 0.028
#> T72_CT_C04 4 0.2608 0.7900 0.004 0.088 0.000 0.888 0.020
#> T72_CT_C06 1 0.1809 0.7275 0.928 0.000 0.000 0.060 0.012
#> T72_CT_C07 4 0.5706 0.6984 0.036 0.072 0.140 0.724 0.028
#> T72_CT_C09 1 0.3644 0.6913 0.824 0.000 0.000 0.096 0.080
#> T72_CT_C11 3 0.2813 0.8711 0.000 0.000 0.876 0.040 0.084
#> T72_CT_D01 4 0.2196 0.7897 0.004 0.056 0.000 0.916 0.024
#> T72_CT_D03 1 0.0404 0.7338 0.988 0.000 0.000 0.012 0.000
#> T72_CT_D04 3 0.5813 0.2213 0.016 0.004 0.488 0.448 0.044
#> T72_CT_D05 1 0.1281 0.7354 0.956 0.000 0.000 0.032 0.012
#> T72_CT_D07 1 0.1168 0.7354 0.960 0.000 0.000 0.032 0.008
#> T72_CT_D10 1 0.5026 0.5897 0.744 0.000 0.036 0.152 0.068
#> T72_CT_D11 1 0.0162 0.7337 0.996 0.000 0.000 0.004 0.000
#> T72_CT_E04 1 0.4350 0.6085 0.704 0.000 0.000 0.028 0.268
#> T72_CT_E05 4 0.3647 0.7843 0.068 0.068 0.000 0.844 0.020
#> T72_CT_E07 1 0.2900 0.7033 0.864 0.000 0.000 0.108 0.028
#> T72_CT_F01 4 0.2521 0.7944 0.008 0.068 0.000 0.900 0.024
#> T72_CT_F05 4 0.5088 0.7411 0.044 0.156 0.000 0.740 0.060
#> T72_CT_F07 1 0.3454 0.7083 0.816 0.000 0.000 0.028 0.156
#> T72_CT_F10 4 0.2789 0.7885 0.008 0.092 0.000 0.880 0.020
#> T72_CT_F11 3 0.4418 0.7645 0.000 0.004 0.756 0.180 0.060
#> T72_CT_G03 1 0.0771 0.7412 0.976 0.000 0.000 0.004 0.020
#> T72_CT_G04 1 0.1831 0.7538 0.920 0.000 0.000 0.004 0.076
#> T72_CT_G06 3 0.7581 0.0859 0.028 0.028 0.404 0.152 0.388
#> T72_CT_G08 3 0.7896 0.2445 0.080 0.012 0.468 0.184 0.256
#> T72_CT_G10 4 0.3639 0.7517 0.008 0.164 0.000 0.808 0.020
#> T72_CT_G11 5 0.4885 0.2788 0.400 0.000 0.000 0.028 0.572
#> T72_CT_H01 4 0.3964 0.7337 0.016 0.176 0.000 0.788 0.020
#> T72_CT_H03 4 0.2251 0.7895 0.008 0.052 0.000 0.916 0.024
#> T72_CT_H05 3 0.2209 0.8883 0.000 0.000 0.912 0.032 0.056
#> T72_CT_H08 3 0.2067 0.8945 0.000 0.000 0.920 0.032 0.048
#> T72_CT_H09 3 0.2694 0.8717 0.000 0.000 0.884 0.040 0.076
#> T72_CT_H10 1 0.5578 0.5192 0.648 0.008 0.000 0.104 0.240
#> T72_CT_H11 1 0.3944 0.7054 0.768 0.000 0.000 0.032 0.200
#> T72_CT_H12 4 0.2367 0.7914 0.004 0.072 0.000 0.904 0.020
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.4082 0.683952 0.000 0.000 0.728 0.012 0.032 0.228
#> T0_CT_A03 3 0.1341 0.793489 0.000 0.000 0.948 0.000 0.028 0.024
#> T0_CT_A05 3 0.3264 0.719011 0.000 0.000 0.820 0.004 0.040 0.136
#> T0_CT_A06 6 0.4550 -0.031903 0.000 0.008 0.448 0.000 0.020 0.524
#> T0_CT_A07 3 0.0458 0.797363 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_A08 1 0.2752 0.668489 0.856 0.000 0.000 0.000 0.108 0.036
#> T0_CT_A10 3 0.3887 0.520794 0.000 0.000 0.632 0.000 0.008 0.360
#> T0_CT_A11 1 0.6843 0.258156 0.464 0.140 0.000 0.028 0.328 0.040
#> T0_CT_B01 5 0.6571 0.189181 0.020 0.240 0.000 0.024 0.512 0.204
#> T0_CT_B03 3 0.0146 0.796385 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_B05 5 0.6373 -0.311930 0.024 0.020 0.024 0.056 0.440 0.436
#> T0_CT_B07 6 0.6053 0.580663 0.016 0.024 0.040 0.036 0.308 0.576
#> T0_CT_B08 3 0.0146 0.796576 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_B09 3 0.0858 0.794195 0.000 0.000 0.968 0.004 0.000 0.028
#> T0_CT_C02 3 0.0146 0.797926 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_C03 5 0.5919 0.480117 0.236 0.012 0.000 0.016 0.584 0.152
#> T0_CT_C05 2 0.5546 0.599660 0.004 0.676 0.000 0.120 0.072 0.128
#> T0_CT_C06 5 0.5158 0.242405 0.012 0.024 0.000 0.036 0.616 0.312
#> T0_CT_C07 6 0.5474 0.640314 0.008 0.028 0.060 0.016 0.224 0.664
#> T0_CT_C08 3 0.0777 0.794802 0.000 0.000 0.972 0.004 0.000 0.024
#> T0_CT_C09 6 0.8098 0.339931 0.088 0.096 0.028 0.068 0.312 0.408
#> T0_CT_C11 2 0.5101 0.684416 0.016 0.720 0.000 0.148 0.048 0.068
#> T0_CT_C12 3 0.0363 0.797180 0.000 0.000 0.988 0.000 0.000 0.012
#> T0_CT_D01 3 0.6911 0.132463 0.004 0.040 0.452 0.228 0.008 0.268
#> T0_CT_D02 6 0.5854 0.576812 0.012 0.024 0.040 0.028 0.312 0.584
#> T0_CT_D03 3 0.0291 0.797454 0.000 0.000 0.992 0.004 0.000 0.004
#> T0_CT_D05 5 0.5976 -0.104496 0.016 0.072 0.000 0.028 0.496 0.388
#> T0_CT_D06 3 0.3872 0.636941 0.000 0.000 0.712 0.020 0.004 0.264
#> T0_CT_D07 6 0.6281 0.508372 0.000 0.032 0.248 0.056 0.076 0.588
#> T0_CT_D08 3 0.1334 0.797318 0.000 0.000 0.948 0.020 0.000 0.032
#> T0_CT_D09 4 0.7921 -0.034948 0.000 0.164 0.224 0.304 0.016 0.292
#> T0_CT_D11 2 0.5366 0.619653 0.004 0.692 0.000 0.116 0.064 0.124
#> T0_CT_D12 3 0.0777 0.798294 0.000 0.000 0.972 0.004 0.000 0.024
#> T0_CT_E01 3 0.2489 0.765815 0.000 0.000 0.860 0.012 0.000 0.128
#> T0_CT_E03 6 0.4326 -0.183454 0.000 0.008 0.488 0.000 0.008 0.496
#> T0_CT_E04 2 0.7481 0.289952 0.040 0.492 0.000 0.168 0.120 0.180
#> T0_CT_E05 5 0.3328 0.625129 0.096 0.024 0.000 0.008 0.844 0.028
#> T0_CT_E06 3 0.4172 0.365750 0.000 0.008 0.564 0.000 0.004 0.424
#> T0_CT_E07 3 0.3861 0.533251 0.000 0.000 0.640 0.000 0.008 0.352
#> T0_CT_E08 3 0.0146 0.796385 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E09 3 0.4154 0.566930 0.000 0.004 0.652 0.020 0.000 0.324
#> T0_CT_E10 1 0.7157 0.168273 0.416 0.204 0.000 0.032 0.312 0.036
#> T0_CT_E11 3 0.3271 0.683981 0.000 0.000 0.760 0.000 0.008 0.232
#> T0_CT_E12 6 0.4780 0.267432 0.000 0.016 0.364 0.000 0.032 0.588
#> T0_CT_F01 3 0.0508 0.798670 0.000 0.000 0.984 0.004 0.000 0.012
#> T0_CT_F02 3 0.2814 0.734957 0.000 0.000 0.820 0.000 0.008 0.172
#> T0_CT_F03 3 0.0547 0.795500 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_F04 3 0.0713 0.797865 0.000 0.000 0.972 0.000 0.000 0.028
#> T0_CT_F05 6 0.6714 0.610492 0.008 0.064 0.088 0.056 0.180 0.604
#> T0_CT_F06 3 0.0891 0.799222 0.000 0.000 0.968 0.008 0.000 0.024
#> T0_CT_F07 6 0.6340 0.546458 0.024 0.012 0.040 0.060 0.320 0.544
#> T0_CT_F09 2 0.5685 0.603929 0.004 0.668 0.004 0.144 0.064 0.116
#> T0_CT_F11 6 0.4795 0.396387 0.000 0.016 0.312 0.000 0.044 0.628
#> T0_CT_F12 3 0.0858 0.797110 0.000 0.000 0.968 0.000 0.004 0.028
#> T0_CT_G01 3 0.0547 0.796977 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_G02 5 0.5941 -0.118175 0.028 0.020 0.008 0.044 0.512 0.388
#> T0_CT_G03 3 0.4144 0.409717 0.000 0.004 0.580 0.000 0.008 0.408
#> T0_CT_G04 3 0.3641 0.660109 0.000 0.000 0.732 0.020 0.000 0.248
#> T0_CT_G07 3 0.1168 0.797191 0.000 0.000 0.956 0.016 0.000 0.028
#> T0_CT_G08 3 0.3708 0.690685 0.000 0.000 0.752 0.020 0.008 0.220
#> T0_CT_G09 5 0.6748 0.417734 0.284 0.016 0.000 0.060 0.504 0.136
#> T0_CT_G11 5 0.5996 -0.107155 0.012 0.076 0.000 0.032 0.496 0.384
#> T0_CT_H01 5 0.6181 0.065718 0.008 0.124 0.000 0.032 0.528 0.308
#> T0_CT_H02 2 0.7895 0.060226 0.020 0.424 0.032 0.160 0.088 0.276
#> T0_CT_H04 6 0.5015 0.340852 0.000 0.016 0.336 0.004 0.044 0.600
#> T0_CT_H05 5 0.5414 0.253945 0.012 0.076 0.000 0.016 0.616 0.280
#> T0_CT_H08 6 0.6425 0.606118 0.020 0.036 0.044 0.048 0.272 0.580
#> T0_CT_H09 5 0.6961 -0.000429 0.016 0.292 0.000 0.040 0.436 0.216
#> T0_CT_H12 5 0.4981 0.244385 0.012 0.028 0.000 0.020 0.620 0.320
#> T24_CT_A01 5 0.4671 0.445956 0.036 0.020 0.000 0.016 0.712 0.216
#> T24_CT_A03 4 0.5128 0.221546 0.008 0.424 0.000 0.520 0.016 0.032
#> T24_CT_A04 2 0.3546 0.786289 0.000 0.824 0.000 0.096 0.024 0.056
#> T24_CT_A05 3 0.3787 0.683386 0.000 0.000 0.720 0.012 0.008 0.260
#> T24_CT_A07 2 0.0806 0.847413 0.000 0.972 0.000 0.008 0.020 0.000
#> T24_CT_A08 1 0.3168 0.667262 0.804 0.000 0.000 0.000 0.172 0.024
#> T24_CT_A09 5 0.3764 0.471083 0.256 0.012 0.000 0.000 0.724 0.008
#> T24_CT_A10 5 0.3569 0.612135 0.140 0.020 0.000 0.008 0.812 0.020
#> T24_CT_B01 5 0.3714 0.621486 0.096 0.012 0.000 0.008 0.816 0.068
#> T24_CT_B02 5 0.3808 0.432092 0.284 0.012 0.000 0.000 0.700 0.004
#> T24_CT_B03 4 0.4811 0.679121 0.124 0.116 0.000 0.728 0.028 0.004
#> T24_CT_B05 2 0.1967 0.834123 0.000 0.904 0.000 0.084 0.012 0.000
#> T24_CT_B06 2 0.0622 0.845456 0.000 0.980 0.000 0.008 0.012 0.000
#> T24_CT_B07 1 0.4145 0.608226 0.700 0.000 0.000 0.000 0.252 0.048
#> T24_CT_B08 2 0.1679 0.840304 0.000 0.936 0.000 0.012 0.036 0.016
#> T24_CT_B09 1 0.4020 0.599404 0.692 0.000 0.000 0.000 0.276 0.032
#> T24_CT_B11 3 0.2933 0.736810 0.000 0.000 0.848 0.012 0.020 0.120
#> T24_CT_C01 1 0.4450 0.546914 0.628 0.008 0.000 0.000 0.336 0.028
#> T24_CT_C02 2 0.3422 0.723442 0.036 0.824 0.000 0.004 0.124 0.012
#> T24_CT_C03 5 0.3095 0.601182 0.144 0.012 0.000 0.000 0.828 0.016
#> T24_CT_C05 2 0.1452 0.850643 0.000 0.948 0.000 0.020 0.012 0.020
#> T24_CT_C07 2 0.4076 0.437286 0.000 0.636 0.000 0.348 0.004 0.012
#> T24_CT_C08 2 0.1810 0.851550 0.004 0.932 0.000 0.036 0.020 0.008
#> T24_CT_C09 2 0.3323 0.742124 0.056 0.848 0.000 0.016 0.072 0.008
#> T24_CT_C10 5 0.4631 0.393721 0.368 0.012 0.000 0.004 0.596 0.020
#> T24_CT_C11 5 0.6294 0.553950 0.092 0.104 0.000 0.056 0.648 0.100
#> T24_CT_C12 4 0.4380 0.256211 0.000 0.436 0.000 0.544 0.012 0.008
#> T24_CT_D01 2 0.0622 0.846764 0.000 0.980 0.000 0.000 0.012 0.008
#> T24_CT_D02 4 0.7532 0.337995 0.024 0.168 0.108 0.460 0.004 0.236
#> T24_CT_D03 2 0.1275 0.851888 0.000 0.956 0.000 0.016 0.016 0.012
#> T24_CT_D04 5 0.4947 0.323279 0.400 0.012 0.000 0.008 0.552 0.028
#> T24_CT_D05 5 0.4545 0.545059 0.248 0.012 0.000 0.012 0.696 0.032
#> T24_CT_D06 5 0.3442 0.619974 0.076 0.016 0.000 0.004 0.836 0.068
#> T24_CT_D07 5 0.3805 0.615679 0.076 0.012 0.000 0.004 0.804 0.104
#> T24_CT_D08 2 0.1078 0.851272 0.000 0.964 0.000 0.008 0.016 0.012
#> T24_CT_D09 2 0.4445 0.697941 0.000 0.732 0.000 0.188 0.028 0.052
#> T24_CT_D10 2 0.5096 0.658898 0.004 0.716 0.000 0.112 0.056 0.112
#> T24_CT_D11 2 0.1168 0.852270 0.000 0.956 0.000 0.028 0.016 0.000
#> T24_CT_E01 1 0.4407 0.507175 0.628 0.012 0.000 0.008 0.344 0.008
#> T24_CT_E02 5 0.4653 -0.228330 0.480 0.012 0.000 0.000 0.488 0.020
#> T24_CT_E04 2 0.0622 0.845456 0.000 0.980 0.000 0.008 0.012 0.000
#> T24_CT_E05 1 0.3998 0.624568 0.712 0.000 0.000 0.000 0.248 0.040
#> T24_CT_E07 1 0.5342 0.540811 0.672 0.020 0.000 0.068 0.212 0.028
#> T24_CT_E09 5 0.4371 0.494109 0.296 0.012 0.000 0.004 0.668 0.020
#> T24_CT_E11 5 0.4545 0.156567 0.400 0.012 0.000 0.004 0.572 0.012
#> T24_CT_E12 2 0.1643 0.839713 0.000 0.924 0.000 0.068 0.008 0.000
#> T24_CT_F01 2 0.0993 0.851113 0.000 0.964 0.000 0.024 0.012 0.000
#> T24_CT_F02 2 0.5198 0.648914 0.008 0.704 0.000 0.156 0.052 0.080
#> T24_CT_F03 5 0.3955 0.395367 0.316 0.012 0.000 0.000 0.668 0.004
#> T24_CT_F04 5 0.3133 0.621369 0.108 0.024 0.000 0.008 0.848 0.012
#> T24_CT_F05 5 0.3825 0.531467 0.228 0.012 0.000 0.004 0.744 0.012
#> T24_CT_F07 5 0.3751 0.624982 0.104 0.012 0.000 0.008 0.812 0.064
#> T24_CT_F08 5 0.4206 0.246873 0.356 0.012 0.000 0.000 0.624 0.008
#> T24_CT_F09 2 0.3800 0.787636 0.004 0.816 0.000 0.092 0.036 0.052
#> T24_CT_F10 1 0.7267 0.344022 0.536 0.072 0.000 0.168 0.148 0.076
#> T24_CT_F11 5 0.4825 0.468007 0.280 0.016 0.000 0.020 0.660 0.024
#> T24_CT_F12 3 0.5063 0.615882 0.000 0.008 0.660 0.060 0.020 0.252
#> T24_CT_G01 2 0.2752 0.815017 0.000 0.864 0.000 0.104 0.020 0.012
#> T24_CT_G02 1 0.4033 0.634568 0.724 0.000 0.000 0.000 0.224 0.052
#> T24_CT_G03 5 0.4336 0.057662 0.408 0.012 0.000 0.000 0.572 0.008
#> T24_CT_G04 2 0.7378 0.368863 0.072 0.532 0.000 0.160 0.128 0.108
#> T24_CT_G05 2 0.2837 0.790805 0.032 0.880 0.000 0.008 0.060 0.020
#> T24_CT_G06 1 0.4591 0.448541 0.588 0.012 0.000 0.000 0.376 0.024
#> T24_CT_G08 5 0.3930 0.581437 0.216 0.012 0.000 0.000 0.744 0.028
#> T24_CT_G10 2 0.2680 0.824310 0.008 0.876 0.000 0.092 0.012 0.012
#> T24_CT_G11 1 0.4411 0.531761 0.612 0.004 0.000 0.000 0.356 0.028
#> T24_CT_G12 5 0.4221 0.584454 0.092 0.012 0.000 0.004 0.768 0.124
#> T24_CT_H01 3 0.1615 0.778645 0.000 0.000 0.928 0.004 0.004 0.064
#> T24_CT_H02 5 0.3128 0.580858 0.168 0.012 0.000 0.000 0.812 0.008
#> T24_CT_H03 2 0.2574 0.813462 0.008 0.884 0.000 0.024 0.080 0.004
#> T24_CT_H05 5 0.3186 0.623926 0.104 0.024 0.000 0.012 0.848 0.012
#> T24_CT_H07 5 0.3458 0.606495 0.168 0.016 0.000 0.004 0.800 0.012
#> T24_CT_H09 5 0.4949 -0.190852 0.468 0.012 0.000 0.008 0.488 0.024
#> T24_CT_H12 5 0.3390 0.571367 0.200 0.012 0.000 0.000 0.780 0.008
#> T48_CT_A01 2 0.4662 0.138941 0.004 0.548 0.000 0.420 0.012 0.016
#> T48_CT_A02 2 0.1889 0.844623 0.000 0.920 0.000 0.056 0.020 0.004
#> T48_CT_A03 1 0.2537 0.678271 0.872 0.000 0.000 0.000 0.096 0.032
#> T48_CT_A04 2 0.1682 0.843689 0.000 0.928 0.000 0.052 0.020 0.000
#> T48_CT_A05 4 0.6708 0.403922 0.292 0.092 0.000 0.520 0.068 0.028
#> T48_CT_A06 1 0.3088 0.663471 0.832 0.000 0.000 0.000 0.120 0.048
#> T48_CT_A07 3 0.1059 0.798075 0.000 0.000 0.964 0.016 0.004 0.016
#> T48_CT_A08 2 0.6068 -0.051597 0.036 0.472 0.000 0.416 0.040 0.036
#> T48_CT_A09 1 0.2604 0.690483 0.856 0.004 0.000 0.004 0.132 0.004
#> T48_CT_A10 2 0.0508 0.842732 0.000 0.984 0.000 0.012 0.000 0.004
#> T48_CT_A11 2 0.1297 0.848834 0.000 0.948 0.000 0.040 0.012 0.000
#> T48_CT_A12 5 0.4077 0.394506 0.320 0.012 0.000 0.008 0.660 0.000
#> T48_CT_B01 2 0.0622 0.845456 0.000 0.980 0.000 0.008 0.012 0.000
#> T48_CT_B02 2 0.0820 0.850483 0.000 0.972 0.000 0.016 0.012 0.000
#> T48_CT_B03 1 0.2887 0.664870 0.844 0.000 0.000 0.000 0.120 0.036
#> T48_CT_B04 1 0.4065 0.642268 0.724 0.000 0.000 0.000 0.220 0.056
#> T48_CT_B06 2 0.0717 0.848654 0.000 0.976 0.000 0.016 0.008 0.000
#> T48_CT_B08 1 0.3626 0.607985 0.704 0.004 0.000 0.000 0.288 0.004
#> T48_CT_B10 2 0.1082 0.845173 0.000 0.956 0.000 0.040 0.000 0.004
#> T48_CT_B11 2 0.1492 0.850296 0.000 0.940 0.000 0.036 0.024 0.000
#> T48_CT_B12 5 0.7451 0.493975 0.160 0.076 0.000 0.092 0.520 0.152
#> T48_CT_C01 2 0.3204 0.807523 0.008 0.848 0.000 0.092 0.044 0.008
#> T48_CT_C02 1 0.3539 0.653028 0.756 0.000 0.000 0.000 0.220 0.024
#> T48_CT_C03 2 0.1647 0.845910 0.008 0.940 0.000 0.016 0.032 0.004
#> T48_CT_C04 1 0.3953 0.643171 0.744 0.000 0.000 0.000 0.196 0.060
#> T48_CT_C05 1 0.5945 0.566909 0.640 0.012 0.000 0.096 0.176 0.076
#> T48_CT_C06 4 0.2809 0.748464 0.008 0.096 0.000 0.868 0.020 0.008
#> T48_CT_C07 5 0.5275 0.505989 0.260 0.044 0.000 0.016 0.648 0.032
#> T48_CT_C09 3 0.7123 0.037910 0.004 0.048 0.404 0.292 0.008 0.244
#> T48_CT_C10 1 0.3457 0.650942 0.752 0.000 0.000 0.000 0.232 0.016
#> T48_CT_C11 2 0.1563 0.846225 0.000 0.932 0.000 0.056 0.012 0.000
#> T48_CT_D01 5 0.7302 0.076214 0.024 0.200 0.000 0.068 0.440 0.268
#> T48_CT_D02 5 0.2873 0.616747 0.108 0.012 0.000 0.008 0.860 0.012
#> T48_CT_D03 5 0.4447 0.142327 0.420 0.012 0.000 0.000 0.556 0.012
#> T48_CT_D04 5 0.5208 0.365602 0.344 0.012 0.000 0.012 0.584 0.048
#> T48_CT_D06 4 0.5935 0.645020 0.060 0.228 0.000 0.628 0.048 0.036
#> T48_CT_D07 2 0.0717 0.850315 0.000 0.976 0.000 0.016 0.008 0.000
#> T48_CT_D08 5 0.3925 0.493829 0.260 0.012 0.000 0.004 0.716 0.008
#> T48_CT_D09 2 0.0976 0.841675 0.000 0.968 0.000 0.016 0.008 0.008
#> T48_CT_D10 5 0.4451 0.603519 0.064 0.024 0.000 0.016 0.768 0.128
#> T48_CT_D11 2 0.7716 -0.130337 0.020 0.392 0.028 0.296 0.048 0.216
#> T48_CT_D12 1 0.4033 0.639026 0.724 0.000 0.000 0.000 0.224 0.052
#> T48_CT_E01 1 0.5398 0.488506 0.636 0.028 0.000 0.260 0.064 0.012
#> T48_CT_E02 5 0.3919 0.618760 0.140 0.016 0.000 0.008 0.792 0.044
#> T48_CT_E03 4 0.6254 0.608804 0.096 0.088 0.012 0.644 0.016 0.144
#> T48_CT_E04 1 0.6400 0.406904 0.540 0.016 0.000 0.092 0.292 0.060
#> T48_CT_E05 2 0.0820 0.849292 0.000 0.972 0.000 0.016 0.012 0.000
#> T48_CT_E06 1 0.4099 0.620962 0.708 0.000 0.000 0.000 0.244 0.048
#> T48_CT_E07 1 0.2350 0.681914 0.888 0.000 0.000 0.000 0.076 0.036
#> T48_CT_E08 2 0.3543 0.789277 0.008 0.832 0.000 0.096 0.024 0.040
#> T48_CT_E10 1 0.4678 0.295978 0.536 0.012 0.000 0.004 0.432 0.016
#> T48_CT_E11 1 0.3950 0.564574 0.672 0.008 0.000 0.000 0.312 0.008
#> T48_CT_E12 3 0.3232 0.768938 0.000 0.000 0.824 0.020 0.016 0.140
#> T48_CT_F01 2 0.1257 0.850902 0.000 0.952 0.000 0.028 0.020 0.000
#> T48_CT_F02 5 0.4130 0.504984 0.264 0.012 0.000 0.004 0.704 0.016
#> T48_CT_F03 5 0.3047 0.601296 0.144 0.012 0.000 0.008 0.832 0.004
#> T48_CT_F05 5 0.6097 0.406345 0.108 0.292 0.000 0.028 0.556 0.016
#> T48_CT_F07 5 0.3965 0.459760 0.288 0.012 0.000 0.004 0.692 0.004
#> T48_CT_F09 2 0.1088 0.852579 0.000 0.960 0.000 0.024 0.016 0.000
#> T48_CT_F10 5 0.4263 0.575378 0.052 0.028 0.000 0.012 0.780 0.128
#> T48_CT_F11 1 0.1789 0.689055 0.924 0.000 0.000 0.000 0.044 0.032
#> T48_CT_G01 6 0.6710 0.345917 0.056 0.016 0.040 0.036 0.408 0.444
#> T48_CT_G02 4 0.7158 0.469992 0.036 0.292 0.000 0.444 0.040 0.188
#> T48_CT_G03 2 0.1370 0.851028 0.000 0.948 0.000 0.036 0.012 0.004
#> T48_CT_G07 2 0.1391 0.844233 0.000 0.944 0.000 0.016 0.040 0.000
#> T48_CT_G08 4 0.3625 0.734247 0.000 0.156 0.008 0.800 0.012 0.024
#> T48_CT_G09 4 0.5561 0.418032 0.324 0.072 0.000 0.572 0.028 0.004
#> T48_CT_G10 3 0.3734 0.687835 0.000 0.000 0.784 0.012 0.040 0.164
#> T48_CT_G11 5 0.4950 0.594128 0.200 0.016 0.000 0.004 0.688 0.092
#> T48_CT_G12 2 0.0717 0.849654 0.000 0.976 0.000 0.008 0.016 0.000
#> T48_CT_H01 2 0.0820 0.849882 0.000 0.972 0.000 0.012 0.016 0.000
#> T48_CT_H02 1 0.5930 0.458567 0.628 0.048 0.000 0.220 0.080 0.024
#> T48_CT_H04 1 0.3541 0.647700 0.748 0.000 0.000 0.000 0.232 0.020
#> T48_CT_H05 2 0.0748 0.849964 0.004 0.976 0.000 0.004 0.016 0.000
#> T48_CT_H06 2 0.0508 0.845149 0.000 0.984 0.000 0.004 0.012 0.000
#> T48_CT_H07 5 0.7134 0.366597 0.284 0.060 0.000 0.080 0.496 0.080
#> T48_CT_H08 4 0.3242 0.749088 0.012 0.124 0.000 0.836 0.016 0.012
#> T48_CT_H11 5 0.5918 0.099901 0.380 0.036 0.000 0.064 0.508 0.012
#> T48_CT_H12 2 0.1313 0.851477 0.000 0.952 0.000 0.028 0.016 0.004
#> T72_CT_A01 4 0.7408 0.317898 0.288 0.068 0.000 0.464 0.108 0.072
#> T72_CT_A05 4 0.6562 0.471414 0.136 0.024 0.028 0.596 0.024 0.192
#> T72_CT_A08 1 0.4118 0.596833 0.696 0.012 0.000 0.008 0.276 0.008
#> T72_CT_A09 1 0.6571 0.412522 0.608 0.024 0.024 0.156 0.036 0.152
#> T72_CT_A11 4 0.2405 0.743507 0.000 0.100 0.000 0.880 0.016 0.004
#> T72_CT_B01 4 0.2213 0.733312 0.000 0.068 0.004 0.904 0.020 0.004
#> T72_CT_B02 1 0.1176 0.683704 0.956 0.000 0.000 0.000 0.020 0.024
#> T72_CT_B03 1 0.3760 0.664367 0.824 0.008 0.000 0.072 0.064 0.032
#> T72_CT_B04 1 0.1151 0.677851 0.956 0.000 0.000 0.000 0.012 0.032
#> T72_CT_B05 1 0.5594 0.511795 0.680 0.000 0.024 0.104 0.040 0.152
#> T72_CT_B06 1 0.1151 0.677851 0.956 0.000 0.000 0.000 0.012 0.032
#> T72_CT_B08 3 0.5570 0.581701 0.000 0.016 0.632 0.084 0.024 0.244
#> T72_CT_B09 1 0.4024 0.608722 0.700 0.000 0.000 0.000 0.264 0.036
#> T72_CT_B11 1 0.3364 0.673975 0.840 0.012 0.000 0.024 0.104 0.020
#> T72_CT_B12 4 0.2250 0.744523 0.000 0.092 0.000 0.888 0.020 0.000
#> T72_CT_C04 4 0.2890 0.745874 0.000 0.128 0.000 0.844 0.024 0.004
#> T72_CT_C06 1 0.3629 0.667575 0.836 0.012 0.000 0.056 0.064 0.032
#> T72_CT_C07 4 0.5399 0.608412 0.028 0.080 0.036 0.696 0.000 0.160
#> T72_CT_C09 1 0.4022 0.644672 0.792 0.012 0.000 0.044 0.132 0.020
#> T72_CT_C11 3 0.4674 0.663991 0.000 0.000 0.704 0.028 0.056 0.212
#> T72_CT_D01 4 0.2872 0.745479 0.016 0.088 0.000 0.868 0.024 0.004
#> T72_CT_D03 1 0.1180 0.678550 0.960 0.000 0.000 0.012 0.012 0.016
#> T72_CT_D04 4 0.6700 0.194759 0.012 0.040 0.196 0.492 0.000 0.260
#> T72_CT_D05 1 0.3118 0.681812 0.860 0.012 0.000 0.024 0.084 0.020
#> T72_CT_D07 1 0.2596 0.681348 0.892 0.004 0.000 0.044 0.044 0.016
#> T72_CT_D10 1 0.5622 0.511733 0.680 0.000 0.024 0.104 0.044 0.148
#> T72_CT_D11 1 0.1245 0.679648 0.952 0.000 0.000 0.000 0.016 0.032
#> T72_CT_E04 1 0.4331 0.554571 0.688 0.012 0.000 0.024 0.272 0.004
#> T72_CT_E05 4 0.4257 0.701299 0.072 0.080 0.000 0.788 0.004 0.056
#> T72_CT_E07 1 0.3970 0.663233 0.812 0.012 0.000 0.056 0.084 0.036
#> T72_CT_F01 4 0.2830 0.746652 0.012 0.092 0.000 0.868 0.024 0.004
#> T72_CT_F05 4 0.5394 0.700883 0.048 0.164 0.000 0.700 0.048 0.040
#> T72_CT_F07 1 0.3962 0.588339 0.724 0.012 0.000 0.008 0.248 0.008
#> T72_CT_F10 4 0.2445 0.746157 0.000 0.108 0.000 0.872 0.020 0.000
#> T72_CT_F11 3 0.7184 0.128337 0.004 0.032 0.388 0.252 0.020 0.304
#> T72_CT_G03 1 0.1492 0.681537 0.940 0.000 0.000 0.000 0.024 0.036
#> T72_CT_G04 1 0.3088 0.679833 0.808 0.000 0.000 0.000 0.172 0.020
#> T72_CT_G06 6 0.8000 0.491024 0.024 0.060 0.096 0.160 0.176 0.484
#> T72_CT_G08 6 0.8356 0.203649 0.076 0.028 0.072 0.300 0.148 0.376
#> T72_CT_G10 4 0.2981 0.731139 0.000 0.160 0.000 0.820 0.020 0.000
#> T72_CT_G11 5 0.4479 0.274727 0.372 0.012 0.000 0.004 0.600 0.012
#> T72_CT_H01 4 0.4146 0.701101 0.012 0.160 0.000 0.764 0.004 0.060
#> T72_CT_H03 4 0.2182 0.737832 0.000 0.076 0.000 0.900 0.020 0.004
#> T72_CT_H05 3 0.4053 0.718194 0.000 0.000 0.768 0.024 0.044 0.164
#> T72_CT_H08 3 0.3373 0.744608 0.000 0.000 0.816 0.012 0.032 0.140
#> T72_CT_H09 3 0.3863 0.685729 0.000 0.000 0.776 0.012 0.048 0.164
#> T72_CT_H10 1 0.5385 0.477825 0.636 0.020 0.000 0.048 0.268 0.028
#> T72_CT_H11 1 0.4197 0.543075 0.660 0.012 0.000 0.004 0.316 0.008
#> T72_CT_H12 4 0.2070 0.733041 0.000 0.100 0.000 0.892 0.000 0.008
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> CV:mclust 266 4.35e-23 4.90e-24 9.22e-31 2
#> CV:mclust 236 3.63e-22 7.03e-21 2.10e-62 3
#> CV:mclust 226 2.33e-33 3.40e-26 1.53e-65 4
#> CV:mclust 217 3.91e-30 5.71e-20 1.52e-50 5
#> CV:mclust 194 6.43e-32 1.84e-22 3.05e-48 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["CV", "NMF"]
# you can also extract it by
# res = res_list["CV:NMF"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'CV' method.
#> Subgroups are detected by 'NMF' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.283 0.457 0.676 0.4487 0.498 0.498
#> 3 3 0.925 0.927 0.971 0.4244 0.795 0.613
#> 4 4 0.805 0.861 0.919 0.1357 0.850 0.618
#> 5 5 0.691 0.675 0.804 0.0757 0.946 0.810
#> 6 6 0.686 0.617 0.761 0.0540 0.920 0.681
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.9996 0.0328 0.512 0.488
#> T0_CT_A03 1 0.9996 0.0328 0.512 0.488
#> T0_CT_A05 1 0.9996 0.0328 0.512 0.488
#> T0_CT_A06 1 0.9996 0.0328 0.512 0.488
#> T0_CT_A07 1 0.9996 0.0328 0.512 0.488
#> T0_CT_A08 1 0.8763 0.5372 0.704 0.296
#> T0_CT_A10 1 0.9996 0.0328 0.512 0.488
#> T0_CT_A11 1 0.9988 0.0364 0.520 0.480
#> T0_CT_B01 2 0.1633 0.7589 0.024 0.976
#> T0_CT_B03 1 0.9996 0.0328 0.512 0.488
#> T0_CT_B05 1 0.9358 0.4933 0.648 0.352
#> T0_CT_B07 1 0.9209 0.3286 0.664 0.336
#> T0_CT_B08 1 0.9996 0.0328 0.512 0.488
#> T0_CT_B09 1 0.9996 0.0328 0.512 0.488
#> T0_CT_C02 1 0.9996 0.0328 0.512 0.488
#> T0_CT_C03 1 0.8763 0.5372 0.704 0.296
#> T0_CT_C05 2 0.5178 0.6379 0.116 0.884
#> T0_CT_C06 2 0.9963 -0.1940 0.464 0.536
#> T0_CT_C07 1 0.9993 0.0205 0.516 0.484
#> T0_CT_C08 1 0.9996 0.0328 0.512 0.488
#> T0_CT_C09 2 0.9522 0.2542 0.372 0.628
#> T0_CT_C11 2 0.0938 0.7718 0.012 0.988
#> T0_CT_C12 1 0.9996 0.0328 0.512 0.488
#> T0_CT_D01 2 0.8763 0.3692 0.296 0.704
#> T0_CT_D02 1 0.5737 0.3486 0.864 0.136
#> T0_CT_D03 1 0.9996 0.0328 0.512 0.488
#> T0_CT_D05 2 0.1843 0.7539 0.028 0.972
#> T0_CT_D06 1 0.9996 0.0328 0.512 0.488
#> T0_CT_D07 2 0.8661 0.3941 0.288 0.712
#> T0_CT_D08 1 0.9996 0.0328 0.512 0.488
#> T0_CT_D09 2 0.8207 0.4292 0.256 0.744
#> T0_CT_D11 2 0.6247 0.5804 0.156 0.844
#> T0_CT_D12 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E01 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E03 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E04 2 0.7376 0.5016 0.208 0.792
#> T0_CT_E05 1 0.9460 0.4795 0.636 0.364
#> T0_CT_E06 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E07 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E08 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E09 2 0.9988 0.0320 0.480 0.520
#> T0_CT_E10 2 0.8267 0.4231 0.260 0.740
#> T0_CT_E11 1 0.9996 0.0328 0.512 0.488
#> T0_CT_E12 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F01 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F02 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F03 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F04 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F05 2 0.8763 0.3692 0.296 0.704
#> T0_CT_F06 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F07 2 0.7299 0.5304 0.204 0.796
#> T0_CT_F09 2 0.4431 0.6714 0.092 0.908
#> T0_CT_F11 1 0.9996 0.0328 0.512 0.488
#> T0_CT_F12 1 0.9996 0.0328 0.512 0.488
#> T0_CT_G01 1 0.9996 0.0328 0.512 0.488
#> T0_CT_G02 1 0.9815 0.4132 0.580 0.420
#> T0_CT_G03 1 0.9996 0.0328 0.512 0.488
#> T0_CT_G04 1 0.9996 0.0328 0.512 0.488
#> T0_CT_G07 1 0.9996 0.0328 0.512 0.488
#> T0_CT_G08 1 0.9996 0.0328 0.512 0.488
#> T0_CT_G09 1 0.9170 0.5124 0.668 0.332
#> T0_CT_G11 2 0.8713 0.2963 0.292 0.708
#> T0_CT_H01 2 0.6438 0.5424 0.164 0.836
#> T0_CT_H02 2 0.6148 0.5863 0.152 0.848
#> T0_CT_H04 1 0.9996 0.0328 0.512 0.488
#> T0_CT_H05 2 0.6973 0.5005 0.188 0.812
#> T0_CT_H08 2 0.8608 0.3870 0.284 0.716
#> T0_CT_H09 2 0.0000 0.7849 0.000 1.000
#> T0_CT_H12 1 0.9580 0.4213 0.620 0.380
#> T24_CT_A01 1 0.9129 0.5161 0.672 0.328
#> T24_CT_A03 2 0.0000 0.7849 0.000 1.000
#> T24_CT_A04 2 0.0376 0.7806 0.004 0.996
#> T24_CT_A05 1 0.9996 0.0328 0.512 0.488
#> T24_CT_A07 2 0.0000 0.7849 0.000 1.000
#> T24_CT_A08 1 0.8763 0.5372 0.704 0.296
#> T24_CT_A09 1 0.9000 0.5253 0.684 0.316
#> T24_CT_A10 1 0.9881 0.3679 0.564 0.436
#> T24_CT_B01 1 0.9522 0.4694 0.628 0.372
#> T24_CT_B02 1 0.8909 0.5305 0.692 0.308
#> T24_CT_B03 2 0.0376 0.7808 0.004 0.996
#> T24_CT_B05 2 0.0000 0.7849 0.000 1.000
#> T24_CT_B06 2 0.0000 0.7849 0.000 1.000
#> T24_CT_B07 1 0.8763 0.5372 0.704 0.296
#> T24_CT_B08 2 0.0000 0.7849 0.000 1.000
#> T24_CT_B09 1 0.8763 0.5372 0.704 0.296
#> T24_CT_B11 1 0.9996 0.0328 0.512 0.488
#> T24_CT_C01 1 0.8763 0.5372 0.704 0.296
#> T24_CT_C02 2 0.0000 0.7849 0.000 1.000
#> T24_CT_C03 1 0.8909 0.5306 0.692 0.308
#> T24_CT_C05 2 0.0000 0.7849 0.000 1.000
#> T24_CT_C07 2 0.0000 0.7849 0.000 1.000
#> T24_CT_C08 2 0.0000 0.7849 0.000 1.000
#> T24_CT_C09 2 0.0000 0.7849 0.000 1.000
#> T24_CT_C10 1 0.8763 0.5372 0.704 0.296
#> T24_CT_C11 2 0.9896 -0.1257 0.440 0.560
#> T24_CT_C12 2 0.0000 0.7849 0.000 1.000
#> T24_CT_D01 2 0.0000 0.7849 0.000 1.000
#> T24_CT_D02 2 0.0000 0.7849 0.000 1.000
#> T24_CT_D03 2 0.0000 0.7849 0.000 1.000
#> T24_CT_D04 1 0.8763 0.5372 0.704 0.296
#> T24_CT_D05 2 0.9998 -0.2221 0.492 0.508
#> T24_CT_D06 1 0.9209 0.5089 0.664 0.336
#> T24_CT_D07 1 0.9998 0.2484 0.508 0.492
#> T24_CT_D08 2 0.0000 0.7849 0.000 1.000
#> T24_CT_D09 2 0.0000 0.7849 0.000 1.000
#> T24_CT_D10 2 0.0376 0.7806 0.004 0.996
#> T24_CT_D11 2 0.0000 0.7849 0.000 1.000
#> T24_CT_E01 1 0.9427 0.4842 0.640 0.360
#> T24_CT_E02 1 0.8763 0.5372 0.704 0.296
#> T24_CT_E04 2 0.0000 0.7849 0.000 1.000
#> T24_CT_E05 1 0.8763 0.5372 0.704 0.296
#> T24_CT_E07 2 0.9996 -0.2127 0.488 0.512
#> T24_CT_E09 1 0.8763 0.5372 0.704 0.296
#> T24_CT_E11 1 0.8763 0.5372 0.704 0.296
#> T24_CT_E12 2 0.0000 0.7849 0.000 1.000
#> T24_CT_F01 2 0.0000 0.7849 0.000 1.000
#> T24_CT_F02 2 0.0000 0.7849 0.000 1.000
#> T24_CT_F03 1 0.9044 0.5224 0.680 0.320
#> T24_CT_F04 1 0.9580 0.4585 0.620 0.380
#> T24_CT_F05 1 0.9358 0.4932 0.648 0.352
#> T24_CT_F07 1 0.9323 0.4971 0.652 0.348
#> T24_CT_F08 1 0.8763 0.5372 0.704 0.296
#> T24_CT_F09 2 0.0000 0.7849 0.000 1.000
#> T24_CT_F10 2 0.9522 0.0449 0.372 0.628
#> T24_CT_F11 2 0.9998 -0.2221 0.492 0.508
#> T24_CT_F12 2 0.9580 0.2407 0.380 0.620
#> T24_CT_G01 2 0.0000 0.7849 0.000 1.000
#> T24_CT_G02 1 0.8763 0.5372 0.704 0.296
#> T24_CT_G03 1 0.8763 0.5372 0.704 0.296
#> T24_CT_G04 2 0.0000 0.7849 0.000 1.000
#> T24_CT_G05 2 0.0000 0.7849 0.000 1.000
#> T24_CT_G06 1 0.8763 0.5372 0.704 0.296
#> T24_CT_G08 1 0.8813 0.5351 0.700 0.300
#> T24_CT_G10 2 0.0000 0.7849 0.000 1.000
#> T24_CT_G11 1 0.8763 0.5372 0.704 0.296
#> T24_CT_G12 1 0.9087 0.5193 0.676 0.324
#> T24_CT_H01 1 0.9996 0.0328 0.512 0.488
#> T24_CT_H02 1 0.9044 0.5224 0.680 0.320
#> T24_CT_H03 2 0.0000 0.7849 0.000 1.000
#> T24_CT_H05 1 0.9795 0.4030 0.584 0.416
#> T24_CT_H07 1 0.9358 0.4934 0.648 0.352
#> T24_CT_H09 1 0.8763 0.5372 0.704 0.296
#> T24_CT_H12 1 0.8955 0.5280 0.688 0.312
#> T48_CT_A01 2 0.0000 0.7849 0.000 1.000
#> T48_CT_A02 2 0.0000 0.7849 0.000 1.000
#> T48_CT_A03 1 0.8763 0.5372 0.704 0.296
#> T48_CT_A04 2 0.0000 0.7849 0.000 1.000
#> T48_CT_A05 2 0.7528 0.4389 0.216 0.784
#> T48_CT_A06 1 0.8763 0.5372 0.704 0.296
#> T48_CT_A07 1 0.9996 0.0328 0.512 0.488
#> T48_CT_A08 2 0.0000 0.7849 0.000 1.000
#> T48_CT_A09 1 0.9087 0.5192 0.676 0.324
#> T48_CT_A10 2 0.0000 0.7849 0.000 1.000
#> T48_CT_A11 2 0.0000 0.7849 0.000 1.000
#> T48_CT_A12 1 0.9044 0.5224 0.680 0.320
#> T48_CT_B01 2 0.0000 0.7849 0.000 1.000
#> T48_CT_B02 2 0.0000 0.7849 0.000 1.000
#> T48_CT_B03 1 0.8763 0.5372 0.704 0.296
#> T48_CT_B04 1 0.8763 0.5372 0.704 0.296
#> T48_CT_B06 2 0.0000 0.7849 0.000 1.000
#> T48_CT_B08 1 0.8763 0.5372 0.704 0.296
#> T48_CT_B10 2 0.0000 0.7849 0.000 1.000
#> T48_CT_B11 2 0.0000 0.7849 0.000 1.000
#> T48_CT_B12 2 0.9996 -0.2127 0.488 0.512
#> T48_CT_C01 2 0.0000 0.7849 0.000 1.000
#> T48_CT_C02 1 0.8763 0.5372 0.704 0.296
#> T48_CT_C03 2 0.0000 0.7849 0.000 1.000
#> T48_CT_C04 1 0.8763 0.5372 0.704 0.296
#> T48_CT_C05 2 0.4431 0.6649 0.092 0.908
#> T48_CT_C06 2 0.0000 0.7849 0.000 1.000
#> T48_CT_C07 2 0.9996 -0.2127 0.488 0.512
#> T48_CT_C09 2 0.6343 0.5743 0.160 0.840
#> T48_CT_C10 1 0.8763 0.5372 0.704 0.296
#> T48_CT_C11 2 0.0000 0.7849 0.000 1.000
#> T48_CT_D01 2 0.6712 0.5201 0.176 0.824
#> T48_CT_D02 1 0.9922 0.3451 0.552 0.448
#> T48_CT_D03 1 0.8763 0.5372 0.704 0.296
#> T48_CT_D04 2 0.8081 0.3707 0.248 0.752
#> T48_CT_D06 2 0.0000 0.7849 0.000 1.000
#> T48_CT_D07 2 0.0000 0.7849 0.000 1.000
#> T48_CT_D08 1 0.8861 0.5329 0.696 0.304
#> T48_CT_D09 2 0.0000 0.7849 0.000 1.000
#> T48_CT_D10 2 0.9996 -0.2127 0.488 0.512
#> T48_CT_D11 2 0.2043 0.7476 0.032 0.968
#> T48_CT_D12 1 0.8763 0.5372 0.704 0.296
#> T48_CT_E01 2 0.9754 -0.0507 0.408 0.592
#> T48_CT_E02 1 0.9977 0.2945 0.528 0.472
#> T48_CT_E03 2 0.0000 0.7849 0.000 1.000
#> T48_CT_E04 2 0.9993 -0.2063 0.484 0.516
#> T48_CT_E05 2 0.0000 0.7849 0.000 1.000
#> T48_CT_E06 1 0.8763 0.5372 0.704 0.296
#> T48_CT_E07 1 0.8763 0.5372 0.704 0.296
#> T48_CT_E08 2 0.0000 0.7849 0.000 1.000
#> T48_CT_E10 1 0.8763 0.5372 0.704 0.296
#> T48_CT_E11 1 0.8763 0.5372 0.704 0.296
#> T48_CT_E12 1 0.9996 0.0328 0.512 0.488
#> T48_CT_F01 2 0.0000 0.7849 0.000 1.000
#> T48_CT_F02 1 0.9881 0.3684 0.564 0.436
#> T48_CT_F03 1 0.9460 0.4797 0.636 0.364
#> T48_CT_F05 2 0.2778 0.7280 0.048 0.952
#> T48_CT_F07 1 0.9661 0.4406 0.608 0.392
#> T48_CT_F09 2 0.0000 0.7849 0.000 1.000
#> T48_CT_F10 1 0.9933 0.3369 0.548 0.452
#> T48_CT_F11 1 0.8763 0.5372 0.704 0.296
#> T48_CT_G01 1 0.8081 0.5111 0.752 0.248
#> T48_CT_G02 2 0.0000 0.7849 0.000 1.000
#> T48_CT_G03 2 0.0000 0.7849 0.000 1.000
#> T48_CT_G07 2 0.0000 0.7849 0.000 1.000
#> T48_CT_G08 2 0.0000 0.7849 0.000 1.000
#> T48_CT_G09 2 0.1184 0.7680 0.016 0.984
#> T48_CT_G10 1 0.8499 0.1897 0.724 0.276
#> T48_CT_G11 1 0.9460 0.4794 0.636 0.364
#> T48_CT_G12 2 0.0000 0.7849 0.000 1.000
#> T48_CT_H01 2 0.0000 0.7849 0.000 1.000
#> T48_CT_H02 2 0.8386 0.3214 0.268 0.732
#> T48_CT_H04 1 0.8763 0.5372 0.704 0.296
#> T48_CT_H05 2 0.0000 0.7849 0.000 1.000
#> T48_CT_H06 2 0.0000 0.7849 0.000 1.000
#> T48_CT_H07 2 0.9963 -0.1724 0.464 0.536
#> T48_CT_H08 2 0.0000 0.7849 0.000 1.000
#> T48_CT_H11 2 0.9996 -0.2127 0.488 0.512
#> T48_CT_H12 2 0.0000 0.7849 0.000 1.000
#> T72_CT_A01 2 0.0000 0.7849 0.000 1.000
#> T72_CT_A05 2 0.0000 0.7849 0.000 1.000
#> T72_CT_A08 1 0.9323 0.4975 0.652 0.348
#> T72_CT_A09 2 0.0000 0.7849 0.000 1.000
#> T72_CT_A11 2 0.0000 0.7849 0.000 1.000
#> T72_CT_B01 2 0.0000 0.7849 0.000 1.000
#> T72_CT_B02 1 0.8763 0.5372 0.704 0.296
#> T72_CT_B03 1 1.0000 0.2396 0.504 0.496
#> T72_CT_B04 1 0.8763 0.5372 0.704 0.296
#> T72_CT_B05 2 0.9988 -0.2000 0.480 0.520
#> T72_CT_B06 1 0.8763 0.5372 0.704 0.296
#> T72_CT_B08 2 0.9170 0.3181 0.332 0.668
#> T72_CT_B09 1 0.8763 0.5372 0.704 0.296
#> T72_CT_B11 1 0.9710 0.4286 0.600 0.400
#> T72_CT_B12 2 0.0000 0.7849 0.000 1.000
#> T72_CT_C04 2 0.0000 0.7849 0.000 1.000
#> T72_CT_C06 2 0.9996 -0.2127 0.488 0.512
#> T72_CT_C07 2 0.0000 0.7849 0.000 1.000
#> T72_CT_C09 2 0.9996 -0.2127 0.488 0.512
#> T72_CT_C11 2 0.9795 0.1727 0.416 0.584
#> T72_CT_D01 2 0.0000 0.7849 0.000 1.000
#> T72_CT_D03 1 0.9815 0.3832 0.580 0.420
#> T72_CT_D04 2 0.0000 0.7849 0.000 1.000
#> T72_CT_D05 1 0.9393 0.4888 0.644 0.356
#> T72_CT_D07 1 0.9954 0.3201 0.540 0.460
#> T72_CT_D10 2 0.9988 -0.1999 0.480 0.520
#> T72_CT_D11 1 0.8763 0.5372 0.704 0.296
#> T72_CT_E04 1 0.9850 0.3795 0.572 0.428
#> T72_CT_E05 2 0.0000 0.7849 0.000 1.000
#> T72_CT_E07 2 0.8207 0.3518 0.256 0.744
#> T72_CT_F01 2 0.0000 0.7849 0.000 1.000
#> T72_CT_F05 2 0.0000 0.7849 0.000 1.000
#> T72_CT_F07 1 0.9522 0.4690 0.628 0.372
#> T72_CT_F10 2 0.0000 0.7849 0.000 1.000
#> T72_CT_F11 2 0.4690 0.6602 0.100 0.900
#> T72_CT_G03 1 0.8763 0.5372 0.704 0.296
#> T72_CT_G04 1 0.8763 0.5372 0.704 0.296
#> T72_CT_G06 2 0.5408 0.6269 0.124 0.876
#> T72_CT_G08 2 0.2948 0.7232 0.052 0.948
#> T72_CT_G10 2 0.0000 0.7849 0.000 1.000
#> T72_CT_G11 1 0.9795 0.4031 0.584 0.416
#> T72_CT_H01 2 0.0000 0.7849 0.000 1.000
#> T72_CT_H03 2 0.0000 0.7849 0.000 1.000
#> T72_CT_H05 1 0.9996 0.0328 0.512 0.488
#> T72_CT_H08 1 0.9996 0.0328 0.512 0.488
#> T72_CT_H09 1 0.9996 0.0328 0.512 0.488
#> T72_CT_H10 2 0.9996 -0.2127 0.488 0.512
#> T72_CT_H11 1 0.9896 0.3606 0.560 0.440
#> T72_CT_H12 2 0.0000 0.7849 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9557 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_A11 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_B01 2 0.0237 0.9739 0.000 0.996 0.004
#> T0_CT_B03 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_B05 1 0.2356 0.8940 0.928 0.072 0.000
#> T0_CT_B07 3 0.7835 0.0795 0.456 0.052 0.492
#> T0_CT_B08 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9557 1.000 0.000 0.000
#> T0_CT_C05 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_C06 1 0.6154 0.3483 0.592 0.408 0.000
#> T0_CT_C07 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_C08 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_C09 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_C11 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_D01 2 0.3879 0.8117 0.000 0.848 0.152
#> T0_CT_D02 3 0.5859 0.4697 0.344 0.000 0.656
#> T0_CT_D03 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_D05 2 0.0237 0.9737 0.004 0.996 0.000
#> T0_CT_D06 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_D07 3 0.6095 0.3529 0.000 0.392 0.608
#> T0_CT_D08 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_D09 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_D11 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_D12 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E04 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_E05 1 0.0747 0.9440 0.984 0.016 0.000
#> T0_CT_E06 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E10 3 0.6192 0.2749 0.000 0.420 0.580
#> T0_CT_E11 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F05 2 0.6291 0.1045 0.000 0.532 0.468
#> T0_CT_F06 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F07 1 0.7759 0.0602 0.480 0.472 0.048
#> T0_CT_F09 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_G02 1 0.4452 0.7568 0.808 0.192 0.000
#> T0_CT_G03 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9557 1.000 0.000 0.000
#> T0_CT_G11 2 0.6824 0.2558 0.408 0.576 0.016
#> T0_CT_H01 2 0.0592 0.9664 0.012 0.988 0.000
#> T0_CT_H02 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_H04 3 0.0000 0.9635 0.000 0.000 1.000
#> T0_CT_H05 2 0.3532 0.8604 0.108 0.884 0.008
#> T0_CT_H08 2 0.5327 0.6217 0.000 0.728 0.272
#> T0_CT_H09 2 0.0000 0.9772 0.000 1.000 0.000
#> T0_CT_H12 1 0.4897 0.7579 0.812 0.016 0.172
#> T24_CT_A01 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_A04 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_A05 3 0.0000 0.9635 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_B05 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_B09 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9635 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_C09 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_C10 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_C11 2 0.0747 0.9627 0.016 0.984 0.000
#> T24_CT_C12 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D02 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D03 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_D05 1 0.2959 0.8642 0.900 0.100 0.000
#> T24_CT_D06 1 0.1031 0.9375 0.976 0.024 0.000
#> T24_CT_D07 1 0.4178 0.7790 0.828 0.172 0.000
#> T24_CT_D08 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_E07 2 0.3752 0.8243 0.144 0.856 0.000
#> T24_CT_E09 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_F04 1 0.1529 0.9238 0.960 0.040 0.000
#> T24_CT_F05 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_F10 2 0.0424 0.9702 0.008 0.992 0.000
#> T24_CT_F11 1 0.5291 0.6556 0.732 0.268 0.000
#> T24_CT_F12 3 0.0237 0.9598 0.000 0.004 0.996
#> T24_CT_G01 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_G05 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.9635 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.9772 0.000 1.000 0.000
#> T24_CT_H05 1 0.0747 0.9440 0.984 0.016 0.000
#> T24_CT_H07 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.9557 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A05 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A06 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9635 0.000 0.000 1.000
#> T48_CT_A08 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A09 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_B12 1 0.5926 0.4813 0.644 0.356 0.000
#> T48_CT_C01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_C05 2 0.0892 0.9587 0.020 0.980 0.000
#> T48_CT_C06 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_C07 1 0.6062 0.4152 0.616 0.384 0.000
#> T48_CT_C09 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_C10 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_D02 1 0.2448 0.8906 0.924 0.076 0.000
#> T48_CT_D03 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_D04 2 0.4002 0.8011 0.160 0.840 0.000
#> T48_CT_D06 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_D10 1 0.1964 0.9090 0.944 0.056 0.000
#> T48_CT_D11 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_D12 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_E01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_E02 1 0.2625 0.8817 0.916 0.084 0.000
#> T48_CT_E03 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_E04 2 0.3340 0.8517 0.120 0.880 0.000
#> T48_CT_E05 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.9635 0.000 0.000 1.000
#> T48_CT_F01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_F07 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_F10 1 0.3267 0.8487 0.884 0.116 0.000
#> T48_CT_F11 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_G08 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_G10 3 0.0000 0.9635 0.000 0.000 1.000
#> T48_CT_G11 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_H01 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_H02 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_H04 1 0.0000 0.9557 1.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_H07 2 0.4062 0.7971 0.164 0.836 0.000
#> T48_CT_H08 2 0.0000 0.9772 0.000 1.000 0.000
#> T48_CT_H11 1 0.5733 0.5511 0.676 0.324 0.000
#> T48_CT_H12 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_A05 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_A08 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_B03 1 0.0237 0.9528 0.996 0.004 0.000
#> T72_CT_B04 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_B05 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_B06 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_B08 3 0.4974 0.6797 0.000 0.236 0.764
#> T72_CT_B09 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_C06 1 0.0892 0.9409 0.980 0.020 0.000
#> T72_CT_C07 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_C09 1 0.2959 0.8659 0.900 0.100 0.000
#> T72_CT_C11 3 0.0000 0.9635 0.000 0.000 1.000
#> T72_CT_D01 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_D03 1 0.0592 0.9470 0.988 0.012 0.000
#> T72_CT_D04 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_D05 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_D10 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_D11 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_E07 2 0.2796 0.8833 0.092 0.908 0.000
#> T72_CT_F01 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_F11 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_G03 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_G06 2 0.0237 0.9738 0.000 0.996 0.004
#> T72_CT_G08 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_G10 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_G11 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.9772 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.9635 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.9635 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.9635 0.000 0.000 1.000
#> T72_CT_H10 2 0.5529 0.5618 0.296 0.704 0.000
#> T72_CT_H11 1 0.0000 0.9557 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.9772 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0817 0.9598 0.000 0.000 0.976 0.024
#> T0_CT_A03 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.1557 0.9355 0.000 0.000 0.944 0.056
#> T0_CT_A07 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_A11 3 0.0188 0.9727 0.000 0.000 0.996 0.004
#> T0_CT_B01 4 0.2081 0.8007 0.000 0.084 0.000 0.916
#> T0_CT_B03 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_B05 4 0.2345 0.8174 0.100 0.000 0.000 0.900
#> T0_CT_B07 4 0.3551 0.7843 0.028 0.004 0.108 0.860
#> T0_CT_B08 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_C03 4 0.4776 0.5108 0.376 0.000 0.000 0.624
#> T0_CT_C05 2 0.1557 0.9307 0.000 0.944 0.000 0.056
#> T0_CT_C06 4 0.1724 0.8229 0.032 0.020 0.000 0.948
#> T0_CT_C07 4 0.4220 0.6575 0.000 0.004 0.248 0.748
#> T0_CT_C08 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_C09 3 0.2131 0.9187 0.000 0.032 0.932 0.036
#> T0_CT_C11 2 0.1389 0.9347 0.000 0.952 0.000 0.048
#> T0_CT_C12 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_D01 2 0.3215 0.8826 0.000 0.876 0.032 0.092
#> T0_CT_D02 4 0.3625 0.7738 0.024 0.004 0.120 0.852
#> T0_CT_D03 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_D05 4 0.2704 0.7757 0.000 0.124 0.000 0.876
#> T0_CT_D06 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_D07 4 0.3946 0.7337 0.000 0.020 0.168 0.812
#> T0_CT_D08 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.1716 0.9262 0.000 0.936 0.000 0.064
#> T0_CT_D11 2 0.1637 0.9286 0.000 0.940 0.000 0.060
#> T0_CT_D12 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_E03 4 0.4382 0.6063 0.000 0.000 0.296 0.704
#> T0_CT_E04 2 0.1389 0.9347 0.000 0.952 0.000 0.048
#> T0_CT_E05 4 0.2216 0.8229 0.092 0.000 0.000 0.908
#> T0_CT_E06 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.1118 0.9494 0.000 0.000 0.964 0.036
#> T0_CT_E10 2 0.6234 0.3847 0.000 0.584 0.348 0.068
#> T0_CT_E11 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.2530 0.8565 0.000 0.000 0.888 0.112
#> T0_CT_F01 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_F05 2 0.4206 0.8106 0.000 0.816 0.136 0.048
#> T0_CT_F06 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_F07 4 0.3408 0.7773 0.016 0.120 0.004 0.860
#> T0_CT_F09 2 0.1389 0.9347 0.000 0.952 0.000 0.048
#> T0_CT_F11 3 0.3219 0.7883 0.000 0.000 0.836 0.164
#> T0_CT_F12 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_G02 4 0.2737 0.8127 0.104 0.008 0.000 0.888
#> T0_CT_G03 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T0_CT_G09 4 0.1867 0.8235 0.072 0.000 0.000 0.928
#> T0_CT_G11 4 0.1822 0.8144 0.008 0.044 0.004 0.944
#> T0_CT_H01 4 0.1637 0.8094 0.000 0.060 0.000 0.940
#> T0_CT_H02 2 0.1557 0.9311 0.000 0.944 0.000 0.056
#> T0_CT_H04 3 0.1118 0.9507 0.000 0.000 0.964 0.036
#> T0_CT_H05 4 0.2216 0.7965 0.000 0.092 0.000 0.908
#> T0_CT_H08 4 0.2751 0.8037 0.000 0.040 0.056 0.904
#> T0_CT_H09 4 0.2081 0.8008 0.000 0.084 0.000 0.916
#> T0_CT_H12 4 0.2392 0.8224 0.036 0.012 0.024 0.928
#> T24_CT_A01 4 0.2921 0.8086 0.140 0.000 0.000 0.860
#> T24_CT_A03 2 0.0817 0.9441 0.000 0.976 0.000 0.024
#> T24_CT_A04 2 0.1118 0.9403 0.000 0.964 0.000 0.036
#> T24_CT_A05 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T24_CT_A07 2 0.0921 0.9433 0.000 0.972 0.000 0.028
#> T24_CT_A08 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_A09 4 0.4697 0.5734 0.356 0.000 0.000 0.644
#> T24_CT_A10 4 0.3172 0.8016 0.160 0.000 0.000 0.840
#> T24_CT_B01 4 0.3444 0.7897 0.184 0.000 0.000 0.816
#> T24_CT_B02 4 0.4967 0.3463 0.452 0.000 0.000 0.548
#> T24_CT_B03 2 0.4277 0.5791 0.000 0.720 0.000 0.280
#> T24_CT_B05 2 0.0336 0.9469 0.000 0.992 0.000 0.008
#> T24_CT_B06 2 0.0188 0.9475 0.000 0.996 0.000 0.004
#> T24_CT_B07 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.1211 0.9388 0.000 0.960 0.000 0.040
#> T24_CT_B09 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0592 0.9468 0.000 0.984 0.000 0.016
#> T24_CT_C03 1 0.1211 0.9028 0.960 0.000 0.000 0.040
#> T24_CT_C05 2 0.1118 0.9404 0.000 0.964 0.000 0.036
#> T24_CT_C07 2 0.0921 0.9427 0.000 0.972 0.000 0.028
#> T24_CT_C08 2 0.0921 0.9432 0.000 0.972 0.000 0.028
#> T24_CT_C09 2 0.0921 0.9430 0.000 0.972 0.000 0.028
#> T24_CT_C10 1 0.3266 0.7710 0.832 0.000 0.000 0.168
#> T24_CT_C11 2 0.5292 -0.0971 0.008 0.512 0.000 0.480
#> T24_CT_C12 2 0.0469 0.9469 0.000 0.988 0.000 0.012
#> T24_CT_D01 2 0.0336 0.9473 0.000 0.992 0.000 0.008
#> T24_CT_D02 2 0.0336 0.9473 0.000 0.992 0.000 0.008
#> T24_CT_D03 2 0.1389 0.9347 0.000 0.952 0.000 0.048
#> T24_CT_D04 1 0.4454 0.4984 0.692 0.000 0.000 0.308
#> T24_CT_D05 4 0.7300 0.4268 0.276 0.196 0.000 0.528
#> T24_CT_D06 1 0.4673 0.5497 0.700 0.008 0.000 0.292
#> T24_CT_D07 1 0.7613 0.1120 0.472 0.240 0.000 0.288
#> T24_CT_D08 2 0.1118 0.9403 0.000 0.964 0.000 0.036
#> T24_CT_D09 2 0.1022 0.9418 0.000 0.968 0.000 0.032
#> T24_CT_D10 2 0.1474 0.9337 0.000 0.948 0.000 0.052
#> T24_CT_D11 2 0.0336 0.9479 0.000 0.992 0.000 0.008
#> T24_CT_E01 4 0.2408 0.8209 0.104 0.000 0.000 0.896
#> T24_CT_E02 1 0.1118 0.9051 0.964 0.000 0.000 0.036
#> T24_CT_E04 2 0.0336 0.9480 0.000 0.992 0.000 0.008
#> T24_CT_E05 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_E07 4 0.3196 0.7850 0.008 0.136 0.000 0.856
#> T24_CT_E09 1 0.2469 0.8448 0.892 0.000 0.000 0.108
#> T24_CT_E11 1 0.2469 0.8424 0.892 0.000 0.000 0.108
#> T24_CT_E12 2 0.0188 0.9473 0.000 0.996 0.000 0.004
#> T24_CT_F01 2 0.0707 0.9449 0.000 0.980 0.000 0.020
#> T24_CT_F02 2 0.1557 0.9307 0.000 0.944 0.000 0.056
#> T24_CT_F03 4 0.2647 0.8184 0.120 0.000 0.000 0.880
#> T24_CT_F04 4 0.4245 0.7780 0.196 0.020 0.000 0.784
#> T24_CT_F05 4 0.2469 0.8204 0.108 0.000 0.000 0.892
#> T24_CT_F07 4 0.2589 0.8210 0.116 0.000 0.000 0.884
#> T24_CT_F08 1 0.2408 0.8503 0.896 0.000 0.000 0.104
#> T24_CT_F09 2 0.1211 0.9387 0.000 0.960 0.000 0.040
#> T24_CT_F10 4 0.5110 0.5231 0.012 0.352 0.000 0.636
#> T24_CT_F11 4 0.1398 0.8239 0.040 0.004 0.000 0.956
#> T24_CT_F12 3 0.1302 0.9313 0.000 0.044 0.956 0.000
#> T24_CT_G01 2 0.1302 0.9368 0.000 0.956 0.000 0.044
#> T24_CT_G02 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0817 0.9448 0.000 0.976 0.000 0.024
#> T24_CT_G05 2 0.0707 0.9453 0.000 0.980 0.000 0.020
#> T24_CT_G06 1 0.3907 0.6518 0.768 0.000 0.000 0.232
#> T24_CT_G08 1 0.2081 0.8684 0.916 0.000 0.000 0.084
#> T24_CT_G10 2 0.0336 0.9474 0.000 0.992 0.000 0.008
#> T24_CT_G11 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T24_CT_G12 4 0.3266 0.7935 0.168 0.000 0.000 0.832
#> T24_CT_H01 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.4222 0.5916 0.728 0.000 0.000 0.272
#> T24_CT_H03 2 0.0592 0.9462 0.000 0.984 0.000 0.016
#> T24_CT_H05 4 0.2530 0.8238 0.100 0.004 0.000 0.896
#> T24_CT_H07 4 0.3444 0.7951 0.184 0.000 0.000 0.816
#> T24_CT_H09 1 0.0188 0.9225 0.996 0.000 0.000 0.004
#> T24_CT_H12 4 0.3444 0.7849 0.184 0.000 0.000 0.816
#> T48_CT_A01 2 0.0188 0.9476 0.000 0.996 0.000 0.004
#> T48_CT_A02 2 0.0469 0.9474 0.000 0.988 0.000 0.012
#> T48_CT_A03 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0336 0.9471 0.000 0.992 0.000 0.008
#> T48_CT_A05 2 0.2921 0.8443 0.000 0.860 0.000 0.140
#> T48_CT_A06 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T48_CT_A08 2 0.0592 0.9473 0.000 0.984 0.000 0.016
#> T48_CT_A09 4 0.3801 0.7670 0.220 0.000 0.000 0.780
#> T48_CT_A10 2 0.0707 0.9452 0.000 0.980 0.000 0.020
#> T48_CT_A11 2 0.0592 0.9457 0.000 0.984 0.000 0.016
#> T48_CT_A12 4 0.3356 0.7869 0.176 0.000 0.000 0.824
#> T48_CT_B01 2 0.0188 0.9475 0.000 0.996 0.000 0.004
#> T48_CT_B02 2 0.0188 0.9473 0.000 0.996 0.000 0.004
#> T48_CT_B03 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0336 0.9475 0.000 0.992 0.000 0.008
#> T48_CT_B08 1 0.1022 0.9077 0.968 0.000 0.000 0.032
#> T48_CT_B10 2 0.0469 0.9481 0.000 0.988 0.000 0.012
#> T48_CT_B11 2 0.0707 0.9475 0.000 0.980 0.000 0.020
#> T48_CT_B12 4 0.1824 0.8102 0.004 0.060 0.000 0.936
#> T48_CT_C01 2 0.0592 0.9464 0.000 0.984 0.000 0.016
#> T48_CT_C02 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.1022 0.9412 0.000 0.968 0.000 0.032
#> T48_CT_C04 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.1820 0.9324 0.020 0.944 0.000 0.036
#> T48_CT_C06 2 0.4222 0.6658 0.000 0.728 0.000 0.272
#> T48_CT_C07 4 0.1520 0.8218 0.024 0.020 0.000 0.956
#> T48_CT_C09 2 0.0336 0.9481 0.000 0.992 0.000 0.008
#> T48_CT_C10 1 0.4008 0.6254 0.756 0.000 0.000 0.244
#> T48_CT_C11 2 0.0336 0.9469 0.000 0.992 0.000 0.008
#> T48_CT_D01 2 0.2281 0.8961 0.000 0.904 0.000 0.096
#> T48_CT_D02 4 0.1913 0.8247 0.040 0.020 0.000 0.940
#> T48_CT_D03 1 0.0592 0.9172 0.984 0.000 0.000 0.016
#> T48_CT_D04 2 0.3123 0.8112 0.156 0.844 0.000 0.000
#> T48_CT_D06 2 0.0469 0.9481 0.000 0.988 0.000 0.012
#> T48_CT_D07 2 0.1211 0.9376 0.000 0.960 0.000 0.040
#> T48_CT_D08 4 0.4996 0.2484 0.484 0.000 0.000 0.516
#> T48_CT_D09 2 0.1474 0.9307 0.000 0.948 0.000 0.052
#> T48_CT_D10 4 0.1929 0.8227 0.036 0.024 0.000 0.940
#> T48_CT_D11 2 0.1211 0.9390 0.000 0.960 0.000 0.040
#> T48_CT_D12 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_E01 4 0.3123 0.7474 0.000 0.156 0.000 0.844
#> T48_CT_E02 4 0.1807 0.8233 0.052 0.008 0.000 0.940
#> T48_CT_E03 4 0.4564 0.5723 0.000 0.328 0.000 0.672
#> T48_CT_E04 4 0.1474 0.8113 0.000 0.052 0.000 0.948
#> T48_CT_E05 2 0.0469 0.9477 0.000 0.988 0.000 0.012
#> T48_CT_E06 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0469 0.9474 0.000 0.988 0.000 0.012
#> T48_CT_E10 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_E11 4 0.4776 0.5375 0.376 0.000 0.000 0.624
#> T48_CT_E12 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T48_CT_F01 2 0.0188 0.9475 0.000 0.996 0.000 0.004
#> T48_CT_F02 4 0.1474 0.8239 0.052 0.000 0.000 0.948
#> T48_CT_F03 4 0.2345 0.8213 0.100 0.000 0.000 0.900
#> T48_CT_F05 4 0.4431 0.5885 0.000 0.304 0.000 0.696
#> T48_CT_F07 4 0.3024 0.8121 0.148 0.000 0.000 0.852
#> T48_CT_F09 2 0.0817 0.9444 0.000 0.976 0.000 0.024
#> T48_CT_F10 4 0.2586 0.8225 0.040 0.048 0.000 0.912
#> T48_CT_F11 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.3870 0.7054 0.788 0.000 0.004 0.208
#> T48_CT_G02 2 0.0707 0.9456 0.000 0.980 0.000 0.020
#> T48_CT_G03 2 0.0592 0.9476 0.000 0.984 0.000 0.016
#> T48_CT_G07 2 0.0707 0.9485 0.000 0.980 0.000 0.020
#> T48_CT_G08 2 0.1474 0.9304 0.000 0.948 0.000 0.052
#> T48_CT_G09 2 0.3123 0.8351 0.000 0.844 0.000 0.156
#> T48_CT_G10 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T48_CT_G11 4 0.2530 0.8244 0.112 0.000 0.000 0.888
#> T48_CT_G12 2 0.0469 0.9484 0.000 0.988 0.000 0.012
#> T48_CT_H01 2 0.1118 0.9411 0.000 0.964 0.000 0.036
#> T48_CT_H02 2 0.4543 0.5635 0.000 0.676 0.000 0.324
#> T48_CT_H04 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.0336 0.9477 0.000 0.992 0.000 0.008
#> T48_CT_H06 2 0.0469 0.9462 0.000 0.988 0.000 0.012
#> T48_CT_H07 4 0.2714 0.7866 0.004 0.112 0.000 0.884
#> T48_CT_H08 2 0.0469 0.9481 0.000 0.988 0.000 0.012
#> T48_CT_H11 4 0.1833 0.8208 0.024 0.032 0.000 0.944
#> T48_CT_H12 2 0.0592 0.9464 0.000 0.984 0.000 0.016
#> T72_CT_A01 2 0.0921 0.9439 0.000 0.972 0.000 0.028
#> T72_CT_A05 2 0.1022 0.9419 0.000 0.968 0.000 0.032
#> T72_CT_A08 4 0.3219 0.7929 0.164 0.000 0.000 0.836
#> T72_CT_A09 2 0.0817 0.9439 0.000 0.976 0.000 0.024
#> T72_CT_A11 2 0.1211 0.9370 0.000 0.960 0.000 0.040
#> T72_CT_B01 2 0.0188 0.9473 0.000 0.996 0.000 0.004
#> T72_CT_B02 1 0.0592 0.9169 0.984 0.000 0.000 0.016
#> T72_CT_B03 4 0.4103 0.7067 0.256 0.000 0.000 0.744
#> T72_CT_B04 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.3024 0.8463 0.000 0.852 0.000 0.148
#> T72_CT_B06 1 0.0817 0.9114 0.976 0.000 0.000 0.024
#> T72_CT_B08 3 0.4992 0.0427 0.000 0.476 0.524 0.000
#> T72_CT_B09 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T72_CT_B11 4 0.3528 0.7745 0.192 0.000 0.000 0.808
#> T72_CT_B12 2 0.1474 0.9320 0.000 0.948 0.000 0.052
#> T72_CT_C04 2 0.0817 0.9443 0.000 0.976 0.000 0.024
#> T72_CT_C06 4 0.2915 0.8228 0.080 0.028 0.000 0.892
#> T72_CT_C07 2 0.1302 0.9376 0.000 0.956 0.000 0.044
#> T72_CT_C09 4 0.1833 0.8202 0.024 0.032 0.000 0.944
#> T72_CT_C11 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T72_CT_D01 2 0.0817 0.9439 0.000 0.976 0.000 0.024
#> T72_CT_D03 1 0.0927 0.9065 0.976 0.008 0.000 0.016
#> T72_CT_D04 2 0.1118 0.9398 0.000 0.964 0.000 0.036
#> T72_CT_D05 4 0.4746 0.5202 0.368 0.000 0.000 0.632
#> T72_CT_D07 4 0.4877 0.5695 0.328 0.008 0.000 0.664
#> T72_CT_D10 2 0.4564 0.5550 0.000 0.672 0.000 0.328
#> T72_CT_D11 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T72_CT_E04 4 0.4103 0.7007 0.256 0.000 0.000 0.744
#> T72_CT_E05 2 0.0921 0.9429 0.000 0.972 0.000 0.028
#> T72_CT_E07 2 0.2385 0.9097 0.052 0.920 0.000 0.028
#> T72_CT_F01 2 0.2345 0.8955 0.000 0.900 0.000 0.100
#> T72_CT_F05 2 0.1022 0.9410 0.000 0.968 0.000 0.032
#> T72_CT_F07 4 0.3649 0.7670 0.204 0.000 0.000 0.796
#> T72_CT_F10 2 0.0707 0.9453 0.000 0.980 0.000 0.020
#> T72_CT_F11 2 0.0336 0.9479 0.000 0.992 0.000 0.008
#> T72_CT_G03 1 0.0000 0.9241 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0336 0.9207 0.992 0.000 0.000 0.008
#> T72_CT_G06 2 0.1824 0.9295 0.000 0.936 0.004 0.060
#> T72_CT_G08 4 0.4522 0.5399 0.000 0.320 0.000 0.680
#> T72_CT_G10 2 0.2011 0.9111 0.000 0.920 0.000 0.080
#> T72_CT_G11 4 0.3801 0.7473 0.220 0.000 0.000 0.780
#> T72_CT_H01 2 0.0188 0.9473 0.000 0.996 0.000 0.004
#> T72_CT_H03 2 0.1118 0.9393 0.000 0.964 0.000 0.036
#> T72_CT_H05 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T72_CT_H08 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T72_CT_H09 3 0.0000 0.9759 0.000 0.000 1.000 0.000
#> T72_CT_H10 4 0.4284 0.6896 0.020 0.200 0.000 0.780
#> T72_CT_H11 4 0.4295 0.7125 0.240 0.008 0.000 0.752
#> T72_CT_H12 2 0.1474 0.9309 0.000 0.948 0.000 0.052
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.2280 0.8582 0.000 0.000 0.880 0.120 0.000
#> T0_CT_A03 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.4060 0.5568 0.000 0.000 0.640 0.360 0.000
#> T0_CT_A07 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0162 0.9383 0.000 0.000 0.996 0.004 0.000
#> T0_CT_A11 3 0.3171 0.7712 0.000 0.000 0.816 0.176 0.008
#> T0_CT_B01 4 0.3966 0.5905 0.000 0.000 0.000 0.664 0.336
#> T0_CT_B03 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 4 0.4359 0.5485 0.004 0.000 0.000 0.584 0.412
#> T0_CT_B07 4 0.4238 0.5788 0.000 0.000 0.004 0.628 0.368
#> T0_CT_B08 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C03 4 0.6268 0.4029 0.232 0.000 0.000 0.540 0.228
#> T0_CT_C05 2 0.4390 0.6382 0.000 0.568 0.000 0.428 0.004
#> T0_CT_C06 4 0.4262 0.5141 0.000 0.000 0.000 0.560 0.440
#> T0_CT_C07 4 0.4679 0.5799 0.000 0.000 0.032 0.652 0.316
#> T0_CT_C08 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 3 0.4907 0.5950 0.000 0.056 0.664 0.280 0.000
#> T0_CT_C11 2 0.4192 0.6702 0.000 0.596 0.000 0.404 0.000
#> T0_CT_C12 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 4 0.4480 -0.3690 0.000 0.400 0.004 0.592 0.004
#> T0_CT_D02 4 0.4341 0.5788 0.000 0.000 0.008 0.628 0.364
#> T0_CT_D03 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 4 0.3671 0.5399 0.000 0.008 0.000 0.756 0.236
#> T0_CT_D06 3 0.1043 0.9157 0.000 0.000 0.960 0.040 0.000
#> T0_CT_D07 4 0.3942 0.5626 0.000 0.000 0.020 0.748 0.232
#> T0_CT_D08 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D09 2 0.4437 0.6012 0.000 0.532 0.000 0.464 0.004
#> T0_CT_D11 2 0.4434 0.6066 0.000 0.536 0.000 0.460 0.004
#> T0_CT_D12 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0609 0.9314 0.000 0.000 0.980 0.020 0.000
#> T0_CT_E03 4 0.5677 0.4709 0.000 0.000 0.080 0.496 0.424
#> T0_CT_E04 2 0.4227 0.6541 0.000 0.580 0.000 0.420 0.000
#> T0_CT_E05 5 0.4559 -0.3744 0.008 0.000 0.000 0.480 0.512
#> T0_CT_E06 3 0.0510 0.9330 0.000 0.000 0.984 0.016 0.000
#> T0_CT_E07 3 0.0404 0.9349 0.000 0.000 0.988 0.012 0.000
#> T0_CT_E08 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.3816 0.6537 0.000 0.000 0.696 0.304 0.000
#> T0_CT_E10 4 0.5901 -0.4996 0.000 0.452 0.076 0.464 0.008
#> T0_CT_E11 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E12 3 0.4197 0.7195 0.000 0.000 0.776 0.148 0.076
#> T0_CT_F01 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 2 0.5009 0.6019 0.000 0.540 0.032 0.428 0.000
#> T0_CT_F06 3 0.0290 0.9367 0.000 0.000 0.992 0.008 0.000
#> T0_CT_F07 4 0.3280 0.5063 0.000 0.012 0.000 0.812 0.176
#> T0_CT_F09 2 0.4383 0.6504 0.000 0.572 0.000 0.424 0.004
#> T0_CT_F11 3 0.5265 0.4855 0.000 0.000 0.636 0.284 0.080
#> T0_CT_F12 3 0.0794 0.9258 0.000 0.000 0.972 0.028 0.000
#> T0_CT_G01 3 0.0703 0.9276 0.000 0.000 0.976 0.024 0.000
#> T0_CT_G02 4 0.3300 0.5445 0.004 0.000 0.000 0.792 0.204
#> T0_CT_G03 3 0.0290 0.9368 0.000 0.000 0.992 0.008 0.000
#> T0_CT_G04 3 0.0162 0.9382 0.000 0.000 0.996 0.004 0.000
#> T0_CT_G07 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.0404 0.9345 0.000 0.000 0.988 0.012 0.000
#> T0_CT_G09 5 0.4047 0.1207 0.004 0.000 0.000 0.320 0.676
#> T0_CT_G11 4 0.4126 0.5729 0.000 0.000 0.000 0.620 0.380
#> T0_CT_H01 4 0.3857 0.5913 0.000 0.000 0.000 0.688 0.312
#> T0_CT_H02 2 0.4403 0.6286 0.000 0.560 0.000 0.436 0.004
#> T0_CT_H04 3 0.3967 0.6854 0.000 0.000 0.724 0.264 0.012
#> T0_CT_H05 4 0.3707 0.5821 0.000 0.000 0.000 0.716 0.284
#> T0_CT_H08 4 0.3732 0.5110 0.000 0.008 0.008 0.776 0.208
#> T0_CT_H09 4 0.3636 0.5814 0.000 0.000 0.000 0.728 0.272
#> T0_CT_H12 4 0.4410 0.5081 0.004 0.000 0.000 0.556 0.440
#> T24_CT_A01 4 0.4390 0.5133 0.004 0.000 0.000 0.568 0.428
#> T24_CT_A03 2 0.2773 0.8168 0.000 0.836 0.000 0.164 0.000
#> T24_CT_A04 2 0.3913 0.7333 0.000 0.676 0.000 0.324 0.000
#> T24_CT_A05 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T24_CT_A07 2 0.3424 0.7831 0.000 0.760 0.000 0.240 0.000
#> T24_CT_A08 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 4 0.6492 0.3582 0.196 0.000 0.000 0.456 0.348
#> T24_CT_A10 5 0.4746 -0.3823 0.016 0.000 0.000 0.480 0.504
#> T24_CT_B01 5 0.4746 -0.4176 0.016 0.000 0.000 0.480 0.504
#> T24_CT_B02 5 0.6696 -0.0739 0.372 0.000 0.000 0.240 0.388
#> T24_CT_B03 2 0.5290 0.6277 0.000 0.676 0.000 0.140 0.184
#> T24_CT_B05 2 0.0992 0.8365 0.000 0.968 0.000 0.024 0.008
#> T24_CT_B06 2 0.2439 0.8375 0.000 0.876 0.000 0.120 0.004
#> T24_CT_B07 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.3586 0.7631 0.000 0.736 0.000 0.264 0.000
#> T24_CT_B09 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T24_CT_C01 1 0.0162 0.8822 0.996 0.000 0.000 0.004 0.000
#> T24_CT_C02 2 0.2450 0.8425 0.000 0.896 0.000 0.076 0.028
#> T24_CT_C03 1 0.3342 0.7997 0.848 0.004 0.000 0.100 0.048
#> T24_CT_C05 2 0.4045 0.7106 0.000 0.644 0.000 0.356 0.000
#> T24_CT_C07 2 0.0898 0.8330 0.000 0.972 0.000 0.008 0.020
#> T24_CT_C08 2 0.3913 0.7344 0.000 0.676 0.000 0.324 0.000
#> T24_CT_C09 2 0.3480 0.7717 0.000 0.752 0.000 0.248 0.000
#> T24_CT_C10 1 0.6166 0.3076 0.556 0.000 0.000 0.244 0.200
#> T24_CT_C11 2 0.5827 0.3982 0.000 0.576 0.000 0.124 0.300
#> T24_CT_C12 2 0.2127 0.8328 0.000 0.892 0.000 0.108 0.000
#> T24_CT_D01 2 0.2522 0.8400 0.000 0.880 0.000 0.108 0.012
#> T24_CT_D02 2 0.1628 0.8425 0.000 0.936 0.000 0.056 0.008
#> T24_CT_D03 2 0.4299 0.6811 0.000 0.608 0.000 0.388 0.004
#> T24_CT_D04 1 0.4707 0.6205 0.716 0.000 0.000 0.072 0.212
#> T24_CT_D05 4 0.7588 0.2586 0.124 0.172 0.000 0.512 0.192
#> T24_CT_D06 1 0.6615 0.2149 0.504 0.012 0.000 0.312 0.172
#> T24_CT_D07 4 0.8061 0.1584 0.280 0.212 0.000 0.396 0.112
#> T24_CT_D08 2 0.3990 0.7417 0.000 0.688 0.000 0.308 0.004
#> T24_CT_D09 2 0.3752 0.7531 0.000 0.708 0.000 0.292 0.000
#> T24_CT_D10 2 0.4341 0.6676 0.000 0.592 0.000 0.404 0.004
#> T24_CT_D11 2 0.2127 0.8333 0.000 0.892 0.000 0.108 0.000
#> T24_CT_E01 5 0.2971 0.4786 0.008 0.000 0.000 0.156 0.836
#> T24_CT_E02 1 0.2074 0.8492 0.920 0.000 0.000 0.044 0.036
#> T24_CT_E04 2 0.2825 0.8407 0.000 0.860 0.000 0.124 0.016
#> T24_CT_E05 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 4 0.4907 0.3992 0.000 0.024 0.000 0.492 0.484
#> T24_CT_E09 1 0.5444 0.5425 0.656 0.000 0.000 0.204 0.140
#> T24_CT_E11 1 0.2793 0.8127 0.876 0.000 0.000 0.036 0.088
#> T24_CT_E12 2 0.1965 0.8347 0.000 0.904 0.000 0.096 0.000
#> T24_CT_F01 2 0.1469 0.8317 0.000 0.948 0.000 0.016 0.036
#> T24_CT_F02 2 0.4219 0.6530 0.000 0.584 0.000 0.416 0.000
#> T24_CT_F03 5 0.2561 0.5362 0.020 0.000 0.000 0.096 0.884
#> T24_CT_F04 4 0.5206 0.4664 0.028 0.008 0.000 0.528 0.436
#> T24_CT_F05 5 0.4359 -0.1733 0.004 0.000 0.000 0.412 0.584
#> T24_CT_F07 5 0.4540 0.1250 0.024 0.000 0.000 0.320 0.656
#> T24_CT_F08 1 0.4933 0.6243 0.704 0.000 0.000 0.200 0.096
#> T24_CT_F09 2 0.3999 0.7129 0.000 0.656 0.000 0.344 0.000
#> T24_CT_F10 5 0.6825 -0.1754 0.000 0.328 0.000 0.332 0.340
#> T24_CT_F11 5 0.3010 0.4635 0.000 0.004 0.000 0.172 0.824
#> T24_CT_F12 3 0.2970 0.7613 0.000 0.168 0.828 0.000 0.004
#> T24_CT_G01 2 0.4150 0.6811 0.000 0.612 0.000 0.388 0.000
#> T24_CT_G02 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0510 0.8783 0.984 0.000 0.000 0.016 0.000
#> T24_CT_G04 2 0.3491 0.7971 0.000 0.768 0.000 0.228 0.004
#> T24_CT_G05 2 0.3074 0.8092 0.000 0.804 0.000 0.196 0.000
#> T24_CT_G06 1 0.5305 0.5345 0.672 0.000 0.000 0.132 0.196
#> T24_CT_G08 1 0.3269 0.7979 0.848 0.000 0.000 0.096 0.056
#> T24_CT_G10 2 0.2230 0.8332 0.000 0.884 0.000 0.116 0.000
#> T24_CT_G11 1 0.0162 0.8822 0.996 0.000 0.000 0.004 0.000
#> T24_CT_G12 4 0.4622 0.5015 0.012 0.000 0.000 0.548 0.440
#> T24_CT_H01 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.6118 0.3103 0.548 0.000 0.000 0.288 0.164
#> T24_CT_H03 2 0.2377 0.8292 0.000 0.872 0.000 0.128 0.000
#> T24_CT_H05 4 0.4452 0.4109 0.004 0.000 0.000 0.500 0.496
#> T24_CT_H07 5 0.4668 -0.0861 0.024 0.000 0.000 0.352 0.624
#> T24_CT_H09 1 0.1893 0.8540 0.928 0.000 0.000 0.048 0.024
#> T24_CT_H12 4 0.4803 0.4895 0.020 0.000 0.000 0.536 0.444
#> T48_CT_A01 2 0.1661 0.8353 0.000 0.940 0.000 0.036 0.024
#> T48_CT_A02 2 0.1493 0.8360 0.000 0.948 0.000 0.024 0.028
#> T48_CT_A03 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.2139 0.8295 0.000 0.916 0.000 0.032 0.052
#> T48_CT_A05 2 0.2927 0.7975 0.000 0.868 0.000 0.040 0.092
#> T48_CT_A06 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A08 2 0.2362 0.8235 0.000 0.900 0.000 0.024 0.076
#> T48_CT_A09 5 0.5401 -0.3694 0.056 0.000 0.000 0.452 0.492
#> T48_CT_A10 2 0.1740 0.8246 0.000 0.932 0.000 0.012 0.056
#> T48_CT_A11 2 0.1668 0.8382 0.000 0.940 0.000 0.032 0.028
#> T48_CT_A12 5 0.4064 0.5172 0.092 0.000 0.000 0.116 0.792
#> T48_CT_B01 2 0.1697 0.8419 0.000 0.932 0.000 0.060 0.008
#> T48_CT_B02 2 0.1018 0.8363 0.000 0.968 0.000 0.016 0.016
#> T48_CT_B03 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.2389 0.8371 0.000 0.880 0.000 0.116 0.004
#> T48_CT_B08 1 0.3196 0.7291 0.804 0.000 0.000 0.004 0.192
#> T48_CT_B10 2 0.2153 0.8342 0.000 0.916 0.000 0.040 0.044
#> T48_CT_B11 2 0.2853 0.8285 0.000 0.876 0.000 0.052 0.072
#> T48_CT_B12 5 0.2046 0.5639 0.000 0.016 0.000 0.068 0.916
#> T48_CT_C01 2 0.3321 0.8344 0.000 0.832 0.000 0.136 0.032
#> T48_CT_C02 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.2390 0.8193 0.000 0.896 0.000 0.020 0.084
#> T48_CT_C04 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.3122 0.7966 0.016 0.860 0.000 0.016 0.108
#> T48_CT_C06 2 0.4014 0.6343 0.000 0.728 0.000 0.016 0.256
#> T48_CT_C07 5 0.3300 0.4455 0.000 0.004 0.000 0.204 0.792
#> T48_CT_C09 2 0.2798 0.8337 0.000 0.852 0.000 0.140 0.008
#> T48_CT_C10 1 0.4505 0.3507 0.604 0.000 0.000 0.012 0.384
#> T48_CT_C11 2 0.1493 0.8354 0.000 0.948 0.000 0.028 0.024
#> T48_CT_D01 2 0.3112 0.8371 0.000 0.856 0.000 0.100 0.044
#> T48_CT_D02 5 0.1942 0.5609 0.000 0.012 0.000 0.068 0.920
#> T48_CT_D03 1 0.1408 0.8617 0.948 0.000 0.000 0.008 0.044
#> T48_CT_D04 2 0.4389 0.7359 0.184 0.756 0.000 0.056 0.004
#> T48_CT_D06 2 0.2110 0.8432 0.000 0.912 0.000 0.072 0.016
#> T48_CT_D07 2 0.2388 0.8273 0.000 0.900 0.000 0.028 0.072
#> T48_CT_D08 5 0.4268 0.3433 0.344 0.000 0.000 0.008 0.648
#> T48_CT_D09 2 0.1764 0.8259 0.000 0.928 0.000 0.008 0.064
#> T48_CT_D10 5 0.2286 0.5327 0.000 0.004 0.000 0.108 0.888
#> T48_CT_D11 2 0.4299 0.6880 0.000 0.608 0.000 0.388 0.004
#> T48_CT_D12 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 5 0.4430 0.3903 0.000 0.256 0.000 0.036 0.708
#> T48_CT_E02 5 0.1628 0.5651 0.000 0.008 0.000 0.056 0.936
#> T48_CT_E03 4 0.6717 0.2067 0.000 0.256 0.000 0.408 0.336
#> T48_CT_E04 5 0.2351 0.5617 0.000 0.016 0.000 0.088 0.896
#> T48_CT_E05 2 0.1952 0.8376 0.000 0.912 0.000 0.084 0.004
#> T48_CT_E06 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.3039 0.8120 0.000 0.808 0.000 0.192 0.000
#> T48_CT_E10 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 5 0.5155 0.2824 0.352 0.000 0.000 0.052 0.596
#> T48_CT_E12 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T48_CT_F01 2 0.2011 0.8386 0.000 0.908 0.000 0.088 0.004
#> T48_CT_F02 5 0.2674 0.5042 0.004 0.000 0.000 0.140 0.856
#> T48_CT_F03 5 0.2102 0.5612 0.012 0.004 0.000 0.068 0.916
#> T48_CT_F05 5 0.5252 0.3285 0.000 0.292 0.000 0.076 0.632
#> T48_CT_F07 5 0.4190 0.4355 0.060 0.000 0.000 0.172 0.768
#> T48_CT_F09 2 0.2929 0.8269 0.000 0.840 0.000 0.152 0.008
#> T48_CT_F10 5 0.2580 0.5585 0.000 0.044 0.000 0.064 0.892
#> T48_CT_F11 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.6545 0.1687 0.508 0.000 0.004 0.228 0.260
#> T48_CT_G02 2 0.3318 0.8267 0.000 0.808 0.000 0.180 0.012
#> T48_CT_G03 2 0.1216 0.8367 0.000 0.960 0.000 0.020 0.020
#> T48_CT_G07 2 0.2409 0.8430 0.000 0.900 0.000 0.068 0.032
#> T48_CT_G08 2 0.2278 0.8305 0.000 0.908 0.000 0.032 0.060
#> T48_CT_G09 2 0.3102 0.8039 0.000 0.860 0.000 0.056 0.084
#> T48_CT_G10 3 0.0162 0.9378 0.004 0.000 0.996 0.000 0.000
#> T48_CT_G11 4 0.4545 0.4828 0.004 0.004 0.000 0.560 0.432
#> T48_CT_G12 2 0.1386 0.8358 0.000 0.952 0.000 0.016 0.032
#> T48_CT_H01 2 0.2773 0.7994 0.000 0.868 0.000 0.020 0.112
#> T48_CT_H02 5 0.5181 0.2824 0.000 0.360 0.000 0.052 0.588
#> T48_CT_H04 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.1502 0.8403 0.000 0.940 0.000 0.056 0.004
#> T48_CT_H06 2 0.0955 0.8386 0.000 0.968 0.000 0.028 0.004
#> T48_CT_H07 5 0.5272 0.1916 0.000 0.072 0.000 0.308 0.620
#> T48_CT_H08 2 0.1205 0.8394 0.000 0.956 0.000 0.040 0.004
#> T48_CT_H11 5 0.3011 0.5174 0.000 0.016 0.000 0.140 0.844
#> T48_CT_H12 2 0.2632 0.8159 0.000 0.888 0.000 0.040 0.072
#> T72_CT_A01 2 0.2824 0.8418 0.000 0.864 0.000 0.116 0.020
#> T72_CT_A05 2 0.4030 0.7243 0.000 0.648 0.000 0.352 0.000
#> T72_CT_A08 5 0.1997 0.5698 0.040 0.000 0.000 0.036 0.924
#> T72_CT_A09 2 0.2871 0.8106 0.000 0.872 0.000 0.040 0.088
#> T72_CT_A11 2 0.3099 0.7815 0.000 0.848 0.000 0.028 0.124
#> T72_CT_B01 2 0.1671 0.8406 0.000 0.924 0.000 0.076 0.000
#> T72_CT_B02 1 0.2020 0.8239 0.900 0.000 0.000 0.000 0.100
#> T72_CT_B03 5 0.3257 0.5507 0.080 0.008 0.000 0.052 0.860
#> T72_CT_B04 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 5 0.5114 -0.0656 0.000 0.472 0.000 0.036 0.492
#> T72_CT_B06 1 0.3143 0.7176 0.796 0.000 0.000 0.000 0.204
#> T72_CT_B08 3 0.4571 0.5080 0.000 0.312 0.664 0.004 0.020
#> T72_CT_B09 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 5 0.2388 0.5652 0.028 0.000 0.000 0.072 0.900
#> T72_CT_B12 2 0.4563 0.6468 0.000 0.708 0.000 0.048 0.244
#> T72_CT_C04 2 0.2927 0.8063 0.000 0.868 0.000 0.040 0.092
#> T72_CT_C06 5 0.2124 0.5554 0.020 0.044 0.000 0.012 0.924
#> T72_CT_C07 2 0.4171 0.6823 0.000 0.604 0.000 0.396 0.000
#> T72_CT_C09 5 0.0912 0.5639 0.000 0.012 0.000 0.016 0.972
#> T72_CT_C11 3 0.0324 0.9357 0.000 0.004 0.992 0.000 0.004
#> T72_CT_D01 2 0.2632 0.8206 0.000 0.888 0.000 0.040 0.072
#> T72_CT_D03 1 0.1106 0.8657 0.964 0.000 0.000 0.012 0.024
#> T72_CT_D04 2 0.3882 0.7482 0.000 0.788 0.000 0.044 0.168
#> T72_CT_D05 5 0.3055 0.5153 0.144 0.000 0.000 0.016 0.840
#> T72_CT_D07 5 0.3770 0.5040 0.124 0.032 0.000 0.020 0.824
#> T72_CT_D10 5 0.4848 0.1487 0.000 0.420 0.000 0.024 0.556
#> T72_CT_D11 1 0.0290 0.8803 0.992 0.000 0.000 0.000 0.008
#> T72_CT_E04 5 0.4192 0.4965 0.164 0.008 0.000 0.048 0.780
#> T72_CT_E05 2 0.2853 0.8229 0.000 0.876 0.000 0.052 0.072
#> T72_CT_E07 2 0.5863 0.6965 0.144 0.692 0.000 0.076 0.088
#> T72_CT_F01 2 0.4520 0.5872 0.000 0.684 0.000 0.032 0.284
#> T72_CT_F05 2 0.2570 0.8091 0.000 0.888 0.000 0.028 0.084
#> T72_CT_F07 5 0.2450 0.5672 0.048 0.000 0.000 0.052 0.900
#> T72_CT_F10 2 0.2661 0.8330 0.000 0.888 0.000 0.056 0.056
#> T72_CT_F11 2 0.2520 0.8281 0.000 0.896 0.000 0.048 0.056
#> T72_CT_G03 1 0.0000 0.8835 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0404 0.8788 0.988 0.000 0.000 0.000 0.012
#> T72_CT_G06 2 0.5295 0.5355 0.000 0.628 0.004 0.064 0.304
#> T72_CT_G08 5 0.5285 0.3257 0.000 0.288 0.000 0.080 0.632
#> T72_CT_G10 2 0.4546 0.5478 0.000 0.668 0.000 0.028 0.304
#> T72_CT_G11 5 0.2757 0.5560 0.072 0.008 0.000 0.032 0.888
#> T72_CT_H01 2 0.2344 0.8380 0.000 0.904 0.000 0.064 0.032
#> T72_CT_H03 2 0.3085 0.7882 0.000 0.852 0.000 0.032 0.116
#> T72_CT_H05 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H08 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H09 3 0.0000 0.9397 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H10 5 0.4025 0.4629 0.000 0.132 0.000 0.076 0.792
#> T72_CT_H11 5 0.2204 0.5614 0.036 0.036 0.000 0.008 0.920
#> T72_CT_H12 2 0.3771 0.7444 0.000 0.796 0.000 0.040 0.164
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.5392 0.4089 0.000 0.000 0.584 0.192 0.000 0.224
#> T0_CT_A03 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 6 0.5888 0.3168 0.000 0.000 0.268 0.256 0.000 0.476
#> T0_CT_A07 3 0.0146 0.9377 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_A08 1 0.0146 0.8460 0.996 0.000 0.000 0.000 0.004 0.000
#> T0_CT_A10 3 0.1075 0.9112 0.000 0.000 0.952 0.000 0.000 0.048
#> T0_CT_A11 3 0.3608 0.6403 0.000 0.000 0.736 0.012 0.004 0.248
#> T0_CT_B01 6 0.3163 0.6381 0.000 0.000 0.000 0.140 0.040 0.820
#> T0_CT_B03 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 6 0.3125 0.6270 0.000 0.000 0.000 0.084 0.080 0.836
#> T0_CT_B07 6 0.2843 0.6358 0.000 0.000 0.000 0.116 0.036 0.848
#> T0_CT_B08 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C03 6 0.3594 0.6199 0.100 0.000 0.000 0.056 0.024 0.820
#> T0_CT_C05 4 0.3776 0.7199 0.000 0.188 0.000 0.760 0.000 0.052
#> T0_CT_C06 6 0.3575 0.6042 0.000 0.000 0.000 0.076 0.128 0.796
#> T0_CT_C07 6 0.3823 0.6208 0.000 0.000 0.004 0.184 0.048 0.764
#> T0_CT_C08 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 4 0.4981 0.0493 0.000 0.016 0.452 0.496 0.000 0.036
#> T0_CT_C11 4 0.3688 0.7032 0.000 0.256 0.000 0.724 0.000 0.020
#> T0_CT_C12 3 0.0146 0.9377 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_D01 4 0.4270 0.4428 0.000 0.052 0.000 0.684 0.000 0.264
#> T0_CT_D02 6 0.2190 0.6330 0.000 0.000 0.000 0.060 0.040 0.900
#> T0_CT_D03 3 0.0146 0.9377 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_D05 6 0.4558 0.4600 0.000 0.008 0.000 0.348 0.032 0.612
#> T0_CT_D06 3 0.2402 0.8131 0.000 0.000 0.856 0.140 0.000 0.004
#> T0_CT_D07 6 0.3791 0.5904 0.000 0.000 0.000 0.236 0.032 0.732
#> T0_CT_D08 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D09 4 0.4328 0.6919 0.000 0.164 0.000 0.724 0.000 0.112
#> T0_CT_D11 4 0.3967 0.6965 0.000 0.148 0.000 0.760 0.000 0.092
#> T0_CT_D12 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.1649 0.9000 0.000 0.000 0.932 0.036 0.000 0.032
#> T0_CT_E03 6 0.3702 0.5993 0.000 0.000 0.104 0.016 0.072 0.808
#> T0_CT_E04 4 0.3825 0.7171 0.000 0.220 0.000 0.744 0.004 0.032
#> T0_CT_E05 6 0.4532 0.3508 0.000 0.000 0.000 0.056 0.308 0.636
#> T0_CT_E06 3 0.1434 0.9052 0.000 0.000 0.940 0.012 0.000 0.048
#> T0_CT_E07 3 0.0858 0.9245 0.000 0.000 0.968 0.004 0.000 0.028
#> T0_CT_E08 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E09 4 0.5064 0.0139 0.000 0.000 0.432 0.492 0.000 0.076
#> T0_CT_E10 4 0.4543 0.6891 0.000 0.144 0.016 0.732 0.000 0.108
#> T0_CT_E11 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E12 3 0.3853 0.5912 0.000 0.000 0.708 0.008 0.012 0.272
#> T0_CT_F01 3 0.0622 0.9314 0.000 0.000 0.980 0.008 0.000 0.012
#> T0_CT_F02 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 4 0.4566 0.7165 0.000 0.192 0.016 0.716 0.000 0.076
#> T0_CT_F06 3 0.0458 0.9330 0.000 0.000 0.984 0.016 0.000 0.000
#> T0_CT_F07 6 0.4026 0.4509 0.000 0.000 0.000 0.348 0.016 0.636
#> T0_CT_F09 4 0.4390 0.7055 0.000 0.284 0.000 0.668 0.004 0.044
#> T0_CT_F11 6 0.4943 0.2407 0.000 0.000 0.392 0.044 0.012 0.552
#> T0_CT_F12 3 0.1524 0.8962 0.000 0.000 0.932 0.008 0.000 0.060
#> T0_CT_G01 3 0.2357 0.8348 0.000 0.000 0.872 0.012 0.000 0.116
#> T0_CT_G02 6 0.3541 0.5652 0.000 0.000 0.000 0.260 0.012 0.728
#> T0_CT_G03 3 0.1124 0.9167 0.000 0.000 0.956 0.008 0.000 0.036
#> T0_CT_G04 3 0.0405 0.9345 0.000 0.000 0.988 0.008 0.000 0.004
#> T0_CT_G07 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 3 0.0458 0.9331 0.000 0.000 0.984 0.016 0.000 0.000
#> T0_CT_G09 5 0.3984 0.4842 0.000 0.000 0.000 0.016 0.648 0.336
#> T0_CT_G11 6 0.3563 0.6328 0.000 0.000 0.000 0.132 0.072 0.796
#> T0_CT_H01 6 0.3387 0.6269 0.000 0.000 0.000 0.164 0.040 0.796
#> T0_CT_H02 4 0.3612 0.7198 0.000 0.200 0.000 0.764 0.000 0.036
#> T0_CT_H04 6 0.5678 0.1666 0.000 0.000 0.396 0.112 0.012 0.480
#> T0_CT_H05 6 0.3345 0.6224 0.000 0.000 0.000 0.184 0.028 0.788
#> T0_CT_H08 6 0.5044 0.3875 0.000 0.008 0.008 0.372 0.044 0.568
#> T0_CT_H09 6 0.3977 0.5497 0.000 0.004 0.000 0.284 0.020 0.692
#> T0_CT_H12 6 0.2542 0.6181 0.000 0.000 0.000 0.044 0.080 0.876
#> T24_CT_A01 6 0.1391 0.6216 0.000 0.000 0.000 0.016 0.040 0.944
#> T24_CT_A03 2 0.3710 0.5745 0.000 0.696 0.000 0.292 0.012 0.000
#> T24_CT_A04 4 0.4138 0.5754 0.000 0.364 0.000 0.620 0.008 0.008
#> T24_CT_A05 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A07 2 0.4018 0.2594 0.000 0.580 0.000 0.412 0.008 0.000
#> T24_CT_A08 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 6 0.4454 0.5560 0.124 0.000 0.000 0.036 0.084 0.756
#> T24_CT_A10 6 0.4313 0.3898 0.000 0.000 0.000 0.048 0.284 0.668
#> T24_CT_B01 6 0.3592 0.4855 0.000 0.000 0.000 0.020 0.240 0.740
#> T24_CT_B02 6 0.6653 0.1352 0.340 0.000 0.000 0.032 0.252 0.376
#> T24_CT_B03 2 0.6724 0.3111 0.000 0.512 0.000 0.232 0.108 0.148
#> T24_CT_B05 2 0.2389 0.6680 0.000 0.864 0.000 0.128 0.008 0.000
#> T24_CT_B06 2 0.4330 0.5599 0.000 0.680 0.000 0.276 0.036 0.008
#> T24_CT_B07 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.4394 0.2563 0.000 0.584 0.000 0.392 0.012 0.012
#> T24_CT_B09 1 0.0291 0.8451 0.992 0.000 0.000 0.000 0.004 0.004
#> T24_CT_B11 3 0.0146 0.9374 0.000 0.000 0.996 0.000 0.000 0.004
#> T24_CT_C01 1 0.0291 0.8450 0.992 0.000 0.000 0.000 0.004 0.004
#> T24_CT_C02 2 0.3912 0.6295 0.000 0.748 0.000 0.204 0.044 0.004
#> T24_CT_C03 1 0.4991 0.5533 0.652 0.000 0.000 0.032 0.052 0.264
#> T24_CT_C05 2 0.4274 0.2238 0.000 0.560 0.000 0.424 0.008 0.008
#> T24_CT_C07 2 0.2790 0.6667 0.000 0.844 0.000 0.132 0.024 0.000
#> T24_CT_C08 2 0.4089 0.0100 0.000 0.524 0.000 0.468 0.008 0.000
#> T24_CT_C09 2 0.3862 0.3127 0.000 0.608 0.000 0.388 0.004 0.000
#> T24_CT_C10 1 0.5798 0.1127 0.464 0.000 0.000 0.032 0.084 0.420
#> T24_CT_C11 2 0.7108 0.2424 0.000 0.464 0.000 0.176 0.212 0.148
#> T24_CT_C12 2 0.3695 0.5481 0.000 0.712 0.000 0.272 0.016 0.000
#> T24_CT_D01 2 0.3488 0.6072 0.000 0.744 0.000 0.244 0.004 0.008
#> T24_CT_D02 2 0.2704 0.6639 0.000 0.844 0.000 0.140 0.016 0.000
#> T24_CT_D03 4 0.3878 0.6376 0.000 0.320 0.000 0.668 0.004 0.008
#> T24_CT_D04 1 0.5262 0.5211 0.632 0.000 0.000 0.008 0.204 0.156
#> T24_CT_D05 6 0.7358 0.3780 0.068 0.160 0.000 0.192 0.068 0.512
#> T24_CT_D06 6 0.6274 0.0613 0.392 0.016 0.000 0.068 0.052 0.472
#> T24_CT_D07 6 0.8224 0.2615 0.140 0.248 0.000 0.136 0.088 0.388
#> T24_CT_D08 4 0.4109 0.4925 0.000 0.392 0.000 0.596 0.004 0.008
#> T24_CT_D09 4 0.4322 0.3881 0.000 0.472 0.000 0.512 0.008 0.008
#> T24_CT_D10 4 0.4302 0.5872 0.000 0.324 0.000 0.644 0.004 0.028
#> T24_CT_D11 2 0.3245 0.6193 0.000 0.764 0.000 0.228 0.008 0.000
#> T24_CT_E01 5 0.3401 0.6655 0.004 0.000 0.000 0.016 0.776 0.204
#> T24_CT_E02 1 0.3507 0.7502 0.820 0.000 0.000 0.020 0.044 0.116
#> T24_CT_E04 2 0.4513 0.6235 0.000 0.700 0.000 0.228 0.060 0.012
#> T24_CT_E05 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 6 0.6542 0.3287 0.000 0.136 0.000 0.092 0.244 0.528
#> T24_CT_E09 1 0.5366 0.1126 0.476 0.000 0.000 0.036 0.040 0.448
#> T24_CT_E11 1 0.2733 0.7820 0.864 0.000 0.000 0.000 0.080 0.056
#> T24_CT_E12 2 0.3376 0.6033 0.000 0.764 0.000 0.220 0.016 0.000
#> T24_CT_F01 2 0.2572 0.6660 0.000 0.852 0.000 0.136 0.012 0.000
#> T24_CT_F02 4 0.4158 0.7046 0.000 0.244 0.000 0.704 0.000 0.052
#> T24_CT_F03 5 0.3351 0.6946 0.004 0.000 0.000 0.028 0.800 0.168
#> T24_CT_F04 6 0.5105 0.4234 0.004 0.008 0.000 0.100 0.240 0.648
#> T24_CT_F05 6 0.4648 -0.0737 0.000 0.000 0.000 0.040 0.464 0.496
#> T24_CT_F07 5 0.5480 0.1493 0.012 0.008 0.000 0.064 0.480 0.436
#> T24_CT_F08 1 0.4815 0.3106 0.544 0.000 0.000 0.016 0.028 0.412
#> T24_CT_F09 4 0.4174 0.6273 0.000 0.352 0.000 0.628 0.004 0.016
#> T24_CT_F10 6 0.6881 0.1919 0.000 0.332 0.000 0.116 0.120 0.432
#> T24_CT_F11 5 0.3534 0.6351 0.000 0.000 0.000 0.016 0.740 0.244
#> T24_CT_F12 3 0.3878 0.4539 0.000 0.320 0.668 0.008 0.004 0.000
#> T24_CT_G01 4 0.4266 0.5482 0.000 0.356 0.000 0.620 0.004 0.020
#> T24_CT_G02 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.1606 0.8200 0.932 0.000 0.000 0.008 0.004 0.056
#> T24_CT_G04 2 0.4505 0.5563 0.000 0.684 0.000 0.252 0.008 0.056
#> T24_CT_G05 2 0.3758 0.4878 0.000 0.668 0.000 0.324 0.008 0.000
#> T24_CT_G06 1 0.4848 0.4742 0.628 0.000 0.000 0.012 0.056 0.304
#> T24_CT_G08 1 0.4751 0.6011 0.684 0.008 0.000 0.020 0.040 0.248
#> T24_CT_G10 2 0.2743 0.6583 0.000 0.828 0.000 0.164 0.008 0.000
#> T24_CT_G11 1 0.0405 0.8436 0.988 0.000 0.000 0.000 0.004 0.008
#> T24_CT_G12 6 0.2956 0.5903 0.000 0.000 0.000 0.040 0.120 0.840
#> T24_CT_H01 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H02 1 0.5856 0.2782 0.520 0.000 0.000 0.076 0.048 0.356
#> T24_CT_H03 2 0.3448 0.5707 0.000 0.716 0.000 0.280 0.004 0.000
#> T24_CT_H05 6 0.3398 0.4948 0.000 0.000 0.000 0.008 0.252 0.740
#> T24_CT_H07 6 0.4459 0.0735 0.012 0.000 0.000 0.012 0.428 0.548
#> T24_CT_H09 1 0.3453 0.7366 0.808 0.000 0.000 0.008 0.040 0.144
#> T24_CT_H12 6 0.3098 0.5908 0.004 0.000 0.000 0.040 0.120 0.836
#> T48_CT_A01 2 0.3394 0.6530 0.000 0.804 0.000 0.144 0.052 0.000
#> T48_CT_A02 2 0.2517 0.6895 0.000 0.876 0.000 0.100 0.016 0.008
#> T48_CT_A03 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.3235 0.6804 0.000 0.820 0.000 0.128 0.052 0.000
#> T48_CT_A05 2 0.3649 0.6364 0.000 0.816 0.000 0.088 0.076 0.020
#> T48_CT_A06 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.3557 0.6629 0.000 0.800 0.000 0.140 0.056 0.004
#> T48_CT_A09 6 0.5452 0.3809 0.064 0.000 0.000 0.056 0.252 0.628
#> T48_CT_A10 2 0.2294 0.6860 0.000 0.892 0.000 0.072 0.036 0.000
#> T48_CT_A11 2 0.2971 0.6766 0.000 0.832 0.000 0.144 0.020 0.004
#> T48_CT_A12 5 0.4623 0.6678 0.068 0.000 0.000 0.024 0.716 0.192
#> T48_CT_B01 2 0.2544 0.6828 0.000 0.852 0.000 0.140 0.004 0.004
#> T48_CT_B02 2 0.2020 0.6788 0.000 0.896 0.000 0.096 0.008 0.000
#> T48_CT_B03 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.3724 0.5829 0.000 0.716 0.000 0.268 0.012 0.004
#> T48_CT_B08 1 0.4676 0.1882 0.552 0.000 0.000 0.016 0.412 0.020
#> T48_CT_B10 2 0.3516 0.6604 0.000 0.788 0.000 0.164 0.048 0.000
#> T48_CT_B11 2 0.4663 0.5751 0.000 0.660 0.000 0.252 0.088 0.000
#> T48_CT_B12 5 0.3702 0.6903 0.000 0.024 0.000 0.024 0.788 0.164
#> T48_CT_C01 2 0.5125 0.2090 0.000 0.528 0.000 0.400 0.064 0.008
#> T48_CT_C02 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.1890 0.6874 0.000 0.916 0.000 0.060 0.024 0.000
#> T48_CT_C04 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.3236 0.6800 0.012 0.852 0.000 0.060 0.068 0.008
#> T48_CT_C06 2 0.4726 0.5477 0.000 0.708 0.000 0.076 0.192 0.024
#> T48_CT_C07 5 0.4881 0.5302 0.000 0.004 0.000 0.088 0.640 0.268
#> T48_CT_C09 2 0.4260 0.5174 0.000 0.692 0.000 0.268 0.016 0.024
#> T48_CT_C10 5 0.4294 0.2322 0.428 0.000 0.000 0.000 0.552 0.020
#> T48_CT_C11 2 0.2771 0.6826 0.000 0.852 0.000 0.116 0.032 0.000
#> T48_CT_D01 2 0.5022 0.5534 0.000 0.652 0.000 0.228 0.112 0.008
#> T48_CT_D02 5 0.2976 0.7166 0.000 0.012 0.000 0.020 0.844 0.124
#> T48_CT_D03 1 0.2618 0.7789 0.860 0.000 0.000 0.000 0.116 0.024
#> T48_CT_D04 2 0.6194 0.3229 0.204 0.540 0.000 0.220 0.036 0.000
#> T48_CT_D06 2 0.3772 0.6535 0.000 0.772 0.000 0.180 0.040 0.008
#> T48_CT_D07 2 0.2750 0.6929 0.000 0.868 0.000 0.080 0.048 0.004
#> T48_CT_D08 5 0.4270 0.5625 0.264 0.000 0.000 0.000 0.684 0.052
#> T48_CT_D09 2 0.3159 0.6649 0.000 0.832 0.000 0.100 0.068 0.000
#> T48_CT_D10 5 0.3558 0.6573 0.000 0.000 0.000 0.028 0.760 0.212
#> T48_CT_D11 4 0.4375 0.6358 0.000 0.316 0.000 0.648 0.008 0.028
#> T48_CT_D12 1 0.0146 0.8457 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_E01 5 0.4734 0.6231 0.000 0.184 0.000 0.040 0.716 0.060
#> T48_CT_E02 5 0.2822 0.7099 0.004 0.004 0.000 0.016 0.852 0.124
#> T48_CT_E03 2 0.7352 -0.0871 0.000 0.360 0.000 0.144 0.176 0.320
#> T48_CT_E04 5 0.3859 0.6899 0.000 0.016 0.000 0.036 0.772 0.176
#> T48_CT_E05 2 0.3645 0.6121 0.000 0.740 0.000 0.236 0.024 0.000
#> T48_CT_E06 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.3872 0.2908 0.000 0.604 0.000 0.392 0.000 0.004
#> T48_CT_E10 1 0.0717 0.8421 0.976 0.000 0.000 0.000 0.008 0.016
#> T48_CT_E11 5 0.5191 0.5937 0.180 0.000 0.000 0.020 0.664 0.136
#> T48_CT_E12 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F01 2 0.2692 0.6650 0.000 0.840 0.000 0.148 0.012 0.000
#> T48_CT_F02 5 0.3364 0.6683 0.000 0.000 0.000 0.024 0.780 0.196
#> T48_CT_F03 5 0.3777 0.7040 0.004 0.008 0.000 0.040 0.784 0.164
#> T48_CT_F05 5 0.6202 0.4352 0.000 0.248 0.000 0.108 0.564 0.080
#> T48_CT_F07 5 0.5200 0.5150 0.044 0.000 0.000 0.048 0.628 0.280
#> T48_CT_F09 2 0.3547 0.6311 0.000 0.768 0.000 0.208 0.012 0.012
#> T48_CT_F10 5 0.3106 0.7189 0.000 0.024 0.000 0.016 0.840 0.120
#> T48_CT_F11 1 0.0790 0.8366 0.968 0.000 0.000 0.000 0.032 0.000
#> T48_CT_G01 6 0.6185 0.0505 0.396 0.000 0.008 0.032 0.104 0.460
#> T48_CT_G02 2 0.4754 0.3032 0.000 0.568 0.000 0.388 0.032 0.012
#> T48_CT_G03 2 0.2491 0.6815 0.000 0.868 0.000 0.112 0.020 0.000
#> T48_CT_G07 2 0.2890 0.6838 0.000 0.844 0.000 0.128 0.024 0.004
#> T48_CT_G08 2 0.2679 0.6881 0.000 0.864 0.000 0.096 0.040 0.000
#> T48_CT_G09 2 0.5074 0.5533 0.000 0.692 0.000 0.120 0.156 0.032
#> T48_CT_G10 3 0.0146 0.9371 0.004 0.000 0.996 0.000 0.000 0.000
#> T48_CT_G11 6 0.3930 0.5547 0.000 0.004 0.000 0.072 0.156 0.768
#> T48_CT_G12 2 0.2147 0.6893 0.000 0.896 0.000 0.084 0.020 0.000
#> T48_CT_H01 2 0.4153 0.6371 0.000 0.752 0.000 0.148 0.096 0.004
#> T48_CT_H02 5 0.5104 0.5929 0.000 0.172 0.000 0.092 0.692 0.044
#> T48_CT_H04 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.3314 0.6163 0.000 0.764 0.000 0.224 0.012 0.000
#> T48_CT_H06 2 0.2744 0.6737 0.000 0.840 0.000 0.144 0.016 0.000
#> T48_CT_H07 6 0.6896 -0.0805 0.000 0.152 0.000 0.088 0.380 0.380
#> T48_CT_H08 2 0.2623 0.6860 0.000 0.852 0.000 0.132 0.016 0.000
#> T48_CT_H11 5 0.3988 0.6654 0.000 0.020 0.000 0.028 0.752 0.200
#> T48_CT_H12 2 0.3857 0.6360 0.000 0.768 0.000 0.152 0.080 0.000
#> T72_CT_A01 2 0.4855 0.3258 0.000 0.556 0.000 0.380 0.064 0.000
#> T72_CT_A05 4 0.4815 0.3908 0.000 0.396 0.000 0.552 0.048 0.004
#> T72_CT_A08 5 0.3300 0.7180 0.016 0.000 0.000 0.068 0.840 0.076
#> T72_CT_A09 2 0.4026 0.6457 0.000 0.752 0.000 0.160 0.088 0.000
#> T72_CT_A11 2 0.4085 0.5978 0.000 0.752 0.000 0.120 0.128 0.000
#> T72_CT_B01 2 0.3432 0.6748 0.000 0.800 0.000 0.148 0.052 0.000
#> T72_CT_B02 1 0.4004 0.3837 0.620 0.000 0.000 0.012 0.368 0.000
#> T72_CT_B03 5 0.4313 0.6706 0.052 0.020 0.000 0.116 0.784 0.028
#> T72_CT_B04 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 5 0.5289 0.3022 0.000 0.316 0.000 0.124 0.560 0.000
#> T72_CT_B06 1 0.4300 0.4438 0.640 0.000 0.000 0.036 0.324 0.000
#> T72_CT_B08 3 0.5299 0.3372 0.000 0.320 0.592 0.048 0.040 0.000
#> T72_CT_B09 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 5 0.3759 0.7173 0.012 0.004 0.000 0.076 0.808 0.100
#> T72_CT_B12 2 0.5672 0.3544 0.000 0.512 0.000 0.184 0.304 0.000
#> T72_CT_C04 2 0.3956 0.6226 0.000 0.760 0.000 0.152 0.088 0.000
#> T72_CT_C06 5 0.3458 0.7059 0.012 0.016 0.000 0.084 0.840 0.048
#> T72_CT_C07 4 0.4185 0.6274 0.000 0.332 0.000 0.644 0.004 0.020
#> T72_CT_C09 5 0.3097 0.7119 0.000 0.012 0.000 0.072 0.852 0.064
#> T72_CT_C11 3 0.1232 0.9092 0.000 0.016 0.956 0.004 0.024 0.000
#> T72_CT_D01 2 0.3650 0.6583 0.000 0.792 0.000 0.116 0.092 0.000
#> T72_CT_D03 1 0.4026 0.6847 0.788 0.024 0.000 0.088 0.100 0.000
#> T72_CT_D04 2 0.5473 0.4509 0.000 0.568 0.000 0.192 0.240 0.000
#> T72_CT_D05 5 0.3189 0.7207 0.016 0.000 0.000 0.064 0.848 0.072
#> T72_CT_D07 5 0.4203 0.6530 0.044 0.044 0.000 0.108 0.792 0.012
#> T72_CT_D10 5 0.5557 0.2654 0.000 0.340 0.000 0.120 0.532 0.008
#> T72_CT_D11 1 0.1500 0.8219 0.936 0.000 0.000 0.012 0.052 0.000
#> T72_CT_E04 5 0.4090 0.7040 0.056 0.004 0.000 0.080 0.800 0.060
#> T72_CT_E05 2 0.4131 0.6304 0.000 0.744 0.000 0.156 0.100 0.000
#> T72_CT_E07 2 0.7528 0.1411 0.176 0.364 0.000 0.244 0.216 0.000
#> T72_CT_F01 2 0.5204 0.4741 0.000 0.624 0.000 0.144 0.228 0.004
#> T72_CT_F05 2 0.4003 0.6111 0.000 0.760 0.000 0.116 0.124 0.000
#> T72_CT_F07 5 0.3748 0.7206 0.028 0.000 0.000 0.068 0.812 0.092
#> T72_CT_F10 2 0.4386 0.6308 0.000 0.708 0.000 0.200 0.092 0.000
#> T72_CT_F11 2 0.4760 0.5637 0.000 0.668 0.000 0.212 0.120 0.000
#> T72_CT_G03 1 0.0000 0.8470 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.2389 0.7686 0.864 0.000 0.000 0.008 0.128 0.000
#> T72_CT_G06 2 0.5916 0.3101 0.000 0.488 0.000 0.208 0.300 0.004
#> T72_CT_G08 5 0.6610 0.3178 0.000 0.288 0.000 0.152 0.488 0.072
#> T72_CT_G10 2 0.5102 0.4817 0.000 0.624 0.000 0.148 0.228 0.000
#> T72_CT_G11 5 0.3256 0.7067 0.016 0.012 0.000 0.084 0.852 0.036
#> T72_CT_H01 2 0.3930 0.6454 0.000 0.768 0.000 0.156 0.072 0.004
#> T72_CT_H03 2 0.4377 0.5949 0.000 0.720 0.000 0.160 0.120 0.000
#> T72_CT_H05 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H08 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H09 3 0.0000 0.9389 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H10 5 0.5076 0.6010 0.000 0.088 0.000 0.140 0.708 0.064
#> T72_CT_H11 5 0.3233 0.7140 0.012 0.016 0.000 0.072 0.856 0.044
#> T72_CT_H12 2 0.4406 0.5777 0.000 0.728 0.000 0.116 0.152 0.004
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> CV:NMF 158 1.16e-01 3.03e-01 1.24e-18 2
#> CV:NMF 261 3.91e-21 2.00e-23 4.10e-46 3
#> CV:NMF 263 1.43e-17 7.01e-21 1.34e-42 4
#> CV:NMF 226 2.78e-25 4.40e-27 6.20e-43 5
#> CV:NMF 205 1.02e-23 9.59e-25 3.80e-47 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["MAD", "hclust"]
# you can also extract it by
# res = res_list["MAD:hclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'MAD' method.
#> Subgroups are detected by 'hclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.981 0.959 0.977 0.0820 0.957 0.957
#> 3 3 0.181 0.522 0.639 3.7266 0.528 0.507
#> 4 4 0.114 0.469 0.665 0.2764 0.633 0.459
#> 5 5 0.111 0.539 0.662 0.1365 0.769 0.609
#> 6 6 0.130 0.482 0.675 0.0811 0.949 0.888
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.978 0.000 1.000
#> T0_CT_A03 2 0.0000 0.978 0.000 1.000
#> T0_CT_A05 2 0.0000 0.978 0.000 1.000
#> T0_CT_A06 2 0.0376 0.977 0.004 0.996
#> T0_CT_A07 2 0.0000 0.978 0.000 1.000
#> T0_CT_A08 2 0.0672 0.976 0.008 0.992
#> T0_CT_A10 2 0.0376 0.977 0.004 0.996
#> T0_CT_A11 1 0.0000 0.981 1.000 0.000
#> T0_CT_B01 2 0.0376 0.977 0.004 0.996
#> T0_CT_B03 2 0.0376 0.977 0.004 0.996
#> T0_CT_B05 2 0.0000 0.978 0.000 1.000
#> T0_CT_B07 2 0.0000 0.978 0.000 1.000
#> T0_CT_B08 2 0.0376 0.977 0.004 0.996
#> T0_CT_B09 2 0.0000 0.978 0.000 1.000
#> T0_CT_C02 2 0.0376 0.977 0.004 0.996
#> T0_CT_C03 2 0.0000 0.978 0.000 1.000
#> T0_CT_C05 2 0.0376 0.977 0.004 0.996
#> T0_CT_C06 2 0.0000 0.978 0.000 1.000
#> T0_CT_C07 2 0.0376 0.977 0.004 0.996
#> T0_CT_C08 2 0.0000 0.978 0.000 1.000
#> T0_CT_C09 1 0.0000 0.981 1.000 0.000
#> T0_CT_C11 2 0.0938 0.975 0.012 0.988
#> T0_CT_C12 2 0.0000 0.978 0.000 1.000
#> T0_CT_D01 2 0.0000 0.978 0.000 1.000
#> T0_CT_D02 2 0.0376 0.977 0.004 0.996
#> T0_CT_D03 2 0.0376 0.977 0.004 0.996
#> T0_CT_D05 2 0.0376 0.977 0.004 0.996
#> T0_CT_D06 2 0.0376 0.977 0.004 0.996
#> T0_CT_D07 2 0.0000 0.978 0.000 1.000
#> T0_CT_D08 2 0.0376 0.977 0.004 0.996
#> T0_CT_D09 2 0.0376 0.977 0.004 0.996
#> T0_CT_D11 2 0.0376 0.977 0.004 0.996
#> T0_CT_D12 2 0.0000 0.978 0.000 1.000
#> T0_CT_E01 2 0.0000 0.978 0.000 1.000
#> T0_CT_E03 2 0.0000 0.978 0.000 1.000
#> T0_CT_E04 2 0.0376 0.977 0.004 0.996
#> T0_CT_E05 2 0.8443 0.666 0.272 0.728
#> T0_CT_E06 2 0.0376 0.977 0.004 0.996
#> T0_CT_E07 2 0.0376 0.977 0.004 0.996
#> T0_CT_E08 2 0.0376 0.977 0.004 0.996
#> T0_CT_E09 2 0.0000 0.978 0.000 1.000
#> T0_CT_E10 1 0.0000 0.981 1.000 0.000
#> T0_CT_E11 2 0.0376 0.977 0.004 0.996
#> T0_CT_E12 2 0.0376 0.977 0.004 0.996
#> T0_CT_F01 2 0.0000 0.978 0.000 1.000
#> T0_CT_F02 2 0.0376 0.977 0.004 0.996
#> T0_CT_F03 2 0.0000 0.978 0.000 1.000
#> T0_CT_F04 2 0.0376 0.977 0.004 0.996
#> T0_CT_F05 2 0.0376 0.977 0.004 0.996
#> T0_CT_F06 2 0.0376 0.977 0.004 0.996
#> T0_CT_F07 2 0.0000 0.978 0.000 1.000
#> T0_CT_F09 2 0.0376 0.977 0.004 0.996
#> T0_CT_F11 2 0.0376 0.977 0.004 0.996
#> T0_CT_F12 2 0.0376 0.977 0.004 0.996
#> T0_CT_G01 2 0.0000 0.978 0.000 1.000
#> T0_CT_G02 2 0.0000 0.978 0.000 1.000
#> T0_CT_G03 2 0.0376 0.977 0.004 0.996
#> T0_CT_G04 2 0.0376 0.977 0.004 0.996
#> T0_CT_G07 2 0.0376 0.977 0.004 0.996
#> T0_CT_G08 2 0.0376 0.977 0.004 0.996
#> T0_CT_G09 2 0.0376 0.977 0.004 0.996
#> T0_CT_G11 2 0.0000 0.978 0.000 1.000
#> T0_CT_H01 2 0.0938 0.975 0.012 0.988
#> T0_CT_H02 2 0.0376 0.977 0.004 0.996
#> T0_CT_H04 2 0.0376 0.977 0.004 0.996
#> T0_CT_H05 2 0.0000 0.978 0.000 1.000
#> T0_CT_H08 2 0.0000 0.978 0.000 1.000
#> T0_CT_H09 2 0.0000 0.978 0.000 1.000
#> T0_CT_H12 2 0.0376 0.977 0.004 0.996
#> T24_CT_A01 2 0.1414 0.972 0.020 0.980
#> T24_CT_A03 2 0.0000 0.978 0.000 1.000
#> T24_CT_A04 2 0.0672 0.977 0.008 0.992
#> T24_CT_A05 2 0.6148 0.843 0.152 0.848
#> T24_CT_A07 2 0.0672 0.977 0.008 0.992
#> T24_CT_A08 2 0.0938 0.975 0.012 0.988
#> T24_CT_A09 2 0.3274 0.942 0.060 0.940
#> T24_CT_A10 2 0.1633 0.970 0.024 0.976
#> T24_CT_B01 2 0.2236 0.962 0.036 0.964
#> T24_CT_B02 2 0.5178 0.885 0.116 0.884
#> T24_CT_B03 2 0.0376 0.977 0.004 0.996
#> T24_CT_B05 2 0.0376 0.977 0.004 0.996
#> T24_CT_B06 2 0.0376 0.977 0.004 0.996
#> T24_CT_B07 2 0.1633 0.969 0.024 0.976
#> T24_CT_B08 2 0.1633 0.968 0.024 0.976
#> T24_CT_B09 2 0.1633 0.969 0.024 0.976
#> T24_CT_B11 2 0.0672 0.977 0.008 0.992
#> T24_CT_C01 2 0.3733 0.931 0.072 0.928
#> T24_CT_C02 2 0.4815 0.893 0.104 0.896
#> T24_CT_C03 2 0.8909 0.602 0.308 0.692
#> T24_CT_C05 2 0.4298 0.913 0.088 0.912
#> T24_CT_C07 2 0.0376 0.977 0.004 0.996
#> T24_CT_C08 2 0.0000 0.978 0.000 1.000
#> T24_CT_C09 2 0.7674 0.747 0.224 0.776
#> T24_CT_C10 2 0.0672 0.976 0.008 0.992
#> T24_CT_C11 2 0.2423 0.958 0.040 0.960
#> T24_CT_C12 2 0.0000 0.978 0.000 1.000
#> T24_CT_D01 2 0.0672 0.976 0.008 0.992
#> T24_CT_D02 2 0.0376 0.977 0.004 0.996
#> T24_CT_D03 2 0.0672 0.976 0.008 0.992
#> T24_CT_D04 2 0.0938 0.975 0.012 0.988
#> T24_CT_D05 2 0.0376 0.977 0.004 0.996
#> T24_CT_D06 2 0.1414 0.972 0.020 0.980
#> T24_CT_D07 2 0.0000 0.978 0.000 1.000
#> T24_CT_D08 2 0.0672 0.976 0.008 0.992
#> T24_CT_D09 2 0.0376 0.977 0.004 0.996
#> T24_CT_D10 2 0.0376 0.977 0.004 0.996
#> T24_CT_D11 2 0.0672 0.976 0.008 0.992
#> T24_CT_E01 2 0.0938 0.975 0.012 0.988
#> T24_CT_E02 2 0.4161 0.919 0.084 0.916
#> T24_CT_E04 2 0.0672 0.976 0.008 0.992
#> T24_CT_E05 2 0.3114 0.945 0.056 0.944
#> T24_CT_E07 2 0.0000 0.978 0.000 1.000
#> T24_CT_E09 2 0.2603 0.955 0.044 0.956
#> T24_CT_E11 2 0.1414 0.972 0.020 0.980
#> T24_CT_E12 2 0.0376 0.977 0.004 0.996
#> T24_CT_F01 2 0.0672 0.976 0.008 0.992
#> T24_CT_F02 2 0.0376 0.977 0.004 0.996
#> T24_CT_F03 2 0.0938 0.975 0.012 0.988
#> T24_CT_F04 2 0.9087 0.570 0.324 0.676
#> T24_CT_F05 2 0.0938 0.975 0.012 0.988
#> T24_CT_F07 2 0.9460 0.482 0.364 0.636
#> T24_CT_F08 2 0.6623 0.817 0.172 0.828
#> T24_CT_F09 2 0.0376 0.977 0.004 0.996
#> T24_CT_F10 2 0.0000 0.978 0.000 1.000
#> T24_CT_F11 2 0.0672 0.976 0.008 0.992
#> T24_CT_F12 2 0.0000 0.978 0.000 1.000
#> T24_CT_G01 2 0.0376 0.977 0.004 0.996
#> T24_CT_G02 2 0.1843 0.967 0.028 0.972
#> T24_CT_G03 2 0.3274 0.942 0.060 0.940
#> T24_CT_G04 2 0.0000 0.978 0.000 1.000
#> T24_CT_G05 2 0.4815 0.897 0.104 0.896
#> T24_CT_G06 2 0.1633 0.969 0.024 0.976
#> T24_CT_G08 2 0.2778 0.952 0.048 0.952
#> T24_CT_G10 2 0.0376 0.977 0.004 0.996
#> T24_CT_G11 2 0.6712 0.811 0.176 0.824
#> T24_CT_G12 2 0.0672 0.976 0.008 0.992
#> T24_CT_H01 2 0.0376 0.977 0.004 0.996
#> T24_CT_H02 2 0.1843 0.967 0.028 0.972
#> T24_CT_H03 2 0.2603 0.954 0.044 0.956
#> T24_CT_H05 2 0.4939 0.896 0.108 0.892
#> T24_CT_H07 2 0.1184 0.974 0.016 0.984
#> T24_CT_H09 2 0.3274 0.942 0.060 0.940
#> T24_CT_H12 2 0.0672 0.976 0.008 0.992
#> T48_CT_A01 2 0.0000 0.978 0.000 1.000
#> T48_CT_A02 2 0.0376 0.977 0.004 0.996
#> T48_CT_A03 2 0.1633 0.969 0.024 0.976
#> T48_CT_A04 2 0.0938 0.974 0.012 0.988
#> T48_CT_A05 2 0.0000 0.978 0.000 1.000
#> T48_CT_A06 2 0.1414 0.971 0.020 0.980
#> T48_CT_A07 2 0.0000 0.978 0.000 1.000
#> T48_CT_A08 2 0.0000 0.978 0.000 1.000
#> T48_CT_A09 2 0.0376 0.977 0.004 0.996
#> T48_CT_A10 2 0.0672 0.976 0.008 0.992
#> T48_CT_A11 2 0.0376 0.977 0.004 0.996
#> T48_CT_A12 2 0.4562 0.910 0.096 0.904
#> T48_CT_B01 2 0.2043 0.962 0.032 0.968
#> T48_CT_B02 2 0.1414 0.970 0.020 0.980
#> T48_CT_B03 2 0.1414 0.971 0.020 0.980
#> T48_CT_B04 2 0.1843 0.967 0.028 0.972
#> T48_CT_B06 2 0.0376 0.977 0.004 0.996
#> T48_CT_B08 2 0.1184 0.974 0.016 0.984
#> T48_CT_B10 2 0.0672 0.976 0.008 0.992
#> T48_CT_B11 2 0.0000 0.978 0.000 1.000
#> T48_CT_B12 2 0.0376 0.977 0.004 0.996
#> T48_CT_C01 2 0.0672 0.977 0.008 0.992
#> T48_CT_C02 1 0.0376 0.981 0.996 0.004
#> T48_CT_C03 2 0.0672 0.977 0.008 0.992
#> T48_CT_C04 2 0.1184 0.973 0.016 0.984
#> T48_CT_C05 2 0.0000 0.978 0.000 1.000
#> T48_CT_C06 2 0.0000 0.978 0.000 1.000
#> T48_CT_C07 2 0.0938 0.975 0.012 0.988
#> T48_CT_C09 2 0.0000 0.978 0.000 1.000
#> T48_CT_C10 2 0.0938 0.975 0.012 0.988
#> T48_CT_C11 2 0.0000 0.978 0.000 1.000
#> T48_CT_D01 2 0.2603 0.953 0.044 0.956
#> T48_CT_D02 2 0.4562 0.911 0.096 0.904
#> T48_CT_D03 2 0.2603 0.955 0.044 0.956
#> T48_CT_D04 2 0.0376 0.977 0.004 0.996
#> T48_CT_D06 2 0.0000 0.978 0.000 1.000
#> T48_CT_D07 2 0.0938 0.974 0.012 0.988
#> T48_CT_D08 2 0.1633 0.970 0.024 0.976
#> T48_CT_D09 2 0.2043 0.963 0.032 0.968
#> T48_CT_D10 2 0.4562 0.909 0.096 0.904
#> T48_CT_D11 2 0.0000 0.978 0.000 1.000
#> T48_CT_D12 2 0.1184 0.973 0.016 0.984
#> T48_CT_E01 2 0.0000 0.978 0.000 1.000
#> T48_CT_E02 2 0.1633 0.970 0.024 0.976
#> T48_CT_E03 2 0.0000 0.978 0.000 1.000
#> T48_CT_E04 2 0.0000 0.978 0.000 1.000
#> T48_CT_E05 2 0.0376 0.977 0.004 0.996
#> T48_CT_E06 2 0.8608 0.641 0.284 0.716
#> T48_CT_E07 2 0.0672 0.976 0.008 0.992
#> T48_CT_E08 2 0.0376 0.977 0.004 0.996
#> T48_CT_E10 2 0.1843 0.967 0.028 0.972
#> T48_CT_E11 2 0.0938 0.975 0.012 0.988
#> T48_CT_E12 2 0.0000 0.978 0.000 1.000
#> T48_CT_F01 2 0.1184 0.973 0.016 0.984
#> T48_CT_F02 2 0.1633 0.970 0.024 0.976
#> T48_CT_F03 2 0.7139 0.790 0.196 0.804
#> T48_CT_F05 2 0.2778 0.953 0.048 0.952
#> T48_CT_F07 2 0.2236 0.962 0.036 0.964
#> T48_CT_F09 2 0.0376 0.977 0.004 0.996
#> T48_CT_F10 2 0.9661 0.414 0.392 0.608
#> T48_CT_F11 2 0.0938 0.975 0.012 0.988
#> T48_CT_G01 2 0.2423 0.959 0.040 0.960
#> T48_CT_G02 2 0.0000 0.978 0.000 1.000
#> T48_CT_G03 2 0.0376 0.977 0.004 0.996
#> T48_CT_G07 2 0.0938 0.975 0.012 0.988
#> T48_CT_G08 2 0.0000 0.978 0.000 1.000
#> T48_CT_G09 2 0.0000 0.978 0.000 1.000
#> T48_CT_G10 2 0.0938 0.975 0.012 0.988
#> T48_CT_G11 2 0.0672 0.976 0.008 0.992
#> T48_CT_G12 2 0.0376 0.977 0.004 0.996
#> T48_CT_H01 2 0.5629 0.868 0.132 0.868
#> T48_CT_H02 2 0.0000 0.978 0.000 1.000
#> T48_CT_H04 1 0.0376 0.981 0.996 0.004
#> T48_CT_H05 2 0.1843 0.965 0.028 0.972
#> T48_CT_H06 2 0.0376 0.977 0.004 0.996
#> T48_CT_H07 2 0.4161 0.920 0.084 0.916
#> T48_CT_H08 2 0.0000 0.978 0.000 1.000
#> T48_CT_H11 2 0.1843 0.968 0.028 0.972
#> T48_CT_H12 2 0.1184 0.975 0.016 0.984
#> T72_CT_A01 2 0.0000 0.978 0.000 1.000
#> T72_CT_A05 2 0.0000 0.978 0.000 1.000
#> T72_CT_A08 2 0.0938 0.975 0.012 0.988
#> T72_CT_A09 2 0.0000 0.978 0.000 1.000
#> T72_CT_A11 2 0.0000 0.978 0.000 1.000
#> T72_CT_B01 2 0.0000 0.978 0.000 1.000
#> T72_CT_B02 2 0.0672 0.976 0.008 0.992
#> T72_CT_B03 2 0.0376 0.977 0.004 0.996
#> T72_CT_B04 2 0.0938 0.975 0.012 0.988
#> T72_CT_B05 2 0.0000 0.978 0.000 1.000
#> T72_CT_B06 2 0.0938 0.975 0.012 0.988
#> T72_CT_B08 2 0.0000 0.978 0.000 1.000
#> T72_CT_B09 1 0.4161 0.906 0.916 0.084
#> T72_CT_B11 2 0.0672 0.976 0.008 0.992
#> T72_CT_B12 2 0.0000 0.978 0.000 1.000
#> T72_CT_C04 2 0.0000 0.978 0.000 1.000
#> T72_CT_C06 2 0.0672 0.976 0.008 0.992
#> T72_CT_C07 2 0.0000 0.978 0.000 1.000
#> T72_CT_C09 2 0.0376 0.977 0.004 0.996
#> T72_CT_C11 2 0.0000 0.978 0.000 1.000
#> T72_CT_D01 2 0.0000 0.978 0.000 1.000
#> T72_CT_D03 2 0.0000 0.978 0.000 1.000
#> T72_CT_D04 2 0.0000 0.978 0.000 1.000
#> T72_CT_D05 2 0.0672 0.976 0.008 0.992
#> T72_CT_D07 2 0.0672 0.976 0.008 0.992
#> T72_CT_D10 2 0.0000 0.978 0.000 1.000
#> T72_CT_D11 2 0.0672 0.976 0.008 0.992
#> T72_CT_E04 2 0.0672 0.976 0.008 0.992
#> T72_CT_E05 2 0.0376 0.977 0.004 0.996
#> T72_CT_E07 2 0.0000 0.978 0.000 1.000
#> T72_CT_F01 2 0.0000 0.978 0.000 1.000
#> T72_CT_F05 2 0.0376 0.977 0.004 0.996
#> T72_CT_F07 2 0.0672 0.976 0.008 0.992
#> T72_CT_F10 2 0.0000 0.978 0.000 1.000
#> T72_CT_F11 2 0.0000 0.978 0.000 1.000
#> T72_CT_G03 2 0.0672 0.976 0.008 0.992
#> T72_CT_G04 2 0.0938 0.975 0.012 0.988
#> T72_CT_G06 2 0.0376 0.977 0.004 0.996
#> T72_CT_G08 2 0.0672 0.976 0.008 0.992
#> T72_CT_G10 2 0.0376 0.977 0.004 0.996
#> T72_CT_G11 2 0.3733 0.931 0.072 0.928
#> T72_CT_H01 2 0.0000 0.978 0.000 1.000
#> T72_CT_H03 2 0.0000 0.978 0.000 1.000
#> T72_CT_H05 2 0.0000 0.978 0.000 1.000
#> T72_CT_H08 2 0.0000 0.978 0.000 1.000
#> T72_CT_H09 2 0.0000 0.978 0.000 1.000
#> T72_CT_H10 2 0.0672 0.976 0.008 0.992
#> T72_CT_H11 2 0.2236 0.962 0.036 0.964
#> T72_CT_H12 2 0.0000 0.978 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 1 0.5948 -0.1621 0.640 0.360 0.000
#> T0_CT_A03 1 0.4452 0.4880 0.808 0.192 0.000
#> T0_CT_A05 1 0.4452 0.4880 0.808 0.192 0.000
#> T0_CT_A06 1 0.4293 0.5329 0.832 0.164 0.004
#> T0_CT_A07 1 0.4121 0.5679 0.832 0.168 0.000
#> T0_CT_A08 1 0.3551 0.5777 0.868 0.132 0.000
#> T0_CT_A10 1 0.4110 0.5457 0.844 0.152 0.004
#> T0_CT_A11 3 0.0237 0.8801 0.000 0.004 0.996
#> T0_CT_B01 1 0.4682 0.5101 0.804 0.192 0.004
#> T0_CT_B03 2 0.6309 0.7467 0.496 0.504 0.000
#> T0_CT_B05 1 0.4750 0.4559 0.784 0.216 0.000
#> T0_CT_B07 1 0.4452 0.4974 0.808 0.192 0.000
#> T0_CT_B08 1 0.6295 -0.6800 0.528 0.472 0.000
#> T0_CT_B09 1 0.3941 0.5343 0.844 0.156 0.000
#> T0_CT_C02 2 0.6309 0.7398 0.500 0.500 0.000
#> T0_CT_C03 1 0.4702 0.4825 0.788 0.212 0.000
#> T0_CT_C05 2 0.6204 0.8531 0.424 0.576 0.000
#> T0_CT_C06 1 0.4931 0.4568 0.768 0.232 0.000
#> T0_CT_C07 1 0.4172 0.5360 0.840 0.156 0.004
#> T0_CT_C08 1 0.4504 0.4914 0.804 0.196 0.000
#> T0_CT_C09 3 0.0237 0.8801 0.000 0.004 0.996
#> T0_CT_C11 2 0.6483 0.8481 0.392 0.600 0.008
#> T0_CT_C12 1 0.4002 0.5303 0.840 0.160 0.000
#> T0_CT_D01 1 0.5650 0.1018 0.688 0.312 0.000
#> T0_CT_D02 1 0.4233 0.5396 0.836 0.160 0.004
#> T0_CT_D03 1 0.5291 0.3019 0.732 0.268 0.000
#> T0_CT_D05 1 0.4974 0.4046 0.764 0.236 0.000
#> T0_CT_D06 2 0.6308 0.7474 0.492 0.508 0.000
#> T0_CT_D07 1 0.4605 0.4888 0.796 0.204 0.000
#> T0_CT_D08 1 0.6309 -0.7230 0.504 0.496 0.000
#> T0_CT_D09 2 0.6295 0.8222 0.472 0.528 0.000
#> T0_CT_D11 2 0.6204 0.8531 0.424 0.576 0.000
#> T0_CT_D12 1 0.4062 0.5249 0.836 0.164 0.000
#> T0_CT_E01 1 0.4750 0.4454 0.784 0.216 0.000
#> T0_CT_E03 1 0.4121 0.5292 0.832 0.168 0.000
#> T0_CT_E04 2 0.6274 0.8157 0.456 0.544 0.000
#> T0_CT_E05 2 0.9802 -0.1486 0.360 0.400 0.240
#> T0_CT_E06 1 0.4047 0.5457 0.848 0.148 0.004
#> T0_CT_E07 1 0.4047 0.5375 0.848 0.148 0.004
#> T0_CT_E08 1 0.6235 -0.5703 0.564 0.436 0.000
#> T0_CT_E09 1 0.5621 0.0982 0.692 0.308 0.000
#> T0_CT_E10 3 0.0237 0.8801 0.000 0.004 0.996
#> T0_CT_E11 1 0.4047 0.5457 0.848 0.148 0.004
#> T0_CT_E12 1 0.4047 0.5457 0.848 0.148 0.004
#> T0_CT_F01 1 0.4750 0.4454 0.784 0.216 0.000
#> T0_CT_F02 1 0.4047 0.5457 0.848 0.148 0.004
#> T0_CT_F03 1 0.4452 0.4880 0.808 0.192 0.000
#> T0_CT_F04 1 0.3983 0.5395 0.852 0.144 0.004
#> T0_CT_F05 2 0.6280 0.8090 0.460 0.540 0.000
#> T0_CT_F06 1 0.5497 0.2014 0.708 0.292 0.000
#> T0_CT_F07 1 0.4842 0.4403 0.776 0.224 0.000
#> T0_CT_F09 2 0.6204 0.8531 0.424 0.576 0.000
#> T0_CT_F11 1 0.4047 0.5457 0.848 0.148 0.004
#> T0_CT_F12 1 0.3983 0.5420 0.852 0.144 0.004
#> T0_CT_G01 1 0.4452 0.4880 0.808 0.192 0.000
#> T0_CT_G02 1 0.4399 0.5051 0.812 0.188 0.000
#> T0_CT_G03 1 0.4172 0.5339 0.840 0.156 0.004
#> T0_CT_G04 2 0.6309 0.7378 0.496 0.504 0.000
#> T0_CT_G07 2 0.6309 0.7398 0.500 0.500 0.000
#> T0_CT_G08 2 0.6309 0.7378 0.496 0.504 0.000
#> T0_CT_G09 1 0.5431 0.3505 0.716 0.284 0.000
#> T0_CT_G11 1 0.4452 0.5054 0.808 0.192 0.000
#> T0_CT_H01 1 0.5202 0.4531 0.772 0.220 0.008
#> T0_CT_H02 2 0.6295 0.8039 0.472 0.528 0.000
#> T0_CT_H04 1 0.4172 0.5347 0.840 0.156 0.004
#> T0_CT_H05 1 0.4887 0.4533 0.772 0.228 0.000
#> T0_CT_H08 1 0.4887 0.4392 0.772 0.228 0.000
#> T0_CT_H09 1 0.4842 0.4712 0.776 0.224 0.000
#> T0_CT_H12 1 0.4172 0.5415 0.840 0.156 0.004
#> T24_CT_A01 1 0.3425 0.5531 0.884 0.112 0.004
#> T24_CT_A03 2 0.6280 0.8354 0.460 0.540 0.000
#> T24_CT_A04 2 0.6359 0.8599 0.404 0.592 0.004
#> T24_CT_A05 1 0.7256 0.5056 0.712 0.164 0.124
#> T24_CT_A07 2 0.6345 0.8582 0.400 0.596 0.004
#> T24_CT_A08 1 0.3879 0.5408 0.848 0.152 0.000
#> T24_CT_A09 1 0.5407 0.5249 0.804 0.156 0.040
#> T24_CT_A10 1 0.5848 0.4941 0.720 0.268 0.012
#> T24_CT_B01 1 0.5053 0.5727 0.812 0.164 0.024
#> T24_CT_B02 1 0.6488 0.4735 0.756 0.160 0.084
#> T24_CT_B03 2 0.6308 0.7839 0.492 0.508 0.000
#> T24_CT_B05 2 0.6140 0.8606 0.404 0.596 0.000
#> T24_CT_B06 2 0.6168 0.8604 0.412 0.588 0.000
#> T24_CT_B07 1 0.4413 0.5306 0.832 0.160 0.008
#> T24_CT_B08 2 0.6769 0.8160 0.392 0.592 0.016
#> T24_CT_B09 1 0.4413 0.5306 0.832 0.160 0.008
#> T24_CT_B11 1 0.3573 0.5522 0.876 0.120 0.004
#> T24_CT_C01 1 0.5743 0.5105 0.784 0.172 0.044
#> T24_CT_C02 2 0.8043 0.5044 0.324 0.592 0.084
#> T24_CT_C03 1 0.9897 0.2248 0.388 0.344 0.268
#> T24_CT_C05 2 0.7905 0.6244 0.340 0.588 0.072
#> T24_CT_C07 2 0.6215 0.8621 0.428 0.572 0.000
#> T24_CT_C08 2 0.6168 0.8610 0.412 0.588 0.000
#> T24_CT_C09 2 0.9408 0.1788 0.308 0.492 0.200
#> T24_CT_C10 1 0.4178 0.5724 0.828 0.172 0.000
#> T24_CT_C11 1 0.6684 0.4253 0.676 0.292 0.032
#> T24_CT_C12 2 0.6280 0.8354 0.460 0.540 0.000
#> T24_CT_D01 2 0.6345 0.8580 0.400 0.596 0.004
#> T24_CT_D02 2 0.6204 0.8628 0.424 0.576 0.000
#> T24_CT_D03 2 0.6345 0.8542 0.400 0.596 0.004
#> T24_CT_D04 1 0.3412 0.5817 0.876 0.124 0.000
#> T24_CT_D05 1 0.6148 0.0224 0.640 0.356 0.004
#> T24_CT_D06 1 0.3983 0.5398 0.852 0.144 0.004
#> T24_CT_D07 1 0.6204 -0.3777 0.576 0.424 0.000
#> T24_CT_D08 2 0.6314 0.8497 0.392 0.604 0.004
#> T24_CT_D09 2 0.6192 0.8604 0.420 0.580 0.000
#> T24_CT_D10 2 0.6192 0.8584 0.420 0.580 0.000
#> T24_CT_D11 2 0.6398 0.8645 0.416 0.580 0.004
#> T24_CT_E01 1 0.5325 0.4440 0.748 0.248 0.004
#> T24_CT_E02 1 0.7097 0.5026 0.668 0.280 0.052
#> T24_CT_E04 2 0.6410 0.8628 0.420 0.576 0.004
#> T24_CT_E05 1 0.5470 0.5203 0.796 0.168 0.036
#> T24_CT_E07 1 0.6295 -0.6076 0.528 0.472 0.000
#> T24_CT_E09 1 0.5223 0.5168 0.800 0.176 0.024
#> T24_CT_E11 1 0.3425 0.5816 0.884 0.112 0.004
#> T24_CT_E12 2 0.6095 0.8552 0.392 0.608 0.000
#> T24_CT_F01 2 0.6345 0.8580 0.400 0.596 0.004
#> T24_CT_F02 2 0.6126 0.8583 0.400 0.600 0.000
#> T24_CT_F03 1 0.5480 0.4900 0.732 0.264 0.004
#> T24_CT_F04 2 0.9920 -0.1430 0.332 0.388 0.280
#> T24_CT_F05 1 0.5443 0.4460 0.736 0.260 0.004
#> T24_CT_F07 2 0.9989 -0.1586 0.316 0.356 0.328
#> T24_CT_F08 1 0.7603 0.4132 0.688 0.172 0.140
#> T24_CT_F09 2 0.6215 0.8618 0.428 0.572 0.000
#> T24_CT_F10 1 0.6244 -0.4836 0.560 0.440 0.000
#> T24_CT_F11 1 0.5058 0.4655 0.756 0.244 0.000
#> T24_CT_F12 2 0.6204 0.8618 0.424 0.576 0.000
#> T24_CT_G01 2 0.6244 0.8591 0.440 0.560 0.000
#> T24_CT_G02 1 0.4514 0.5323 0.832 0.156 0.012
#> T24_CT_G03 1 0.5526 0.5172 0.792 0.172 0.036
#> T24_CT_G04 1 0.6244 -0.4849 0.560 0.440 0.000
#> T24_CT_G05 2 0.8194 0.5236 0.340 0.572 0.088
#> T24_CT_G06 1 0.4589 0.5728 0.820 0.172 0.008
#> T24_CT_G08 1 0.5167 0.5211 0.804 0.172 0.024
#> T24_CT_G10 2 0.6215 0.8629 0.428 0.572 0.000
#> T24_CT_G11 1 0.7505 0.4078 0.696 0.160 0.144
#> T24_CT_G12 1 0.4504 0.5574 0.804 0.196 0.000
#> T24_CT_H01 1 0.3412 0.5532 0.876 0.124 0.000
#> T24_CT_H02 1 0.4261 0.5516 0.848 0.140 0.012
#> T24_CT_H03 2 0.7141 0.7754 0.368 0.600 0.032
#> T24_CT_H05 1 0.6984 0.5172 0.720 0.192 0.088
#> T24_CT_H07 1 0.5156 0.5450 0.776 0.216 0.008
#> T24_CT_H09 1 0.5524 0.5200 0.796 0.164 0.040
#> T24_CT_H12 1 0.4504 0.5574 0.804 0.196 0.000
#> T48_CT_A01 2 0.6267 0.8490 0.452 0.548 0.000
#> T48_CT_A02 2 0.6235 0.8596 0.436 0.564 0.000
#> T48_CT_A03 1 0.4413 0.5313 0.832 0.160 0.008
#> T48_CT_A04 2 0.6483 0.8533 0.392 0.600 0.008
#> T48_CT_A05 1 0.6308 -0.7325 0.508 0.492 0.000
#> T48_CT_A06 1 0.4293 0.5297 0.832 0.164 0.004
#> T48_CT_A07 1 0.6307 -0.7366 0.512 0.488 0.000
#> T48_CT_A08 2 0.6280 0.8399 0.460 0.540 0.000
#> T48_CT_A09 1 0.5178 0.4527 0.744 0.256 0.000
#> T48_CT_A10 2 0.6345 0.8574 0.400 0.596 0.004
#> T48_CT_A11 2 0.6260 0.8500 0.448 0.552 0.000
#> T48_CT_A12 1 0.7644 0.4473 0.632 0.296 0.072
#> T48_CT_B01 2 0.6917 0.7851 0.368 0.608 0.024
#> T48_CT_B02 2 0.6451 0.8169 0.384 0.608 0.008
#> T48_CT_B03 1 0.4233 0.5313 0.836 0.160 0.004
#> T48_CT_B04 1 0.4575 0.5296 0.828 0.160 0.012
#> T48_CT_B06 2 0.6192 0.8644 0.420 0.580 0.000
#> T48_CT_B08 1 0.3851 0.5798 0.860 0.136 0.004
#> T48_CT_B10 2 0.6228 0.8306 0.372 0.624 0.004
#> T48_CT_B11 2 0.6225 0.8605 0.432 0.568 0.000
#> T48_CT_B12 1 0.6432 -0.3187 0.568 0.428 0.004
#> T48_CT_C01 2 0.6398 0.8631 0.416 0.580 0.004
#> T48_CT_C02 3 0.1015 0.8797 0.012 0.008 0.980
#> T48_CT_C03 2 0.6565 0.8554 0.416 0.576 0.008
#> T48_CT_C04 1 0.4002 0.5319 0.840 0.160 0.000
#> T48_CT_C05 2 0.6280 0.8330 0.460 0.540 0.000
#> T48_CT_C06 2 0.6305 0.7676 0.484 0.516 0.000
#> T48_CT_C07 1 0.5815 0.3494 0.692 0.304 0.004
#> T48_CT_C09 2 0.6291 0.8258 0.468 0.532 0.000
#> T48_CT_C10 1 0.5285 0.4849 0.752 0.244 0.004
#> T48_CT_C11 2 0.6215 0.8618 0.428 0.572 0.000
#> T48_CT_D01 2 0.6879 0.7228 0.360 0.616 0.024
#> T48_CT_D02 1 0.8331 -0.1398 0.484 0.436 0.080
#> T48_CT_D03 1 0.4953 0.5444 0.808 0.176 0.016
#> T48_CT_D04 2 0.6260 0.8550 0.448 0.552 0.000
#> T48_CT_D06 2 0.6280 0.8408 0.460 0.540 0.000
#> T48_CT_D07 2 0.6577 0.8643 0.420 0.572 0.008
#> T48_CT_D08 1 0.4195 0.5821 0.852 0.136 0.012
#> T48_CT_D09 2 0.6686 0.7734 0.372 0.612 0.016
#> T48_CT_D10 2 0.8440 0.3762 0.420 0.492 0.088
#> T48_CT_D11 2 0.6252 0.8546 0.444 0.556 0.000
#> T48_CT_D12 1 0.4178 0.5304 0.828 0.172 0.000
#> T48_CT_E01 1 0.6286 -0.6076 0.536 0.464 0.000
#> T48_CT_E02 1 0.6396 0.3329 0.664 0.320 0.016
#> T48_CT_E03 1 0.6252 -0.5250 0.556 0.444 0.000
#> T48_CT_E04 1 0.6280 -0.5343 0.540 0.460 0.000
#> T48_CT_E05 2 0.6140 0.8582 0.404 0.596 0.000
#> T48_CT_E06 1 0.9746 -0.3389 0.432 0.328 0.240
#> T48_CT_E07 1 0.3551 0.5777 0.868 0.132 0.000
#> T48_CT_E08 2 0.6398 0.8653 0.416 0.580 0.004
#> T48_CT_E10 1 0.3755 0.5807 0.872 0.120 0.008
#> T48_CT_E11 1 0.4796 0.5315 0.780 0.220 0.000
#> T48_CT_E12 2 0.6308 0.7589 0.492 0.508 0.000
#> T48_CT_F01 2 0.6483 0.8500 0.392 0.600 0.008
#> T48_CT_F02 1 0.6096 0.4319 0.704 0.280 0.016
#> T48_CT_F03 1 0.9268 0.2733 0.484 0.348 0.168
#> T48_CT_F05 2 0.7222 0.7931 0.388 0.580 0.032
#> T48_CT_F07 1 0.5455 0.5651 0.788 0.184 0.028
#> T48_CT_F09 2 0.6168 0.8622 0.412 0.588 0.000
#> T48_CT_F10 3 0.9984 -0.2065 0.312 0.328 0.360
#> T48_CT_F11 1 0.4293 0.5729 0.832 0.164 0.004
#> T48_CT_G01 1 0.4663 0.5437 0.828 0.156 0.016
#> T48_CT_G02 2 0.6286 0.8366 0.464 0.536 0.000
#> T48_CT_G03 2 0.6140 0.8575 0.404 0.596 0.000
#> T48_CT_G07 2 0.6483 0.8374 0.392 0.600 0.008
#> T48_CT_G08 2 0.6274 0.8333 0.456 0.544 0.000
#> T48_CT_G09 1 0.6305 -0.6618 0.516 0.484 0.000
#> T48_CT_G10 1 0.3686 0.5412 0.860 0.140 0.000
#> T48_CT_G11 1 0.5254 0.4305 0.736 0.264 0.000
#> T48_CT_G12 2 0.6008 0.8338 0.372 0.628 0.000
#> T48_CT_H01 2 0.8705 0.5588 0.360 0.524 0.116
#> T48_CT_H02 1 0.6260 -0.6060 0.552 0.448 0.000
#> T48_CT_H04 3 0.1015 0.8797 0.012 0.008 0.980
#> T48_CT_H05 2 0.6490 0.7726 0.360 0.628 0.012
#> T48_CT_H06 2 0.6126 0.8581 0.400 0.600 0.000
#> T48_CT_H07 1 0.8268 -0.3387 0.484 0.440 0.076
#> T48_CT_H08 2 0.6252 0.8504 0.444 0.556 0.000
#> T48_CT_H11 1 0.6473 0.2946 0.652 0.332 0.016
#> T48_CT_H12 2 0.6540 0.8598 0.408 0.584 0.008
#> T72_CT_A01 2 0.6267 0.8458 0.452 0.548 0.000
#> T72_CT_A05 2 0.6280 0.8399 0.460 0.540 0.000
#> T72_CT_A08 1 0.4351 0.5492 0.828 0.168 0.004
#> T72_CT_A09 2 0.6305 0.8027 0.484 0.516 0.000
#> T72_CT_A11 2 0.6235 0.8570 0.436 0.564 0.000
#> T72_CT_B01 2 0.6244 0.8547 0.440 0.560 0.000
#> T72_CT_B02 1 0.3686 0.5779 0.860 0.140 0.000
#> T72_CT_B03 1 0.5016 0.4333 0.760 0.240 0.000
#> T72_CT_B04 1 0.4291 0.5338 0.820 0.180 0.000
#> T72_CT_B05 1 0.6252 -0.5783 0.556 0.444 0.000
#> T72_CT_B06 1 0.4291 0.5338 0.820 0.180 0.000
#> T72_CT_B08 1 0.6308 -0.7640 0.508 0.492 0.000
#> T72_CT_B09 3 0.3780 0.8412 0.064 0.044 0.892
#> T72_CT_B11 1 0.5621 0.2679 0.692 0.308 0.000
#> T72_CT_B12 2 0.6260 0.8496 0.448 0.552 0.000
#> T72_CT_C04 2 0.6260 0.8530 0.448 0.552 0.000
#> T72_CT_C06 1 0.5431 0.3454 0.716 0.284 0.000
#> T72_CT_C07 2 0.6274 0.8448 0.456 0.544 0.000
#> T72_CT_C09 1 0.6062 -0.2115 0.616 0.384 0.000
#> T72_CT_C11 2 0.6302 0.8265 0.480 0.520 0.000
#> T72_CT_D01 2 0.6291 0.8308 0.468 0.532 0.000
#> T72_CT_D03 1 0.5810 -0.0371 0.664 0.336 0.000
#> T72_CT_D04 2 0.6244 0.8540 0.440 0.560 0.000
#> T72_CT_D05 1 0.4796 0.4758 0.780 0.220 0.000
#> T72_CT_D07 1 0.5327 0.3980 0.728 0.272 0.000
#> T72_CT_D10 1 0.6274 -0.5731 0.544 0.456 0.000
#> T72_CT_D11 1 0.3686 0.5725 0.860 0.140 0.000
#> T72_CT_E04 1 0.5291 0.4057 0.732 0.268 0.000
#> T72_CT_E05 2 0.6215 0.8613 0.428 0.572 0.000
#> T72_CT_E07 2 0.6295 0.8077 0.472 0.528 0.000
#> T72_CT_F01 2 0.6225 0.8620 0.432 0.568 0.000
#> T72_CT_F05 2 0.6180 0.8629 0.416 0.584 0.000
#> T72_CT_F07 1 0.5291 0.3588 0.732 0.268 0.000
#> T72_CT_F10 2 0.6267 0.8458 0.452 0.548 0.000
#> T72_CT_F11 2 0.6302 0.8265 0.480 0.520 0.000
#> T72_CT_G03 1 0.3551 0.5777 0.868 0.132 0.000
#> T72_CT_G04 1 0.3918 0.5769 0.856 0.140 0.004
#> T72_CT_G06 2 0.6180 0.8620 0.416 0.584 0.000
#> T72_CT_G08 1 0.6467 -0.3009 0.604 0.388 0.008
#> T72_CT_G10 2 0.6180 0.8619 0.416 0.584 0.000
#> T72_CT_G11 1 0.7032 0.4371 0.676 0.272 0.052
#> T72_CT_H01 2 0.6244 0.8547 0.440 0.560 0.000
#> T72_CT_H03 2 0.6204 0.8607 0.424 0.576 0.000
#> T72_CT_H05 2 0.6299 0.8234 0.476 0.524 0.000
#> T72_CT_H08 2 0.6308 0.7782 0.492 0.508 0.000
#> T72_CT_H09 1 0.5968 -0.1355 0.636 0.364 0.000
#> T72_CT_H10 1 0.5363 0.3510 0.724 0.276 0.000
#> T72_CT_H11 1 0.6420 0.3007 0.688 0.288 0.024
#> T72_CT_H12 2 0.6215 0.8605 0.428 0.572 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 2 0.5284 0.41993 0.264 0.696 0.000 0.040
#> T0_CT_A03 2 0.5693 -0.23625 0.472 0.504 0.000 0.024
#> T0_CT_A05 2 0.5693 -0.23625 0.472 0.504 0.000 0.024
#> T0_CT_A06 1 0.5859 0.31333 0.496 0.472 0.000 0.032
#> T0_CT_A07 1 0.5085 0.62770 0.676 0.304 0.000 0.020
#> T0_CT_A08 1 0.6323 0.65169 0.628 0.272 0.000 0.100
#> T0_CT_A10 1 0.5768 0.36900 0.516 0.456 0.000 0.028
#> T0_CT_A11 3 0.0376 0.95608 0.004 0.000 0.992 0.004
#> T0_CT_B01 2 0.6077 -0.24096 0.460 0.496 0.000 0.044
#> T0_CT_B03 2 0.3581 0.66424 0.116 0.852 0.000 0.032
#> T0_CT_B05 2 0.5744 -0.12854 0.436 0.536 0.000 0.028
#> T0_CT_B07 2 0.5937 -0.26745 0.472 0.492 0.000 0.036
#> T0_CT_B08 2 0.3711 0.64291 0.140 0.836 0.000 0.024
#> T0_CT_B09 1 0.5600 0.35333 0.512 0.468 0.000 0.020
#> T0_CT_C02 2 0.3638 0.66292 0.120 0.848 0.000 0.032
#> T0_CT_C03 2 0.5996 -0.21173 0.448 0.512 0.000 0.040
#> T0_CT_C05 2 0.2500 0.69839 0.044 0.916 0.000 0.040
#> T0_CT_C06 2 0.5977 -0.12245 0.432 0.528 0.000 0.040
#> T0_CT_C07 1 0.5778 0.33117 0.500 0.472 0.000 0.028
#> T0_CT_C08 2 0.5602 -0.23136 0.472 0.508 0.000 0.020
#> T0_CT_C09 3 0.0376 0.95608 0.004 0.000 0.992 0.004
#> T0_CT_C11 2 0.2380 0.69302 0.008 0.920 0.008 0.064
#> T0_CT_C12 1 0.5602 0.34217 0.508 0.472 0.000 0.020
#> T0_CT_D01 2 0.5322 0.30234 0.312 0.660 0.000 0.028
#> T0_CT_D02 1 0.5776 0.34069 0.504 0.468 0.000 0.028
#> T0_CT_D03 2 0.5660 0.05794 0.396 0.576 0.000 0.028
#> T0_CT_D05 2 0.5620 -0.00833 0.416 0.560 0.000 0.024
#> T0_CT_D06 2 0.3731 0.66300 0.120 0.844 0.000 0.036
#> T0_CT_D07 2 0.5597 -0.20304 0.464 0.516 0.000 0.020
#> T0_CT_D08 2 0.3895 0.65693 0.132 0.832 0.000 0.036
#> T0_CT_D09 2 0.2722 0.70119 0.064 0.904 0.000 0.032
#> T0_CT_D11 2 0.2500 0.69839 0.044 0.916 0.000 0.040
#> T0_CT_D12 1 0.5606 0.31800 0.500 0.480 0.000 0.020
#> T0_CT_E01 2 0.5673 -0.14290 0.448 0.528 0.000 0.024
#> T0_CT_E03 2 0.5607 -0.28645 0.488 0.492 0.000 0.020
#> T0_CT_E04 2 0.3286 0.68824 0.080 0.876 0.000 0.044
#> T0_CT_E05 4 0.8466 0.45722 0.140 0.124 0.184 0.552
#> T0_CT_E06 1 0.5768 0.36726 0.516 0.456 0.000 0.028
#> T0_CT_E07 1 0.5691 0.34366 0.508 0.468 0.000 0.024
#> T0_CT_E08 2 0.4182 0.59949 0.180 0.796 0.000 0.024
#> T0_CT_E09 2 0.5193 0.28709 0.324 0.656 0.000 0.020
#> T0_CT_E10 3 0.0376 0.95608 0.004 0.000 0.992 0.004
#> T0_CT_E11 1 0.5768 0.36726 0.516 0.456 0.000 0.028
#> T0_CT_E12 1 0.5768 0.36726 0.516 0.456 0.000 0.028
#> T0_CT_F01 2 0.5673 -0.14290 0.448 0.528 0.000 0.024
#> T0_CT_F02 1 0.5768 0.36726 0.516 0.456 0.000 0.028
#> T0_CT_F03 2 0.5693 -0.23625 0.472 0.504 0.000 0.024
#> T0_CT_F04 1 0.5688 0.34956 0.512 0.464 0.000 0.024
#> T0_CT_F05 2 0.3333 0.68505 0.088 0.872 0.000 0.040
#> T0_CT_F06 2 0.5496 0.15934 0.372 0.604 0.000 0.024
#> T0_CT_F07 2 0.5971 -0.13681 0.428 0.532 0.000 0.040
#> T0_CT_F09 2 0.2500 0.69974 0.040 0.916 0.000 0.044
#> T0_CT_F11 1 0.5768 0.36726 0.516 0.456 0.000 0.028
#> T0_CT_F12 1 0.5771 0.35682 0.512 0.460 0.000 0.028
#> T0_CT_G01 2 0.5693 -0.23625 0.472 0.504 0.000 0.024
#> T0_CT_G02 2 0.6080 -0.27923 0.468 0.488 0.000 0.044
#> T0_CT_G03 1 0.5858 0.33273 0.500 0.468 0.000 0.032
#> T0_CT_G04 2 0.3694 0.66162 0.124 0.844 0.000 0.032
#> T0_CT_G07 2 0.3638 0.66292 0.120 0.848 0.000 0.032
#> T0_CT_G08 2 0.3787 0.65986 0.124 0.840 0.000 0.036
#> T0_CT_G09 2 0.7474 -0.32225 0.400 0.424 0.000 0.176
#> T0_CT_G11 2 0.6147 -0.26683 0.464 0.488 0.000 0.048
#> T0_CT_H01 2 0.6270 -0.11267 0.428 0.524 0.008 0.040
#> T0_CT_H02 2 0.3051 0.68709 0.088 0.884 0.000 0.028
#> T0_CT_H04 1 0.5778 0.32517 0.500 0.472 0.000 0.028
#> T0_CT_H05 2 0.5827 -0.11629 0.436 0.532 0.000 0.032
#> T0_CT_H08 2 0.5894 -0.07883 0.428 0.536 0.000 0.036
#> T0_CT_H09 2 0.5987 -0.15207 0.440 0.520 0.000 0.040
#> T0_CT_H12 1 0.5774 0.34787 0.508 0.464 0.000 0.028
#> T24_CT_A01 1 0.4718 0.66067 0.756 0.216 0.004 0.024
#> T24_CT_A03 2 0.2928 0.70304 0.052 0.896 0.000 0.052
#> T24_CT_A04 2 0.2246 0.70038 0.016 0.928 0.004 0.052
#> T24_CT_A05 1 0.8334 0.44338 0.560 0.200 0.116 0.124
#> T24_CT_A07 2 0.2287 0.69908 0.012 0.924 0.004 0.060
#> T24_CT_A08 1 0.5100 0.63632 0.752 0.192 0.004 0.052
#> T24_CT_A09 1 0.5504 0.58717 0.756 0.160 0.024 0.060
#> T24_CT_A10 1 0.7360 0.47870 0.484 0.368 0.004 0.144
#> T24_CT_B01 1 0.6889 0.63749 0.612 0.268 0.016 0.104
#> T24_CT_B02 1 0.6916 0.52117 0.680 0.160 0.072 0.088
#> T24_CT_B03 2 0.3810 0.67108 0.092 0.848 0.000 0.060
#> T24_CT_B05 2 0.2489 0.70288 0.020 0.912 0.000 0.068
#> T24_CT_B06 2 0.1807 0.70732 0.008 0.940 0.000 0.052
#> T24_CT_B07 1 0.5055 0.62172 0.760 0.180 0.004 0.056
#> T24_CT_B08 2 0.4524 0.65064 0.052 0.816 0.012 0.120
#> T24_CT_B09 1 0.5055 0.62172 0.760 0.180 0.004 0.056
#> T24_CT_B11 1 0.4579 0.66044 0.764 0.212 0.004 0.020
#> T24_CT_C01 1 0.6127 0.56528 0.720 0.160 0.028 0.092
#> T24_CT_C02 2 0.7344 0.19576 0.064 0.600 0.068 0.268
#> T24_CT_C03 4 0.9443 0.47675 0.212 0.148 0.220 0.420
#> T24_CT_C05 2 0.6184 0.51537 0.060 0.724 0.056 0.160
#> T24_CT_C07 2 0.2385 0.70995 0.028 0.920 0.000 0.052
#> T24_CT_C08 2 0.1913 0.70535 0.020 0.940 0.000 0.040
#> T24_CT_C09 2 0.8745 -0.35602 0.064 0.432 0.180 0.324
#> T24_CT_C10 1 0.6637 0.60847 0.572 0.324 0.000 0.104
#> T24_CT_C11 2 0.7479 -0.17985 0.392 0.488 0.028 0.092
#> T24_CT_C12 2 0.2928 0.70304 0.052 0.896 0.000 0.052
#> T24_CT_D01 2 0.2521 0.70047 0.020 0.916 0.004 0.060
#> T24_CT_D02 2 0.1936 0.71128 0.028 0.940 0.000 0.032
#> T24_CT_D03 2 0.2275 0.69933 0.020 0.928 0.004 0.048
#> T24_CT_D04 1 0.6052 0.66271 0.640 0.284 0.000 0.076
#> T24_CT_D05 2 0.6621 0.21958 0.316 0.588 0.004 0.092
#> T24_CT_D06 1 0.4646 0.64008 0.780 0.184 0.008 0.028
#> T24_CT_D07 2 0.5432 0.52633 0.216 0.716 0.000 0.068
#> T24_CT_D08 2 0.2441 0.69644 0.020 0.920 0.004 0.056
#> T24_CT_D09 2 0.2227 0.70629 0.036 0.928 0.000 0.036
#> T24_CT_D10 2 0.2589 0.70485 0.044 0.912 0.000 0.044
#> T24_CT_D11 2 0.2499 0.71013 0.032 0.920 0.004 0.044
#> T24_CT_E01 1 0.7443 0.38955 0.436 0.392 0.000 0.172
#> T24_CT_E02 1 0.7699 0.22017 0.568 0.144 0.036 0.252
#> T24_CT_E04 2 0.1762 0.70586 0.004 0.944 0.004 0.048
#> T24_CT_E05 1 0.5690 0.59266 0.744 0.164 0.024 0.068
#> T24_CT_E07 2 0.5066 0.58985 0.148 0.764 0.000 0.088
#> T24_CT_E09 1 0.5501 0.59009 0.748 0.164 0.012 0.076
#> T24_CT_E11 1 0.6501 0.65849 0.628 0.264 0.004 0.104
#> T24_CT_E12 2 0.2413 0.70070 0.020 0.916 0.000 0.064
#> T24_CT_F01 2 0.2599 0.70003 0.020 0.912 0.004 0.064
#> T24_CT_F02 2 0.2197 0.70172 0.024 0.928 0.000 0.048
#> T24_CT_F03 1 0.7520 0.45097 0.456 0.352 0.000 0.192
#> T24_CT_F04 4 0.7579 0.22864 0.100 0.068 0.224 0.608
#> T24_CT_F05 1 0.7596 0.40136 0.444 0.380 0.004 0.172
#> T24_CT_F07 4 0.7741 0.09963 0.120 0.048 0.264 0.568
#> T24_CT_F08 1 0.7627 0.43085 0.628 0.156 0.132 0.084
#> T24_CT_F09 2 0.2124 0.70469 0.040 0.932 0.000 0.028
#> T24_CT_F10 2 0.5160 0.55545 0.180 0.748 0.000 0.072
#> T24_CT_F11 1 0.7403 0.40731 0.452 0.380 0.000 0.168
#> T24_CT_F12 2 0.2319 0.71144 0.036 0.924 0.000 0.040
#> T24_CT_G01 2 0.2131 0.71074 0.036 0.932 0.000 0.032
#> T24_CT_G02 1 0.5236 0.62348 0.752 0.184 0.008 0.056
#> T24_CT_G03 1 0.5499 0.57053 0.756 0.156 0.020 0.068
#> T24_CT_G04 2 0.5160 0.55520 0.180 0.748 0.000 0.072
#> T24_CT_G05 2 0.7272 0.32015 0.072 0.628 0.072 0.228
#> T24_CT_G06 1 0.6619 0.63954 0.628 0.268 0.012 0.092
#> T24_CT_G08 1 0.5178 0.59076 0.768 0.160 0.012 0.060
#> T24_CT_G10 2 0.2335 0.70984 0.020 0.920 0.000 0.060
#> T24_CT_G11 1 0.7724 0.43326 0.620 0.160 0.132 0.088
#> T24_CT_G12 1 0.6607 0.49803 0.516 0.400 0.000 0.084
#> T24_CT_H01 1 0.4436 0.66139 0.764 0.216 0.000 0.020
#> T24_CT_H02 1 0.5673 0.64611 0.720 0.200 0.008 0.072
#> T24_CT_H03 2 0.4436 0.65653 0.040 0.828 0.024 0.108
#> T24_CT_H05 1 0.8094 0.52128 0.560 0.224 0.064 0.152
#> T24_CT_H07 1 0.6758 0.47983 0.504 0.400 0.000 0.096
#> T24_CT_H09 1 0.5781 0.56863 0.740 0.160 0.024 0.076
#> T24_CT_H12 1 0.6607 0.49803 0.516 0.400 0.000 0.084
#> T48_CT_A01 2 0.1837 0.70162 0.028 0.944 0.000 0.028
#> T48_CT_A02 2 0.2385 0.70977 0.028 0.920 0.000 0.052
#> T48_CT_A03 1 0.5129 0.62270 0.756 0.180 0.004 0.060
#> T48_CT_A04 2 0.2125 0.69974 0.004 0.932 0.012 0.052
#> T48_CT_A05 2 0.4727 0.61879 0.108 0.792 0.000 0.100
#> T48_CT_A06 1 0.5013 0.62162 0.764 0.176 0.004 0.056
#> T48_CT_A07 2 0.3674 0.67748 0.104 0.852 0.000 0.044
#> T48_CT_A08 2 0.2500 0.69836 0.040 0.916 0.000 0.044
#> T48_CT_A09 1 0.7387 0.41094 0.444 0.392 0.000 0.164
#> T48_CT_A10 2 0.2207 0.69920 0.012 0.928 0.004 0.056
#> T48_CT_A11 2 0.2759 0.70576 0.044 0.904 0.000 0.052
#> T48_CT_A12 1 0.8740 0.25506 0.388 0.332 0.044 0.236
#> T48_CT_B01 2 0.4414 0.64591 0.036 0.824 0.020 0.120
#> T48_CT_B02 2 0.4085 0.65105 0.028 0.828 0.008 0.136
#> T48_CT_B03 1 0.4978 0.62380 0.764 0.180 0.004 0.052
#> T48_CT_B04 1 0.5129 0.61897 0.756 0.180 0.004 0.060
#> T48_CT_B06 2 0.2565 0.71154 0.032 0.912 0.000 0.056
#> T48_CT_B08 1 0.6720 0.63239 0.580 0.300 0.000 0.120
#> T48_CT_B10 2 0.2915 0.68147 0.028 0.892 0.000 0.080
#> T48_CT_B11 2 0.1151 0.70575 0.008 0.968 0.000 0.024
#> T48_CT_B12 2 0.7364 0.18747 0.208 0.548 0.004 0.240
#> T48_CT_C01 2 0.1732 0.70722 0.008 0.948 0.004 0.040
#> T48_CT_C02 3 0.1042 0.95321 0.008 0.000 0.972 0.020
#> T48_CT_C03 2 0.3143 0.70001 0.024 0.888 0.008 0.080
#> T48_CT_C04 1 0.4900 0.62548 0.768 0.180 0.004 0.048
#> T48_CT_C05 2 0.2670 0.70176 0.040 0.908 0.000 0.052
#> T48_CT_C06 2 0.3833 0.66888 0.080 0.848 0.000 0.072
#> T48_CT_C07 2 0.7474 -0.28941 0.400 0.424 0.000 0.176
#> T48_CT_C09 2 0.2759 0.69415 0.052 0.904 0.000 0.044
#> T48_CT_C10 1 0.7386 0.45736 0.464 0.368 0.000 0.168
#> T48_CT_C11 2 0.1356 0.70807 0.008 0.960 0.000 0.032
#> T48_CT_D01 2 0.5338 0.58581 0.056 0.768 0.024 0.152
#> T48_CT_D02 2 0.8485 -0.27023 0.148 0.420 0.056 0.376
#> T48_CT_D03 1 0.5947 0.64135 0.708 0.204 0.016 0.072
#> T48_CT_D04 2 0.2032 0.70779 0.036 0.936 0.000 0.028
#> T48_CT_D06 2 0.2227 0.70001 0.036 0.928 0.000 0.036
#> T48_CT_D07 2 0.1917 0.70895 0.008 0.944 0.012 0.036
#> T48_CT_D08 1 0.6924 0.64636 0.584 0.280 0.004 0.132
#> T48_CT_D09 2 0.5980 0.44223 0.056 0.696 0.020 0.228
#> T48_CT_D10 4 0.7758 0.40496 0.080 0.388 0.052 0.480
#> T48_CT_D11 2 0.1833 0.70578 0.024 0.944 0.000 0.032
#> T48_CT_D12 1 0.4893 0.62464 0.772 0.172 0.004 0.052
#> T48_CT_E01 2 0.5128 0.57887 0.148 0.760 0.000 0.092
#> T48_CT_E02 2 0.7900 -0.27498 0.368 0.420 0.008 0.204
#> T48_CT_E03 2 0.5229 0.55496 0.168 0.748 0.000 0.084
#> T48_CT_E04 2 0.6877 0.34040 0.156 0.608 0.004 0.232
#> T48_CT_E05 2 0.1398 0.70326 0.004 0.956 0.000 0.040
#> T48_CT_E06 1 0.6846 -0.30626 0.600 0.000 0.184 0.216
#> T48_CT_E07 1 0.6323 0.65169 0.628 0.272 0.000 0.100
#> T48_CT_E08 2 0.2007 0.70805 0.020 0.940 0.004 0.036
#> T48_CT_E10 1 0.6722 0.66089 0.604 0.276 0.004 0.116
#> T48_CT_E11 1 0.7444 0.51748 0.480 0.360 0.004 0.156
#> T48_CT_E12 2 0.3505 0.68026 0.088 0.864 0.000 0.048
#> T48_CT_F01 2 0.2510 0.69436 0.012 0.916 0.008 0.064
#> T48_CT_F02 1 0.7662 0.35645 0.412 0.404 0.004 0.180
#> T48_CT_F03 2 0.9574 -0.30457 0.276 0.372 0.140 0.212
#> T48_CT_F05 2 0.4837 0.62560 0.040 0.808 0.036 0.116
#> T48_CT_F07 1 0.7401 0.59587 0.540 0.324 0.020 0.116
#> T48_CT_F09 2 0.1610 0.70630 0.016 0.952 0.000 0.032
#> T48_CT_F10 4 0.9331 0.51011 0.092 0.248 0.296 0.364
#> T48_CT_F11 1 0.6190 0.65002 0.648 0.268 0.004 0.080
#> T48_CT_G01 1 0.5740 0.64697 0.720 0.204 0.016 0.060
#> T48_CT_G02 2 0.2224 0.70281 0.040 0.928 0.000 0.032
#> T48_CT_G03 2 0.1488 0.70474 0.012 0.956 0.000 0.032
#> T48_CT_G07 2 0.2966 0.68197 0.020 0.896 0.008 0.076
#> T48_CT_G08 2 0.3996 0.65649 0.060 0.836 0.000 0.104
#> T48_CT_G09 2 0.6196 0.48421 0.136 0.684 0.004 0.176
#> T48_CT_G10 1 0.4587 0.64531 0.776 0.192 0.004 0.028
#> T48_CT_G11 1 0.7253 0.33945 0.428 0.428 0.000 0.144
#> T48_CT_G12 2 0.2670 0.68506 0.024 0.904 0.000 0.072
#> T48_CT_H01 2 0.7114 0.39946 0.060 0.660 0.108 0.172
#> T48_CT_H02 2 0.5496 0.53999 0.160 0.732 0.000 0.108
#> T48_CT_H04 3 0.1042 0.95321 0.008 0.000 0.972 0.020
#> T48_CT_H05 2 0.4540 0.61454 0.040 0.808 0.012 0.140
#> T48_CT_H06 2 0.2101 0.69805 0.012 0.928 0.000 0.060
#> T48_CT_H07 4 0.7729 0.48343 0.108 0.324 0.040 0.528
#> T48_CT_H08 2 0.1936 0.70251 0.028 0.940 0.000 0.032
#> T48_CT_H11 2 0.7916 -0.23720 0.348 0.432 0.008 0.212
#> T48_CT_H12 2 0.3402 0.69452 0.032 0.880 0.012 0.076
#> T72_CT_A01 2 0.2036 0.70250 0.032 0.936 0.000 0.032
#> T72_CT_A05 2 0.2483 0.70332 0.052 0.916 0.000 0.032
#> T72_CT_A08 1 0.7006 0.55254 0.528 0.340 0.000 0.132
#> T72_CT_A09 2 0.3164 0.69113 0.064 0.884 0.000 0.052
#> T72_CT_A11 2 0.1733 0.70570 0.024 0.948 0.000 0.028
#> T72_CT_B01 2 0.2214 0.70564 0.028 0.928 0.000 0.044
#> T72_CT_B02 1 0.6664 0.63423 0.580 0.308 0.000 0.112
#> T72_CT_B03 2 0.6482 -0.23014 0.424 0.504 0.000 0.072
#> T72_CT_B04 1 0.5271 0.62395 0.748 0.180 0.004 0.068
#> T72_CT_B05 2 0.4614 0.61045 0.144 0.792 0.000 0.064
#> T72_CT_B06 1 0.5230 0.61979 0.752 0.176 0.004 0.068
#> T72_CT_B08 2 0.3435 0.68114 0.100 0.864 0.000 0.036
#> T72_CT_B09 3 0.3128 0.83966 0.076 0.000 0.884 0.040
#> T72_CT_B11 2 0.7363 -0.18625 0.356 0.476 0.000 0.168
#> T72_CT_B12 2 0.1936 0.70313 0.032 0.940 0.000 0.028
#> T72_CT_C04 2 0.1936 0.70698 0.032 0.940 0.000 0.028
#> T72_CT_C06 2 0.7436 -0.29141 0.384 0.444 0.000 0.172
#> T72_CT_C07 2 0.2399 0.70451 0.048 0.920 0.000 0.032
#> T72_CT_C09 2 0.7170 0.13312 0.268 0.548 0.000 0.184
#> T72_CT_C11 2 0.2816 0.69724 0.064 0.900 0.000 0.036
#> T72_CT_D01 2 0.2660 0.70185 0.056 0.908 0.000 0.036
#> T72_CT_D03 2 0.5522 0.35912 0.288 0.668 0.000 0.044
#> T72_CT_D04 2 0.2111 0.70364 0.024 0.932 0.000 0.044
#> T72_CT_D05 1 0.7362 0.42782 0.444 0.396 0.000 0.160
#> T72_CT_D07 2 0.7446 -0.34281 0.396 0.432 0.000 0.172
#> T72_CT_D10 2 0.5050 0.57954 0.152 0.764 0.000 0.084
#> T72_CT_D11 1 0.6603 0.61047 0.580 0.316 0.000 0.104
#> T72_CT_E04 2 0.7421 -0.34739 0.400 0.432 0.000 0.168
#> T72_CT_E05 2 0.2197 0.70780 0.024 0.928 0.000 0.048
#> T72_CT_E07 2 0.3156 0.68973 0.068 0.884 0.000 0.048
#> T72_CT_F01 2 0.1356 0.70839 0.008 0.960 0.000 0.032
#> T72_CT_F05 2 0.2300 0.71024 0.028 0.924 0.000 0.048
#> T72_CT_F07 2 0.7304 -0.30026 0.400 0.448 0.000 0.152
#> T72_CT_F10 2 0.2131 0.70286 0.036 0.932 0.000 0.032
#> T72_CT_F11 2 0.2816 0.69724 0.064 0.900 0.000 0.036
#> T72_CT_G03 1 0.6323 0.65169 0.628 0.272 0.000 0.100
#> T72_CT_G04 1 0.6613 0.63737 0.596 0.288 0.000 0.116
#> T72_CT_G06 2 0.2319 0.70557 0.036 0.924 0.000 0.040
#> T72_CT_G08 2 0.5166 0.50710 0.216 0.736 0.004 0.044
#> T72_CT_G10 2 0.1767 0.70635 0.012 0.944 0.000 0.044
#> T72_CT_G11 2 0.8552 -0.34058 0.368 0.392 0.040 0.200
#> T72_CT_H01 2 0.2214 0.70564 0.028 0.928 0.000 0.044
#> T72_CT_H03 2 0.1820 0.70704 0.020 0.944 0.000 0.036
#> T72_CT_H05 2 0.2565 0.70299 0.056 0.912 0.000 0.032
#> T72_CT_H08 2 0.3505 0.68468 0.088 0.864 0.000 0.048
#> T72_CT_H09 2 0.5366 0.39947 0.276 0.684 0.000 0.040
#> T72_CT_H10 2 0.7391 -0.28090 0.396 0.440 0.000 0.164
#> T72_CT_H11 2 0.8088 -0.24209 0.352 0.440 0.020 0.188
#> T72_CT_H12 2 0.2002 0.70672 0.020 0.936 0.000 0.044
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 2 0.5140 0.29471 0.312 0.636 0.044 0.000 0.008
#> T0_CT_A03 1 0.5003 0.44733 0.544 0.424 0.032 0.000 0.000
#> T0_CT_A05 1 0.5003 0.44733 0.544 0.424 0.032 0.000 0.000
#> T0_CT_A06 1 0.5242 0.50679 0.576 0.380 0.036 0.000 0.008
#> T0_CT_A07 1 0.4481 0.56422 0.732 0.228 0.024 0.000 0.016
#> T0_CT_A08 1 0.6282 0.51650 0.640 0.188 0.116 0.000 0.056
#> T0_CT_A10 1 0.5052 0.53421 0.600 0.364 0.028 0.000 0.008
#> T0_CT_A11 4 0.0579 0.93500 0.000 0.000 0.008 0.984 0.008
#> T0_CT_B01 1 0.5610 0.48302 0.540 0.400 0.044 0.000 0.016
#> T0_CT_B03 2 0.3312 0.73915 0.132 0.840 0.012 0.000 0.016
#> T0_CT_B05 1 0.5479 0.39779 0.504 0.444 0.044 0.000 0.008
#> T0_CT_B07 1 0.5368 0.48092 0.548 0.400 0.048 0.000 0.004
#> T0_CT_B08 2 0.3463 0.70767 0.156 0.820 0.016 0.000 0.008
#> T0_CT_B09 1 0.4746 0.52246 0.600 0.376 0.024 0.000 0.000
#> T0_CT_C02 2 0.3312 0.73597 0.132 0.840 0.012 0.000 0.016
#> T0_CT_C03 1 0.5735 0.44958 0.508 0.420 0.064 0.000 0.008
#> T0_CT_C05 2 0.2243 0.77980 0.056 0.916 0.012 0.000 0.016
#> T0_CT_C06 1 0.5532 0.41019 0.508 0.436 0.048 0.000 0.008
#> T0_CT_C07 1 0.5098 0.51289 0.584 0.380 0.028 0.000 0.008
#> T0_CT_C08 1 0.5065 0.44594 0.544 0.420 0.036 0.000 0.000
#> T0_CT_C09 4 0.0579 0.93500 0.000 0.000 0.008 0.984 0.008
#> T0_CT_C11 2 0.2590 0.77040 0.020 0.908 0.040 0.004 0.028
#> T0_CT_C12 1 0.4757 0.51739 0.596 0.380 0.024 0.000 0.000
#> T0_CT_D01 2 0.5139 0.05639 0.384 0.576 0.036 0.000 0.004
#> T0_CT_D02 1 0.5087 0.51916 0.588 0.376 0.028 0.000 0.008
#> T0_CT_D03 2 0.4974 -0.24381 0.464 0.508 0.028 0.000 0.000
#> T0_CT_D05 1 0.5178 0.31318 0.484 0.476 0.040 0.000 0.000
#> T0_CT_D06 2 0.3201 0.73621 0.132 0.844 0.008 0.000 0.016
#> T0_CT_D07 1 0.5083 0.44199 0.540 0.428 0.028 0.000 0.004
#> T0_CT_D08 2 0.3336 0.72642 0.144 0.832 0.008 0.000 0.016
#> T0_CT_D09 2 0.3009 0.78595 0.080 0.876 0.028 0.000 0.016
#> T0_CT_D11 2 0.2243 0.77980 0.056 0.916 0.012 0.000 0.016
#> T0_CT_D12 1 0.4779 0.50520 0.588 0.388 0.024 0.000 0.000
#> T0_CT_E01 1 0.5028 0.39990 0.524 0.444 0.032 0.000 0.000
#> T0_CT_E03 1 0.4893 0.48513 0.568 0.404 0.028 0.000 0.000
#> T0_CT_E04 2 0.2900 0.76677 0.092 0.876 0.012 0.000 0.020
#> T0_CT_E05 5 0.7747 0.63659 0.068 0.056 0.156 0.156 0.564
#> T0_CT_E06 1 0.5052 0.53011 0.600 0.364 0.028 0.000 0.008
#> T0_CT_E07 1 0.5010 0.51748 0.592 0.376 0.024 0.000 0.008
#> T0_CT_E08 2 0.3944 0.61991 0.212 0.764 0.020 0.000 0.004
#> T0_CT_E09 2 0.5216 0.04711 0.388 0.568 0.040 0.000 0.004
#> T0_CT_E10 4 0.0579 0.93500 0.000 0.000 0.008 0.984 0.008
#> T0_CT_E11 1 0.5052 0.53011 0.600 0.364 0.028 0.000 0.008
#> T0_CT_E12 1 0.5052 0.53011 0.600 0.364 0.028 0.000 0.008
#> T0_CT_F01 1 0.5028 0.39990 0.524 0.444 0.032 0.000 0.000
#> T0_CT_F02 1 0.5052 0.53011 0.600 0.364 0.028 0.000 0.008
#> T0_CT_F03 1 0.5003 0.44733 0.544 0.424 0.032 0.000 0.000
#> T0_CT_F04 1 0.4998 0.51992 0.596 0.372 0.024 0.000 0.008
#> T0_CT_F05 2 0.2914 0.76378 0.100 0.872 0.012 0.000 0.016
#> T0_CT_F06 2 0.4878 -0.14326 0.440 0.536 0.024 0.000 0.000
#> T0_CT_F07 1 0.5488 0.39332 0.496 0.448 0.052 0.000 0.004
#> T0_CT_F09 2 0.2270 0.78159 0.052 0.916 0.012 0.000 0.020
#> T0_CT_F11 1 0.5052 0.53011 0.600 0.364 0.028 0.000 0.008
#> T0_CT_F12 1 0.5064 0.52499 0.596 0.368 0.028 0.000 0.008
#> T0_CT_G01 1 0.5003 0.44733 0.544 0.424 0.032 0.000 0.000
#> T0_CT_G02 1 0.5573 0.50024 0.548 0.388 0.056 0.000 0.008
#> T0_CT_G03 1 0.5161 0.51282 0.584 0.376 0.032 0.000 0.008
#> T0_CT_G04 2 0.3357 0.73413 0.136 0.836 0.012 0.000 0.016
#> T0_CT_G07 2 0.3312 0.73597 0.132 0.840 0.012 0.000 0.016
#> T0_CT_G08 2 0.3247 0.73183 0.136 0.840 0.008 0.000 0.016
#> T0_CT_G09 1 0.7014 0.29386 0.452 0.280 0.252 0.000 0.016
#> T0_CT_G11 1 0.5683 0.49460 0.540 0.388 0.064 0.000 0.008
#> T0_CT_H01 1 0.5585 0.40473 0.504 0.432 0.060 0.000 0.004
#> T0_CT_H02 2 0.3019 0.76616 0.108 0.864 0.016 0.000 0.012
#> T0_CT_H04 1 0.5068 0.50632 0.580 0.384 0.032 0.000 0.004
#> T0_CT_H05 1 0.5325 0.41749 0.520 0.428 0.052 0.000 0.000
#> T0_CT_H08 1 0.5344 0.36886 0.500 0.448 0.052 0.000 0.000
#> T0_CT_H09 1 0.5524 0.42804 0.516 0.428 0.048 0.000 0.008
#> T0_CT_H12 1 0.5138 0.52580 0.592 0.368 0.032 0.000 0.008
#> T24_CT_A01 1 0.4355 0.53209 0.776 0.148 0.008 0.000 0.068
#> T24_CT_A03 2 0.3275 0.78543 0.064 0.860 0.068 0.000 0.008
#> T24_CT_A04 2 0.2188 0.78209 0.028 0.924 0.024 0.000 0.024
#> T24_CT_A05 1 0.7914 0.25434 0.544 0.116 0.052 0.092 0.196
#> T24_CT_A07 2 0.2698 0.78241 0.036 0.900 0.036 0.000 0.028
#> T24_CT_A08 1 0.5097 0.50938 0.728 0.148 0.016 0.000 0.108
#> T24_CT_A09 1 0.5437 0.45015 0.716 0.112 0.004 0.024 0.144
#> T24_CT_A10 1 0.7100 0.33803 0.524 0.232 0.196 0.000 0.048
#> T24_CT_B01 1 0.6351 0.49201 0.648 0.184 0.112 0.008 0.048
#> T24_CT_B02 1 0.6822 0.40794 0.636 0.124 0.028 0.056 0.156
#> T24_CT_B03 2 0.4425 0.70674 0.116 0.772 0.108 0.000 0.004
#> T24_CT_B05 2 0.2722 0.79079 0.028 0.896 0.056 0.000 0.020
#> T24_CT_B06 2 0.1869 0.79695 0.012 0.936 0.036 0.000 0.016
#> T24_CT_B07 1 0.4945 0.48672 0.736 0.132 0.004 0.004 0.124
#> T24_CT_B08 2 0.5116 0.65624 0.084 0.756 0.084 0.000 0.076
#> T24_CT_B09 1 0.4835 0.48651 0.736 0.132 0.004 0.000 0.128
#> T24_CT_B11 1 0.3900 0.53995 0.808 0.144 0.016 0.000 0.032
#> T24_CT_C01 1 0.5967 0.42589 0.680 0.112 0.012 0.028 0.168
#> T24_CT_C02 2 0.8220 -0.07132 0.092 0.484 0.148 0.040 0.236
#> T24_CT_C03 5 0.8016 0.52191 0.140 0.052 0.076 0.208 0.524
#> T24_CT_C05 2 0.6592 0.49980 0.076 0.676 0.076 0.048 0.124
#> T24_CT_C07 2 0.3191 0.79300 0.040 0.872 0.064 0.000 0.024
#> T24_CT_C08 2 0.1967 0.79023 0.020 0.932 0.036 0.000 0.012
#> T24_CT_C09 2 0.9405 -0.45296 0.092 0.304 0.168 0.136 0.300
#> T24_CT_C10 1 0.6549 0.49129 0.592 0.232 0.132 0.000 0.044
#> T24_CT_C11 1 0.7291 0.30040 0.424 0.416 0.068 0.016 0.076
#> T24_CT_C12 2 0.3339 0.78292 0.068 0.856 0.068 0.000 0.008
#> T24_CT_D01 2 0.2941 0.78239 0.032 0.884 0.064 0.000 0.020
#> T24_CT_D02 2 0.2122 0.80088 0.032 0.924 0.036 0.000 0.008
#> T24_CT_D03 2 0.2325 0.78195 0.024 0.920 0.036 0.004 0.016
#> T24_CT_D04 1 0.5939 0.54763 0.668 0.192 0.084 0.000 0.056
#> T24_CT_D05 2 0.6237 -0.06875 0.364 0.500 0.132 0.000 0.004
#> T24_CT_D06 1 0.4351 0.50781 0.768 0.132 0.000 0.000 0.100
#> T24_CT_D07 2 0.5352 0.51080 0.228 0.680 0.076 0.000 0.016
#> T24_CT_D08 2 0.2594 0.78186 0.024 0.908 0.040 0.004 0.024
#> T24_CT_D09 2 0.1756 0.79251 0.036 0.940 0.016 0.000 0.008
#> T24_CT_D10 2 0.2198 0.79199 0.048 0.920 0.020 0.000 0.012
#> T24_CT_D11 2 0.2511 0.79885 0.036 0.912 0.028 0.004 0.020
#> T24_CT_E01 1 0.7093 0.29197 0.480 0.260 0.232 0.000 0.028
#> T24_CT_E02 1 0.7381 0.10276 0.516 0.080 0.056 0.036 0.312
#> T24_CT_E04 2 0.2124 0.79422 0.012 0.924 0.044 0.000 0.020
#> T24_CT_E05 1 0.5548 0.44809 0.708 0.112 0.008 0.020 0.152
#> T24_CT_E07 2 0.5162 0.57843 0.160 0.692 0.148 0.000 0.000
#> T24_CT_E09 1 0.5610 0.45793 0.692 0.128 0.012 0.008 0.160
#> T24_CT_E11 1 0.6363 0.52915 0.640 0.180 0.108 0.000 0.072
#> T24_CT_E12 2 0.2777 0.78401 0.028 0.896 0.040 0.000 0.036
#> T24_CT_F01 2 0.3036 0.78268 0.028 0.880 0.064 0.000 0.028
#> T24_CT_F02 2 0.1815 0.78617 0.024 0.940 0.016 0.000 0.020
#> T24_CT_F03 1 0.7386 0.29392 0.484 0.232 0.228 0.000 0.056
#> T24_CT_F04 5 0.6293 0.57313 0.036 0.004 0.120 0.208 0.632
#> T24_CT_F05 1 0.7228 0.26924 0.484 0.240 0.236 0.000 0.040
#> T24_CT_F07 5 0.6209 0.53382 0.032 0.000 0.116 0.236 0.616
#> T24_CT_F08 1 0.7583 0.30706 0.560 0.120 0.020 0.120 0.180
#> T24_CT_F09 2 0.1710 0.79138 0.040 0.940 0.016 0.000 0.004
#> T24_CT_F10 2 0.5345 0.50697 0.196 0.668 0.136 0.000 0.000
#> T24_CT_F11 1 0.7045 0.30126 0.492 0.248 0.232 0.000 0.028
#> T24_CT_F12 2 0.2800 0.79953 0.040 0.892 0.052 0.000 0.016
#> T24_CT_G01 2 0.2283 0.79894 0.040 0.916 0.036 0.000 0.008
#> T24_CT_G02 1 0.4989 0.48796 0.732 0.132 0.004 0.004 0.128
#> T24_CT_G03 1 0.5387 0.43736 0.704 0.112 0.000 0.020 0.164
#> T24_CT_G04 2 0.5253 0.51200 0.200 0.676 0.124 0.000 0.000
#> T24_CT_G05 2 0.7974 0.14809 0.100 0.540 0.128 0.048 0.184
#> T24_CT_G06 1 0.6605 0.50234 0.624 0.192 0.108 0.004 0.072
#> T24_CT_G08 1 0.5077 0.44304 0.724 0.108 0.000 0.012 0.156
#> T24_CT_G10 2 0.2355 0.79764 0.024 0.916 0.036 0.000 0.024
#> T24_CT_G11 1 0.7318 0.30284 0.584 0.108 0.016 0.120 0.172
#> T24_CT_G12 1 0.6591 0.54252 0.548 0.304 0.108 0.000 0.040
#> T24_CT_H01 1 0.3900 0.54060 0.808 0.144 0.016 0.000 0.032
#> T24_CT_H02 1 0.5126 0.50889 0.744 0.128 0.024 0.004 0.100
#> T24_CT_H03 2 0.4869 0.68949 0.044 0.784 0.092 0.012 0.068
#> T24_CT_H05 1 0.7804 0.35379 0.564 0.144 0.112 0.044 0.136
#> T24_CT_H07 1 0.6640 0.51791 0.548 0.296 0.116 0.000 0.040
#> T24_CT_H09 1 0.5687 0.44123 0.696 0.120 0.004 0.028 0.152
#> T24_CT_H12 1 0.6591 0.54252 0.548 0.304 0.108 0.000 0.040
#> T48_CT_A01 2 0.2853 0.78132 0.040 0.884 0.068 0.000 0.008
#> T48_CT_A02 2 0.3224 0.78444 0.044 0.864 0.080 0.000 0.012
#> T48_CT_A03 1 0.4866 0.49089 0.740 0.132 0.008 0.000 0.120
#> T48_CT_A04 2 0.2413 0.78491 0.016 0.916 0.036 0.004 0.028
#> T48_CT_A05 2 0.5322 0.58713 0.128 0.684 0.184 0.000 0.004
#> T48_CT_A06 1 0.4866 0.48982 0.740 0.132 0.008 0.000 0.120
#> T48_CT_A07 2 0.3967 0.74349 0.124 0.808 0.060 0.000 0.008
#> T48_CT_A08 2 0.3656 0.75654 0.056 0.832 0.104 0.000 0.008
#> T48_CT_A09 1 0.7052 0.32231 0.488 0.264 0.220 0.000 0.028
#> T48_CT_A10 2 0.2444 0.77799 0.028 0.912 0.036 0.000 0.024
#> T48_CT_A11 2 0.3323 0.78840 0.060 0.864 0.056 0.000 0.020
#> T48_CT_A12 1 0.8828 -0.16529 0.376 0.224 0.192 0.024 0.184
#> T48_CT_B01 2 0.4832 0.67944 0.056 0.792 0.064 0.016 0.072
#> T48_CT_B02 2 0.4935 0.66960 0.048 0.776 0.068 0.008 0.100
#> T48_CT_B03 1 0.4746 0.49123 0.744 0.132 0.004 0.000 0.120
#> T48_CT_B04 1 0.4878 0.48348 0.732 0.132 0.004 0.000 0.132
#> T48_CT_B06 2 0.2333 0.80004 0.040 0.916 0.016 0.000 0.028
#> T48_CT_B08 1 0.6190 0.52861 0.624 0.208 0.140 0.000 0.028
#> T48_CT_B10 2 0.3011 0.75724 0.032 0.884 0.036 0.000 0.048
#> T48_CT_B11 2 0.1701 0.79628 0.012 0.944 0.028 0.000 0.016
#> T48_CT_B12 3 0.7262 0.09263 0.204 0.364 0.400 0.000 0.032
#> T48_CT_C01 2 0.2124 0.79622 0.012 0.924 0.044 0.000 0.020
#> T48_CT_C02 4 0.0703 0.92872 0.000 0.000 0.000 0.976 0.024
#> T48_CT_C03 2 0.4014 0.75474 0.044 0.836 0.068 0.008 0.044
#> T48_CT_C04 1 0.4746 0.49123 0.744 0.132 0.004 0.000 0.120
#> T48_CT_C05 2 0.3561 0.77112 0.060 0.844 0.084 0.000 0.012
#> T48_CT_C06 2 0.4398 0.70766 0.100 0.780 0.112 0.000 0.008
#> T48_CT_C07 1 0.7242 0.13737 0.420 0.276 0.280 0.000 0.024
#> T48_CT_C09 2 0.3743 0.75031 0.076 0.824 0.096 0.000 0.004
#> T48_CT_C10 1 0.7028 0.32012 0.496 0.244 0.232 0.000 0.028
#> T48_CT_C11 2 0.2026 0.79628 0.012 0.928 0.044 0.000 0.016
#> T48_CT_D01 2 0.5950 0.57132 0.072 0.708 0.108 0.012 0.100
#> T48_CT_D02 3 0.8920 0.32997 0.156 0.232 0.380 0.036 0.196
#> T48_CT_D03 1 0.5830 0.51487 0.692 0.148 0.040 0.004 0.116
#> T48_CT_D04 2 0.2359 0.79500 0.044 0.912 0.036 0.000 0.008
#> T48_CT_D06 2 0.3301 0.77062 0.048 0.856 0.088 0.000 0.008
#> T48_CT_D07 2 0.2053 0.79801 0.012 0.932 0.028 0.004 0.024
#> T48_CT_D08 1 0.6814 0.51734 0.600 0.192 0.140 0.004 0.064
#> T48_CT_D09 2 0.7116 0.18249 0.080 0.572 0.224 0.008 0.116
#> T48_CT_D10 3 0.7972 -0.00871 0.084 0.164 0.504 0.028 0.220
#> T48_CT_D11 2 0.2551 0.78968 0.040 0.904 0.044 0.000 0.012
#> T48_CT_D12 1 0.5026 0.48968 0.736 0.132 0.016 0.000 0.116
#> T48_CT_E01 2 0.5379 0.53464 0.168 0.668 0.164 0.000 0.000
#> T48_CT_E02 1 0.7698 0.08984 0.408 0.272 0.260 0.000 0.060
#> T48_CT_E03 2 0.5541 0.48221 0.188 0.648 0.164 0.000 0.000
#> T48_CT_E04 2 0.7060 -0.21484 0.176 0.432 0.364 0.000 0.028
#> T48_CT_E05 2 0.1815 0.79161 0.016 0.940 0.024 0.000 0.020
#> T48_CT_E06 1 0.8093 -0.45029 0.404 0.000 0.136 0.180 0.280
#> T48_CT_E07 1 0.6282 0.51650 0.640 0.188 0.116 0.000 0.056
#> T48_CT_E08 2 0.2300 0.79777 0.024 0.920 0.040 0.004 0.012
#> T48_CT_E10 1 0.6443 0.53596 0.628 0.192 0.112 0.000 0.068
#> T48_CT_E11 1 0.7186 0.37581 0.508 0.240 0.204 0.000 0.048
#> T48_CT_E12 2 0.3727 0.75028 0.104 0.824 0.068 0.000 0.004
#> T48_CT_F01 2 0.2881 0.77373 0.020 0.896 0.040 0.008 0.036
#> T48_CT_F02 1 0.7340 0.21580 0.456 0.244 0.260 0.000 0.040
#> T48_CT_F03 1 0.9604 -0.40441 0.280 0.248 0.132 0.104 0.236
#> T48_CT_F05 2 0.5898 0.56553 0.064 0.720 0.112 0.024 0.080
#> T48_CT_F07 1 0.7411 0.48382 0.548 0.228 0.144 0.020 0.060
#> T48_CT_F09 2 0.1815 0.79520 0.024 0.940 0.020 0.000 0.016
#> T48_CT_F10 5 0.9411 0.49011 0.096 0.112 0.212 0.264 0.316
#> T48_CT_F11 1 0.6164 0.51301 0.648 0.192 0.108 0.000 0.052
#> T48_CT_G01 1 0.5146 0.51341 0.752 0.128 0.032 0.008 0.080
#> T48_CT_G02 2 0.3120 0.78115 0.052 0.872 0.064 0.000 0.012
#> T48_CT_G03 2 0.1815 0.79315 0.020 0.940 0.024 0.000 0.016
#> T48_CT_G07 2 0.3621 0.74435 0.040 0.856 0.056 0.004 0.044
#> T48_CT_G08 2 0.5017 0.63367 0.076 0.716 0.196 0.000 0.012
#> T48_CT_G09 2 0.6677 0.20504 0.140 0.528 0.304 0.000 0.028
#> T48_CT_G10 1 0.4436 0.51565 0.768 0.140 0.004 0.000 0.088
#> T48_CT_G11 1 0.6998 0.29820 0.488 0.264 0.224 0.000 0.024
#> T48_CT_G12 2 0.3091 0.75625 0.032 0.880 0.044 0.000 0.044
#> T48_CT_H01 2 0.8016 0.18194 0.092 0.556 0.144 0.080 0.128
#> T48_CT_H02 2 0.5966 0.44673 0.176 0.620 0.196 0.000 0.008
#> T48_CT_H04 4 0.0703 0.92872 0.000 0.000 0.000 0.976 0.024
#> T48_CT_H05 2 0.5146 0.61923 0.064 0.760 0.080 0.004 0.092
#> T48_CT_H06 2 0.2853 0.77570 0.028 0.892 0.044 0.000 0.036
#> T48_CT_H07 3 0.7099 -0.30842 0.060 0.068 0.504 0.020 0.348
#> T48_CT_H08 2 0.2846 0.78344 0.048 0.888 0.052 0.000 0.012
#> T48_CT_H11 1 0.7737 0.11403 0.396 0.280 0.272 0.004 0.048
#> T48_CT_H12 2 0.4229 0.76042 0.048 0.820 0.088 0.008 0.036
#> T72_CT_A01 2 0.2846 0.78219 0.052 0.888 0.048 0.000 0.012
#> T72_CT_A05 2 0.3184 0.78252 0.068 0.868 0.052 0.000 0.012
#> T72_CT_A08 1 0.6766 0.46780 0.560 0.220 0.184 0.000 0.036
#> T72_CT_A09 2 0.3911 0.74923 0.084 0.812 0.100 0.000 0.004
#> T72_CT_A11 2 0.2664 0.78632 0.040 0.892 0.064 0.000 0.004
#> T72_CT_B01 2 0.2945 0.78917 0.044 0.884 0.056 0.000 0.016
#> T72_CT_B02 1 0.6573 0.51736 0.604 0.212 0.128 0.000 0.056
#> T72_CT_B03 1 0.6533 0.44542 0.460 0.404 0.116 0.000 0.020
#> T72_CT_B04 1 0.5202 0.48924 0.728 0.136 0.024 0.000 0.112
#> T72_CT_B05 2 0.5070 0.61356 0.160 0.712 0.124 0.000 0.004
#> T72_CT_B06 1 0.5159 0.48484 0.732 0.132 0.024 0.000 0.112
#> T72_CT_B08 2 0.3787 0.74811 0.120 0.820 0.052 0.000 0.008
#> T72_CT_B09 4 0.2751 0.77414 0.052 0.000 0.004 0.888 0.056
#> T72_CT_B11 1 0.7106 0.25930 0.400 0.340 0.244 0.000 0.016
#> T72_CT_B12 2 0.2774 0.78415 0.048 0.892 0.048 0.000 0.012
#> T72_CT_C04 2 0.2734 0.78900 0.048 0.892 0.052 0.000 0.008
#> T72_CT_C06 1 0.7056 0.30583 0.432 0.308 0.244 0.000 0.016
#> T72_CT_C07 2 0.3120 0.78439 0.064 0.872 0.052 0.000 0.012
#> T72_CT_C09 2 0.7093 -0.23166 0.304 0.392 0.292 0.000 0.012
#> T72_CT_C11 2 0.3512 0.76663 0.088 0.840 0.068 0.000 0.004
#> T72_CT_D01 2 0.3573 0.77383 0.072 0.844 0.072 0.000 0.012
#> T72_CT_D03 2 0.5641 0.22504 0.312 0.596 0.088 0.000 0.004
#> T72_CT_D04 2 0.3164 0.78216 0.040 0.872 0.068 0.000 0.020
#> T72_CT_D05 1 0.7041 0.37406 0.488 0.272 0.212 0.000 0.028
#> T72_CT_D07 1 0.7173 0.31901 0.440 0.292 0.244 0.000 0.024
#> T72_CT_D10 2 0.5413 0.52221 0.172 0.664 0.164 0.000 0.000
#> T72_CT_D11 1 0.6364 0.50359 0.612 0.212 0.140 0.000 0.036
#> T72_CT_E04 1 0.7201 0.33945 0.444 0.300 0.228 0.000 0.028
#> T72_CT_E05 2 0.2917 0.79214 0.040 0.888 0.048 0.000 0.024
#> T72_CT_E07 2 0.3577 0.76169 0.084 0.836 0.076 0.000 0.004
#> T72_CT_F01 2 0.2047 0.79611 0.020 0.928 0.040 0.000 0.012
#> T72_CT_F05 2 0.2765 0.79841 0.044 0.896 0.036 0.000 0.024
#> T72_CT_F07 1 0.7011 0.32272 0.444 0.308 0.232 0.000 0.016
#> T72_CT_F10 2 0.2949 0.78340 0.052 0.884 0.048 0.000 0.016
#> T72_CT_F11 2 0.3512 0.76663 0.088 0.840 0.068 0.000 0.004
#> T72_CT_G03 1 0.6282 0.51650 0.640 0.188 0.116 0.000 0.056
#> T72_CT_G04 1 0.6569 0.50903 0.608 0.200 0.136 0.000 0.056
#> T72_CT_G06 2 0.1967 0.79330 0.036 0.932 0.020 0.000 0.012
#> T72_CT_G08 2 0.4872 0.46060 0.248 0.692 0.056 0.000 0.004
#> T72_CT_G10 2 0.2228 0.79484 0.020 0.920 0.044 0.000 0.016
#> T72_CT_G11 1 0.8403 0.13858 0.420 0.264 0.204 0.032 0.080
#> T72_CT_H01 2 0.2945 0.78917 0.044 0.884 0.056 0.000 0.016
#> T72_CT_H03 2 0.2649 0.79189 0.036 0.900 0.048 0.000 0.016
#> T72_CT_H05 2 0.3229 0.78318 0.088 0.860 0.044 0.000 0.008
#> T72_CT_H08 2 0.3727 0.75503 0.104 0.824 0.068 0.000 0.004
#> T72_CT_H09 2 0.5008 0.36188 0.300 0.644 0.056 0.000 0.000
#> T72_CT_H10 1 0.7033 0.23106 0.444 0.292 0.248 0.000 0.016
#> T72_CT_H11 1 0.7402 0.12393 0.408 0.280 0.284 0.004 0.024
#> T72_CT_H12 2 0.2818 0.79144 0.036 0.892 0.052 0.000 0.020
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 2 0.5171 0.34776 0.312 0.600 NA 0.004 0.076 0.000
#> T0_CT_A03 1 0.4675 0.44786 0.592 0.360 NA 0.000 0.044 0.000
#> T0_CT_A05 1 0.4675 0.44786 0.592 0.360 NA 0.000 0.044 0.000
#> T0_CT_A06 1 0.4723 0.46924 0.628 0.320 NA 0.004 0.040 0.000
#> T0_CT_A07 1 0.3987 0.46699 0.768 0.168 NA 0.016 0.048 0.000
#> T0_CT_A08 1 0.5933 0.31891 0.620 0.124 NA 0.060 0.192 0.000
#> T0_CT_A10 1 0.4613 0.47417 0.644 0.308 NA 0.004 0.036 0.000
#> T0_CT_A11 6 0.0632 0.93038 0.000 0.000 NA 0.000 0.000 0.976
#> T0_CT_B01 1 0.5140 0.44391 0.580 0.352 NA 0.008 0.048 0.000
#> T0_CT_B03 2 0.3130 0.73745 0.144 0.824 NA 0.000 0.004 0.000
#> T0_CT_B05 1 0.5103 0.42644 0.556 0.384 NA 0.008 0.040 0.000
#> T0_CT_B07 1 0.5045 0.45755 0.596 0.332 NA 0.004 0.060 0.000
#> T0_CT_B08 2 0.3304 0.70624 0.168 0.804 NA 0.000 0.008 0.000
#> T0_CT_B09 1 0.4270 0.47582 0.652 0.316 NA 0.000 0.028 0.000
#> T0_CT_C02 2 0.3130 0.73452 0.144 0.824 NA 0.000 0.004 0.000
#> T0_CT_C03 1 0.5582 0.42104 0.540 0.356 NA 0.008 0.084 0.000
#> T0_CT_C05 2 0.1908 0.78044 0.056 0.916 NA 0.000 0.000 0.000
#> T0_CT_C06 1 0.5245 0.41715 0.552 0.372 NA 0.004 0.060 0.000
#> T0_CT_C07 1 0.4660 0.46986 0.632 0.320 NA 0.004 0.036 0.000
#> T0_CT_C08 1 0.4721 0.44846 0.592 0.356 NA 0.000 0.048 0.000
#> T0_CT_C09 6 0.0632 0.93038 0.000 0.000 NA 0.000 0.000 0.976
#> T0_CT_C11 2 0.2270 0.77142 0.020 0.900 NA 0.004 0.004 0.000
#> T0_CT_C12 1 0.4286 0.47443 0.648 0.320 NA 0.000 0.028 0.000
#> T0_CT_D01 2 0.4884 0.16312 0.380 0.564 NA 0.000 0.048 0.000
#> T0_CT_D02 1 0.4675 0.46860 0.628 0.324 NA 0.004 0.036 0.000
#> T0_CT_D03 1 0.4748 0.31457 0.516 0.444 NA 0.000 0.032 0.000
#> T0_CT_D05 1 0.5108 0.36996 0.532 0.400 NA 0.004 0.060 0.000
#> T0_CT_D06 2 0.2988 0.73499 0.144 0.828 NA 0.000 0.000 0.000
#> T0_CT_D07 1 0.4866 0.44064 0.584 0.360 NA 0.004 0.048 0.000
#> T0_CT_D08 2 0.3025 0.72610 0.156 0.820 NA 0.000 0.000 0.000
#> T0_CT_D09 2 0.3026 0.78538 0.092 0.856 NA 0.000 0.024 0.000
#> T0_CT_D11 2 0.1908 0.78044 0.056 0.916 NA 0.000 0.000 0.000
#> T0_CT_D12 1 0.4317 0.47146 0.640 0.328 NA 0.000 0.028 0.000
#> T0_CT_E01 1 0.4743 0.41746 0.564 0.388 NA 0.000 0.044 0.000
#> T0_CT_E03 1 0.4568 0.46415 0.612 0.344 NA 0.000 0.040 0.000
#> T0_CT_E04 2 0.2487 0.77008 0.092 0.876 NA 0.000 0.000 0.000
#> T0_CT_E05 4 0.7525 0.64945 0.036 0.040 NA 0.552 0.152 0.112
#> T0_CT_E06 1 0.4629 0.47290 0.640 0.312 NA 0.004 0.036 0.000
#> T0_CT_E07 1 0.4527 0.47216 0.640 0.320 NA 0.004 0.028 0.000
#> T0_CT_E08 2 0.3748 0.62379 0.224 0.748 NA 0.000 0.012 0.000
#> T0_CT_E09 2 0.4822 0.10594 0.400 0.548 NA 0.000 0.048 0.000
#> T0_CT_E10 6 0.0632 0.93038 0.000 0.000 NA 0.000 0.000 0.976
#> T0_CT_E11 1 0.4629 0.47290 0.640 0.312 NA 0.004 0.036 0.000
#> T0_CT_E12 1 0.4629 0.47290 0.640 0.312 NA 0.004 0.036 0.000
#> T0_CT_F01 1 0.4743 0.41746 0.564 0.388 NA 0.000 0.044 0.000
#> T0_CT_F02 1 0.4629 0.47290 0.640 0.312 NA 0.004 0.036 0.000
#> T0_CT_F03 1 0.4675 0.44786 0.592 0.360 NA 0.000 0.044 0.000
#> T0_CT_F04 1 0.4439 0.47355 0.648 0.316 NA 0.004 0.024 0.000
#> T0_CT_F05 2 0.2605 0.76248 0.108 0.864 NA 0.000 0.000 0.000
#> T0_CT_F06 1 0.4700 0.22667 0.488 0.476 NA 0.000 0.028 0.000
#> T0_CT_F07 1 0.5268 0.40437 0.540 0.380 NA 0.004 0.068 0.000
#> T0_CT_F09 2 0.1845 0.78200 0.052 0.920 NA 0.000 0.000 0.000
#> T0_CT_F11 1 0.4629 0.47290 0.640 0.312 NA 0.004 0.036 0.000
#> T0_CT_F12 1 0.4547 0.47470 0.648 0.308 NA 0.004 0.032 0.000
#> T0_CT_G01 1 0.4675 0.44786 0.592 0.360 NA 0.000 0.044 0.000
#> T0_CT_G02 1 0.5288 0.45322 0.592 0.316 NA 0.008 0.076 0.000
#> T0_CT_G03 1 0.4660 0.46906 0.632 0.320 NA 0.004 0.036 0.000
#> T0_CT_G04 2 0.3168 0.73282 0.148 0.820 NA 0.000 0.004 0.000
#> T0_CT_G07 2 0.3130 0.73452 0.144 0.824 NA 0.000 0.004 0.000
#> T0_CT_G08 2 0.3027 0.73057 0.148 0.824 NA 0.000 0.000 0.000
#> T0_CT_G09 1 0.6341 -0.25308 0.396 0.188 NA 0.016 0.396 0.000
#> T0_CT_G11 1 0.5331 0.44614 0.580 0.320 NA 0.008 0.088 0.000
#> T0_CT_H01 1 0.5535 0.38784 0.524 0.376 NA 0.008 0.084 0.000
#> T0_CT_H02 2 0.2633 0.76637 0.112 0.864 NA 0.000 0.004 0.000
#> T0_CT_H04 1 0.4571 0.46991 0.632 0.324 NA 0.004 0.036 0.000
#> T0_CT_H05 1 0.5101 0.41916 0.560 0.364 NA 0.000 0.068 0.000
#> T0_CT_H08 1 0.5221 0.40761 0.544 0.380 NA 0.004 0.064 0.000
#> T0_CT_H09 1 0.5227 0.42523 0.560 0.364 NA 0.004 0.060 0.000
#> T0_CT_H12 1 0.4708 0.47085 0.632 0.316 NA 0.004 0.040 0.000
#> T24_CT_A01 1 0.3977 0.44324 0.792 0.100 NA 0.084 0.024 0.000
#> T24_CT_A03 2 0.3716 0.77848 0.052 0.824 NA 0.008 0.088 0.000
#> T24_CT_A04 2 0.1901 0.78163 0.028 0.924 NA 0.000 0.008 0.000
#> T24_CT_A05 1 0.7286 0.22037 0.552 0.088 NA 0.204 0.036 0.092
#> T24_CT_A07 2 0.2588 0.78191 0.040 0.888 NA 0.004 0.008 0.000
#> T24_CT_A08 1 0.4552 0.42063 0.736 0.108 NA 0.136 0.020 0.000
#> T24_CT_A09 1 0.4896 0.37690 0.700 0.080 NA 0.196 0.012 0.012
#> T24_CT_A10 1 0.6684 -0.11744 0.460 0.168 NA 0.044 0.320 0.000
#> T24_CT_B01 1 0.6100 0.28514 0.604 0.120 NA 0.060 0.208 0.008
#> T24_CT_B02 1 0.6301 0.34153 0.624 0.092 NA 0.196 0.036 0.044
#> T24_CT_B03 2 0.4907 0.68012 0.108 0.716 NA 0.008 0.148 0.000
#> T24_CT_B05 2 0.2570 0.78970 0.024 0.888 NA 0.000 0.024 0.000
#> T24_CT_B06 2 0.2027 0.79675 0.016 0.920 NA 0.000 0.032 0.000
#> T24_CT_B07 1 0.4622 0.39887 0.724 0.092 NA 0.168 0.012 0.004
#> T24_CT_B08 2 0.4811 0.66877 0.064 0.744 NA 0.048 0.012 0.000
#> T24_CT_B09 1 0.4572 0.39965 0.724 0.092 NA 0.168 0.016 0.000
#> T24_CT_B11 1 0.3228 0.44934 0.844 0.096 NA 0.032 0.028 0.000
#> T24_CT_C01 1 0.5559 0.35241 0.664 0.080 NA 0.200 0.028 0.028
#> T24_CT_C02 2 0.7644 0.04301 0.060 0.452 NA 0.196 0.020 0.028
#> T24_CT_C03 4 0.7695 0.51646 0.124 0.052 NA 0.532 0.048 0.180
#> T24_CT_C05 2 0.6033 0.55585 0.052 0.668 NA 0.084 0.012 0.032
#> T24_CT_C07 2 0.3488 0.78681 0.032 0.832 NA 0.000 0.052 0.000
#> T24_CT_C08 2 0.1577 0.79165 0.016 0.940 NA 0.000 0.008 0.000
#> T24_CT_C09 2 0.8715 -0.46927 0.056 0.276 NA 0.260 0.028 0.108
#> T24_CT_C10 1 0.6240 0.22635 0.556 0.160 NA 0.056 0.228 0.000
#> T24_CT_C11 2 0.7324 -0.27350 0.396 0.400 NA 0.064 0.084 0.016
#> T24_CT_C12 2 0.3777 0.77632 0.056 0.820 NA 0.008 0.088 0.000
#> T24_CT_D01 2 0.2969 0.77838 0.032 0.860 NA 0.000 0.020 0.000
#> T24_CT_D02 2 0.2188 0.80062 0.032 0.912 NA 0.000 0.036 0.000
#> T24_CT_D03 2 0.1909 0.78269 0.024 0.920 NA 0.000 0.004 0.000
#> T24_CT_D04 1 0.5763 0.36675 0.640 0.112 NA 0.080 0.168 0.000
#> T24_CT_D05 2 0.6331 -0.06976 0.348 0.456 NA 0.012 0.172 0.000
#> T24_CT_D06 1 0.3996 0.42700 0.784 0.088 NA 0.112 0.016 0.000
#> T24_CT_D07 2 0.5280 0.51245 0.220 0.660 NA 0.016 0.092 0.000
#> T24_CT_D08 2 0.2296 0.78321 0.024 0.900 NA 0.004 0.004 0.000
#> T24_CT_D09 2 0.1737 0.79412 0.040 0.932 NA 0.000 0.008 0.000
#> T24_CT_D10 2 0.1989 0.79217 0.052 0.916 NA 0.000 0.004 0.000
#> T24_CT_D11 2 0.2307 0.79824 0.032 0.904 NA 0.000 0.016 0.000
#> T24_CT_E01 1 0.6257 -0.26022 0.416 0.168 NA 0.024 0.392 0.000
#> T24_CT_E02 1 0.7197 0.04848 0.460 0.068 NA 0.332 0.100 0.028
#> T24_CT_E04 2 0.2463 0.79391 0.020 0.892 NA 0.000 0.020 0.000
#> T24_CT_E05 1 0.5075 0.36593 0.696 0.076 NA 0.192 0.020 0.016
#> T24_CT_E07 2 0.5599 0.54069 0.156 0.636 NA 0.008 0.180 0.000
#> T24_CT_E09 1 0.5407 0.37468 0.668 0.092 NA 0.204 0.020 0.008
#> T24_CT_E11 1 0.6019 0.34002 0.608 0.112 NA 0.088 0.192 0.000
#> T24_CT_E12 2 0.2846 0.78065 0.028 0.872 NA 0.004 0.016 0.000
#> T24_CT_F01 2 0.2994 0.77751 0.028 0.856 NA 0.000 0.020 0.000
#> T24_CT_F02 2 0.1562 0.78793 0.024 0.940 NA 0.004 0.000 0.000
#> T24_CT_F03 1 0.6432 -0.24299 0.408 0.148 NA 0.044 0.400 0.000
#> T24_CT_F04 4 0.6369 0.65355 0.012 0.008 NA 0.612 0.080 0.184
#> T24_CT_F05 1 0.6259 -0.27333 0.412 0.156 NA 0.028 0.404 0.000
#> T24_CT_F07 4 0.6017 0.65239 0.008 0.004 NA 0.628 0.088 0.200
#> T24_CT_F08 1 0.6716 0.26633 0.564 0.088 NA 0.216 0.028 0.104
#> T24_CT_F09 2 0.2022 0.79318 0.052 0.916 NA 0.000 0.008 0.000
#> T24_CT_F10 2 0.5664 0.48514 0.192 0.612 NA 0.008 0.176 0.000
#> T24_CT_F11 1 0.6153 -0.24744 0.416 0.160 NA 0.020 0.404 0.000
#> T24_CT_F12 2 0.2769 0.79894 0.032 0.880 NA 0.000 0.052 0.000
#> T24_CT_G01 2 0.2195 0.79710 0.036 0.912 NA 0.000 0.024 0.000
#> T24_CT_G02 1 0.4516 0.40196 0.724 0.092 NA 0.172 0.012 0.000
#> T24_CT_G03 1 0.4868 0.36575 0.684 0.080 NA 0.220 0.008 0.008
#> T24_CT_G04 2 0.5577 0.49815 0.192 0.624 NA 0.008 0.164 0.000
#> T24_CT_G05 2 0.7457 0.25325 0.068 0.512 NA 0.140 0.028 0.028
#> T24_CT_G06 1 0.6316 0.31567 0.592 0.128 NA 0.100 0.176 0.004
#> T24_CT_G08 1 0.4494 0.36451 0.696 0.076 NA 0.224 0.004 0.000
#> T24_CT_G10 2 0.2116 0.79687 0.024 0.916 NA 0.000 0.024 0.000
#> T24_CT_G11 1 0.6421 0.26886 0.588 0.076 NA 0.212 0.020 0.104
#> T24_CT_G12 1 0.6480 0.36783 0.532 0.260 NA 0.052 0.148 0.000
#> T24_CT_H01 1 0.3228 0.44975 0.844 0.096 NA 0.032 0.028 0.000
#> T24_CT_H02 1 0.4813 0.40600 0.732 0.080 NA 0.128 0.060 0.000
#> T24_CT_H03 2 0.4513 0.70204 0.044 0.756 NA 0.016 0.020 0.004
#> T24_CT_H05 1 0.7569 0.18253 0.520 0.096 NA 0.132 0.192 0.040
#> T24_CT_H07 1 0.6472 0.32595 0.512 0.244 NA 0.040 0.200 0.000
#> T24_CT_H09 1 0.5187 0.36802 0.680 0.088 NA 0.200 0.012 0.020
#> T24_CT_H12 1 0.6480 0.36783 0.532 0.260 NA 0.052 0.148 0.000
#> T48_CT_A01 2 0.3286 0.76994 0.036 0.832 NA 0.000 0.116 0.000
#> T48_CT_A02 2 0.3394 0.77771 0.040 0.836 NA 0.000 0.092 0.000
#> T48_CT_A03 1 0.4451 0.40597 0.732 0.092 NA 0.164 0.012 0.000
#> T48_CT_A04 2 0.1851 0.78412 0.012 0.924 NA 0.004 0.004 0.000
#> T48_CT_A05 2 0.5693 0.52235 0.108 0.616 NA 0.008 0.240 0.000
#> T48_CT_A06 1 0.4484 0.40379 0.728 0.092 NA 0.168 0.012 0.000
#> T48_CT_A07 2 0.4090 0.74926 0.124 0.784 NA 0.004 0.068 0.000
#> T48_CT_A08 2 0.3993 0.73630 0.040 0.780 NA 0.000 0.148 0.000
#> T48_CT_A09 1 0.6292 -0.21031 0.420 0.176 NA 0.024 0.380 0.000
#> T48_CT_A10 2 0.2450 0.77568 0.032 0.892 NA 0.004 0.004 0.000
#> T48_CT_A11 2 0.3409 0.78759 0.060 0.840 NA 0.000 0.064 0.000
#> T48_CT_A12 5 0.8318 0.32488 0.304 0.140 NA 0.176 0.328 0.012
#> T48_CT_B01 2 0.4442 0.69326 0.048 0.780 NA 0.032 0.008 0.012
#> T48_CT_B02 2 0.4810 0.67873 0.040 0.756 NA 0.052 0.016 0.008
#> T48_CT_B03 1 0.4417 0.40543 0.736 0.092 NA 0.160 0.012 0.000
#> T48_CT_B04 1 0.4548 0.39586 0.720 0.092 NA 0.176 0.012 0.000
#> T48_CT_B06 2 0.2471 0.80030 0.044 0.900 NA 0.004 0.020 0.000
#> T48_CT_B08 1 0.5603 0.29404 0.608 0.124 NA 0.028 0.240 0.000
#> T48_CT_B10 2 0.2807 0.76200 0.028 0.868 NA 0.016 0.000 0.000
#> T48_CT_B11 2 0.2183 0.79685 0.020 0.912 NA 0.000 0.028 0.000
#> T48_CT_B12 5 0.6477 0.44333 0.128 0.272 NA 0.008 0.532 0.000
#> T48_CT_C01 2 0.2383 0.79698 0.020 0.900 NA 0.000 0.028 0.000
#> T48_CT_C02 6 0.0632 0.92354 0.000 0.000 NA 0.024 0.000 0.976
#> T48_CT_C03 2 0.4182 0.75654 0.048 0.800 NA 0.012 0.036 0.004
#> T48_CT_C04 1 0.4355 0.40529 0.736 0.092 NA 0.164 0.008 0.000
#> T48_CT_C05 2 0.3854 0.76452 0.052 0.804 NA 0.004 0.116 0.000
#> T48_CT_C06 2 0.4532 0.70410 0.084 0.748 NA 0.004 0.140 0.000
#> T48_CT_C07 5 0.6241 0.35647 0.356 0.188 NA 0.004 0.440 0.000
#> T48_CT_C09 2 0.4000 0.73337 0.072 0.780 NA 0.000 0.132 0.000
#> T48_CT_C10 1 0.6186 -0.18473 0.448 0.176 NA 0.012 0.360 0.000
#> T48_CT_C11 2 0.2714 0.79233 0.020 0.880 NA 0.000 0.064 0.000
#> T48_CT_D01 2 0.6059 0.56853 0.060 0.656 NA 0.036 0.080 0.004
#> T48_CT_D02 5 0.7962 0.00242 0.096 0.116 NA 0.108 0.512 0.024
#> T48_CT_D03 1 0.5438 0.39766 0.684 0.088 NA 0.148 0.076 0.000
#> T48_CT_D04 2 0.2776 0.79375 0.040 0.884 NA 0.004 0.044 0.000
#> T48_CT_D06 2 0.3641 0.75961 0.040 0.812 NA 0.000 0.120 0.000
#> T48_CT_D07 2 0.2257 0.79667 0.020 0.904 NA 0.000 0.016 0.000
#> T48_CT_D08 1 0.6315 0.29894 0.580 0.120 NA 0.056 0.232 0.008
#> T48_CT_D09 2 0.7472 0.19219 0.048 0.496 NA 0.064 0.168 0.008
#> T48_CT_D10 5 0.6788 -0.45029 0.028 0.044 NA 0.104 0.512 0.008
#> T48_CT_D11 2 0.2954 0.78576 0.044 0.868 NA 0.000 0.060 0.000
#> T48_CT_D12 1 0.5114 0.39733 0.696 0.092 NA 0.172 0.036 0.000
#> T48_CT_E01 2 0.5733 0.48413 0.160 0.608 NA 0.008 0.208 0.000
#> T48_CT_E02 5 0.7028 0.39333 0.320 0.176 NA 0.044 0.436 0.000
#> T48_CT_E03 2 0.5825 0.43966 0.172 0.584 NA 0.008 0.224 0.000
#> T48_CT_E04 5 0.6869 0.35635 0.124 0.340 NA 0.020 0.456 0.000
#> T48_CT_E05 2 0.1750 0.79042 0.016 0.932 NA 0.000 0.012 0.000
#> T48_CT_E06 1 0.8027 -0.52055 0.328 0.000 NA 0.296 0.032 0.148
#> T48_CT_E07 1 0.5880 0.31959 0.624 0.124 NA 0.056 0.192 0.000
#> T48_CT_E08 2 0.2239 0.79723 0.024 0.908 NA 0.000 0.020 0.000
#> T48_CT_E10 1 0.5895 0.33572 0.624 0.112 NA 0.084 0.180 0.000
#> T48_CT_E11 1 0.6702 -0.03527 0.464 0.176 NA 0.044 0.308 0.000
#> T48_CT_E12 2 0.3817 0.75701 0.092 0.804 NA 0.004 0.088 0.000
#> T48_CT_F01 2 0.2405 0.77832 0.016 0.892 NA 0.004 0.000 0.008
#> T48_CT_F02 5 0.6633 0.27289 0.384 0.156 NA 0.028 0.416 0.000
#> T48_CT_F03 1 0.9668 -0.33028 0.232 0.204 NA 0.228 0.132 0.092
#> T48_CT_F05 2 0.5709 0.57324 0.056 0.672 NA 0.032 0.040 0.008
#> T48_CT_F07 1 0.6622 0.19223 0.528 0.144 NA 0.052 0.260 0.016
#> T48_CT_F09 2 0.2095 0.79645 0.028 0.916 NA 0.000 0.016 0.000
#> T48_CT_F10 5 0.8537 -0.72068 0.028 0.020 NA 0.268 0.284 0.224
#> T48_CT_F11 1 0.5796 0.33443 0.636 0.136 NA 0.072 0.156 0.000
#> T48_CT_G01 1 0.5014 0.40104 0.728 0.076 NA 0.104 0.088 0.004
#> T48_CT_G02 2 0.3394 0.77594 0.040 0.836 NA 0.000 0.092 0.000
#> T48_CT_G03 2 0.1991 0.79253 0.024 0.920 NA 0.000 0.012 0.000
#> T48_CT_G07 2 0.3540 0.75727 0.040 0.848 NA 0.020 0.024 0.004
#> T48_CT_G08 2 0.5300 0.56980 0.060 0.652 NA 0.004 0.240 0.000
#> T48_CT_G09 2 0.6858 0.01384 0.108 0.448 NA 0.020 0.356 0.000
#> T48_CT_G10 1 0.4208 0.42829 0.772 0.092 NA 0.112 0.024 0.000
#> T48_CT_G11 1 0.6566 -0.24389 0.416 0.184 NA 0.032 0.364 0.000
#> T48_CT_G12 2 0.2611 0.76691 0.028 0.880 NA 0.012 0.000 0.000
#> T48_CT_H01 2 0.7341 0.27108 0.064 0.524 NA 0.064 0.028 0.064
#> T48_CT_H02 2 0.6186 0.36023 0.156 0.548 NA 0.008 0.260 0.000
#> T48_CT_H04 6 0.0632 0.92354 0.000 0.000 NA 0.024 0.000 0.976
#> T48_CT_H05 2 0.4835 0.63358 0.044 0.728 NA 0.040 0.016 0.000
#> T48_CT_H06 2 0.2699 0.77914 0.028 0.884 NA 0.008 0.012 0.000
#> T48_CT_H07 5 0.6855 -0.58091 0.012 0.024 NA 0.276 0.380 0.000
#> T48_CT_H08 2 0.3178 0.77672 0.044 0.848 NA 0.000 0.088 0.000
#> T48_CT_H11 5 0.6796 0.37957 0.316 0.192 NA 0.032 0.444 0.000
#> T48_CT_H12 2 0.4267 0.75257 0.044 0.780 NA 0.004 0.056 0.000
#> T72_CT_A01 2 0.3221 0.77814 0.048 0.848 NA 0.000 0.080 0.000
#> T72_CT_A05 2 0.3534 0.77929 0.060 0.828 NA 0.000 0.084 0.000
#> T72_CT_A08 1 0.6076 0.10767 0.508 0.124 NA 0.036 0.332 0.000
#> T72_CT_A09 2 0.4168 0.72790 0.076 0.764 NA 0.000 0.144 0.000
#> T72_CT_A11 2 0.3101 0.78043 0.032 0.852 NA 0.000 0.092 0.000
#> T72_CT_B01 2 0.3149 0.78344 0.036 0.852 NA 0.000 0.084 0.000
#> T72_CT_B02 1 0.6071 0.27396 0.592 0.124 NA 0.056 0.224 0.000
#> T72_CT_B03 1 0.6499 0.27419 0.468 0.320 NA 0.028 0.176 0.000
#> T72_CT_B04 1 0.5279 0.39883 0.696 0.092 NA 0.156 0.048 0.000
#> T72_CT_B05 2 0.5312 0.60846 0.152 0.664 NA 0.004 0.160 0.000
#> T72_CT_B06 1 0.5327 0.39797 0.696 0.092 NA 0.148 0.056 0.000
#> T72_CT_B08 2 0.4018 0.75551 0.120 0.788 NA 0.004 0.072 0.000
#> T72_CT_B09 6 0.2468 0.77484 0.048 0.000 NA 0.060 0.000 0.888
#> T72_CT_B11 1 0.6487 -0.23580 0.360 0.264 NA 0.012 0.360 0.000
#> T72_CT_B12 2 0.3059 0.77817 0.040 0.856 NA 0.000 0.084 0.000
#> T72_CT_C04 2 0.3308 0.78477 0.044 0.844 NA 0.000 0.080 0.000
#> T72_CT_C06 1 0.6413 -0.20922 0.392 0.232 NA 0.012 0.360 0.000
#> T72_CT_C07 2 0.3475 0.78027 0.056 0.832 NA 0.000 0.084 0.000
#> T72_CT_C09 5 0.6690 0.32351 0.236 0.308 NA 0.012 0.424 0.000
#> T72_CT_C11 2 0.3800 0.75449 0.076 0.800 NA 0.000 0.108 0.000
#> T72_CT_D01 2 0.3858 0.76139 0.068 0.800 NA 0.000 0.108 0.000
#> T72_CT_D03 2 0.5707 0.24869 0.312 0.544 NA 0.004 0.132 0.000
#> T72_CT_D04 2 0.3434 0.77622 0.040 0.836 NA 0.000 0.084 0.000
#> T72_CT_D05 1 0.6355 -0.08282 0.456 0.188 NA 0.020 0.332 0.000
#> T72_CT_D07 1 0.6391 -0.19194 0.404 0.220 NA 0.020 0.356 0.000
#> T72_CT_D10 2 0.5701 0.47923 0.164 0.604 NA 0.008 0.212 0.000
#> T72_CT_D11 1 0.5904 0.23620 0.580 0.132 NA 0.040 0.248 0.000
#> T72_CT_E04 1 0.6586 -0.15753 0.412 0.228 NA 0.024 0.332 0.000
#> T72_CT_E05 2 0.3023 0.78757 0.036 0.864 NA 0.000 0.064 0.000
#> T72_CT_E07 2 0.3701 0.76710 0.072 0.816 NA 0.004 0.092 0.000
#> T72_CT_F01 2 0.2428 0.79064 0.020 0.896 NA 0.000 0.060 0.000
#> T72_CT_F05 2 0.2685 0.79846 0.040 0.884 NA 0.000 0.024 0.000
#> T72_CT_F07 1 0.6480 -0.19842 0.400 0.232 NA 0.016 0.348 0.000
#> T72_CT_F10 2 0.3156 0.77831 0.044 0.852 NA 0.000 0.080 0.000
#> T72_CT_F11 2 0.3800 0.75449 0.076 0.800 NA 0.000 0.108 0.000
#> T72_CT_G03 1 0.5933 0.31891 0.620 0.124 NA 0.060 0.192 0.000
#> T72_CT_G04 1 0.6142 0.27161 0.576 0.120 NA 0.072 0.232 0.000
#> T72_CT_G06 2 0.1857 0.79222 0.044 0.924 NA 0.000 0.004 0.000
#> T72_CT_G08 2 0.4823 0.47525 0.256 0.664 NA 0.008 0.068 0.000
#> T72_CT_G10 2 0.2403 0.79279 0.020 0.900 NA 0.000 0.040 0.000
#> T72_CT_G11 1 0.8053 -0.28797 0.368 0.192 NA 0.076 0.308 0.032
#> T72_CT_H01 2 0.3149 0.78344 0.036 0.852 NA 0.000 0.084 0.000
#> T72_CT_H03 2 0.2819 0.78744 0.032 0.876 NA 0.000 0.060 0.000
#> T72_CT_H05 2 0.3515 0.78413 0.084 0.828 NA 0.000 0.064 0.000
#> T72_CT_H08 2 0.3855 0.75890 0.096 0.804 NA 0.004 0.080 0.000
#> T72_CT_H09 2 0.5270 0.40117 0.292 0.604 NA 0.004 0.092 0.000
#> T72_CT_H10 5 0.6244 0.30742 0.356 0.208 NA 0.008 0.424 0.000
#> T72_CT_H11 5 0.6560 0.37599 0.336 0.196 NA 0.012 0.440 0.004
#> T72_CT_H12 2 0.2950 0.78620 0.032 0.868 NA 0.000 0.064 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> MAD:hclust 269 0.371748 0.363593 5.27e-01 2
#> MAD:hclust 186 0.002481 0.002251 1.69e-10 3
#> MAD:hclust 173 0.017956 0.011070 4.74e-11 4
#> MAD:hclust 169 0.000694 0.000212 1.76e-05 5
#> MAD:hclust 121 0.069290 0.084462 5.16e-03 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["MAD", "kmeans"]
# you can also extract it by
# res = res_list["MAD:kmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'MAD' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.866 0.901 0.949 0.4662 0.525 0.525
#> 3 3 0.535 0.715 0.801 0.2610 0.910 0.835
#> 4 4 0.680 0.814 0.881 0.1706 0.811 0.615
#> 5 5 0.726 0.706 0.822 0.0981 0.889 0.666
#> 6 6 0.786 0.655 0.802 0.0579 0.885 0.582
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0376 0.9558 0.004 0.996
#> T0_CT_A03 2 0.1633 0.9484 0.024 0.976
#> T0_CT_A05 2 0.2423 0.9380 0.040 0.960
#> T0_CT_A06 2 0.2043 0.9437 0.032 0.968
#> T0_CT_A07 2 0.1633 0.9484 0.024 0.976
#> T0_CT_A08 1 0.1843 0.9522 0.972 0.028
#> T0_CT_A10 2 0.5629 0.8446 0.132 0.868
#> T0_CT_A11 1 0.0376 0.9314 0.996 0.004
#> T0_CT_B01 1 0.9286 0.5002 0.656 0.344
#> T0_CT_B03 2 0.0938 0.9536 0.012 0.988
#> T0_CT_B05 2 0.5059 0.8675 0.112 0.888
#> T0_CT_B07 2 0.2778 0.9314 0.048 0.952
#> T0_CT_B08 2 0.1184 0.9518 0.016 0.984
#> T0_CT_B09 2 0.2236 0.9409 0.036 0.964
#> T0_CT_C02 2 0.0938 0.9536 0.012 0.988
#> T0_CT_C03 1 1.0000 0.0308 0.504 0.496
#> T0_CT_C05 2 0.0376 0.9549 0.004 0.996
#> T0_CT_C06 1 0.9988 0.1173 0.520 0.480
#> T0_CT_C07 2 0.9815 0.2761 0.420 0.580
#> T0_CT_C08 2 0.1414 0.9503 0.020 0.980
#> T0_CT_C09 1 0.6973 0.7569 0.812 0.188
#> T0_CT_C11 2 0.0376 0.9549 0.004 0.996
#> T0_CT_C12 2 0.1633 0.9484 0.024 0.976
#> T0_CT_D01 2 0.0376 0.9558 0.004 0.996
#> T0_CT_D02 1 0.9000 0.5544 0.684 0.316
#> T0_CT_D03 2 0.1184 0.9518 0.016 0.984
#> T0_CT_D05 2 0.1843 0.9445 0.028 0.972
#> T0_CT_D06 2 0.1184 0.9515 0.016 0.984
#> T0_CT_D07 2 0.2423 0.9380 0.040 0.960
#> T0_CT_D08 2 0.0938 0.9523 0.012 0.988
#> T0_CT_D09 2 0.0376 0.9558 0.004 0.996
#> T0_CT_D11 2 0.0376 0.9549 0.004 0.996
#> T0_CT_D12 2 0.1843 0.9461 0.028 0.972
#> T0_CT_E01 2 0.1184 0.9518 0.016 0.984
#> T0_CT_E03 2 0.5737 0.8398 0.136 0.864
#> T0_CT_E04 2 0.0376 0.9549 0.004 0.996
#> T0_CT_E05 1 0.2043 0.9497 0.968 0.032
#> T0_CT_E06 2 0.2236 0.9437 0.036 0.964
#> T0_CT_E07 2 0.2423 0.9380 0.040 0.960
#> T0_CT_E08 2 0.1184 0.9518 0.016 0.984
#> T0_CT_E09 2 0.1184 0.9518 0.016 0.984
#> T0_CT_E10 1 0.6973 0.7569 0.812 0.188
#> T0_CT_E11 2 0.2423 0.9410 0.040 0.960
#> T0_CT_E12 1 0.7376 0.7494 0.792 0.208
#> T0_CT_F01 2 0.2236 0.9409 0.036 0.964
#> T0_CT_F02 2 0.8608 0.6211 0.284 0.716
#> T0_CT_F03 2 0.2236 0.9409 0.036 0.964
#> T0_CT_F04 2 0.8499 0.6285 0.276 0.724
#> T0_CT_F05 2 0.1184 0.9515 0.016 0.984
#> T0_CT_F06 2 0.1184 0.9518 0.016 0.984
#> T0_CT_F07 2 0.2423 0.9381 0.040 0.960
#> T0_CT_F09 2 0.0376 0.9549 0.004 0.996
#> T0_CT_F11 2 0.9922 0.1829 0.448 0.552
#> T0_CT_F12 2 0.5842 0.8348 0.140 0.860
#> T0_CT_G01 2 0.2043 0.9437 0.032 0.968
#> T0_CT_G02 2 0.9944 0.1511 0.456 0.544
#> T0_CT_G03 2 0.8207 0.6709 0.256 0.744
#> T0_CT_G04 2 0.1184 0.9518 0.016 0.984
#> T0_CT_G07 2 0.1184 0.9518 0.016 0.984
#> T0_CT_G08 2 0.1184 0.9515 0.016 0.984
#> T0_CT_G09 1 0.2423 0.9479 0.960 0.040
#> T0_CT_G11 1 0.9970 0.1277 0.532 0.468
#> T0_CT_H01 2 0.8955 0.5474 0.312 0.688
#> T0_CT_H02 2 0.0376 0.9549 0.004 0.996
#> T0_CT_H04 2 0.2043 0.9463 0.032 0.968
#> T0_CT_H05 2 0.9358 0.4750 0.352 0.648
#> T0_CT_H08 2 0.3879 0.9055 0.076 0.924
#> T0_CT_H09 2 0.2236 0.9399 0.036 0.964
#> T0_CT_H12 2 0.9866 0.2487 0.432 0.568
#> T24_CT_A01 1 0.1843 0.9522 0.972 0.028
#> T24_CT_A03 2 0.0376 0.9558 0.004 0.996
#> T24_CT_A04 2 0.0376 0.9549 0.004 0.996
#> T24_CT_A05 1 0.1633 0.9516 0.976 0.024
#> T24_CT_A07 2 0.0376 0.9549 0.004 0.996
#> T24_CT_A08 1 0.1843 0.9522 0.972 0.028
#> T24_CT_A09 1 0.1633 0.9516 0.976 0.024
#> T24_CT_A10 1 0.2043 0.9514 0.968 0.032
#> T24_CT_B01 1 0.1633 0.9516 0.976 0.024
#> T24_CT_B02 1 0.1633 0.9516 0.976 0.024
#> T24_CT_B03 2 0.0376 0.9558 0.004 0.996
#> T24_CT_B05 2 0.0000 0.9555 0.000 1.000
#> T24_CT_B06 2 0.0000 0.9555 0.000 1.000
#> T24_CT_B07 1 0.1843 0.9522 0.972 0.028
#> T24_CT_B08 2 0.0376 0.9549 0.004 0.996
#> T24_CT_B09 1 0.1843 0.9522 0.972 0.028
#> T24_CT_B11 1 0.1843 0.9522 0.972 0.028
#> T24_CT_C01 1 0.1633 0.9516 0.976 0.024
#> T24_CT_C02 2 0.8608 0.5833 0.284 0.716
#> T24_CT_C03 1 0.1843 0.9500 0.972 0.028
#> T24_CT_C05 2 0.0376 0.9549 0.004 0.996
#> T24_CT_C07 2 0.0376 0.9549 0.004 0.996
#> T24_CT_C08 2 0.0376 0.9549 0.004 0.996
#> T24_CT_C09 2 0.9129 0.4884 0.328 0.672
#> T24_CT_C10 1 0.1843 0.9522 0.972 0.028
#> T24_CT_C11 1 0.2043 0.9497 0.968 0.032
#> T24_CT_C12 2 0.0376 0.9558 0.004 0.996
#> T24_CT_D01 2 0.0376 0.9549 0.004 0.996
#> T24_CT_D02 2 0.0376 0.9558 0.004 0.996
#> T24_CT_D03 2 0.0376 0.9549 0.004 0.996
#> T24_CT_D04 1 0.1633 0.9516 0.976 0.024
#> T24_CT_D05 1 0.1843 0.9522 0.972 0.028
#> T24_CT_D06 1 0.1843 0.9522 0.972 0.028
#> T24_CT_D07 2 0.7745 0.7022 0.228 0.772
#> T24_CT_D08 2 0.0376 0.9549 0.004 0.996
#> T24_CT_D09 2 0.0376 0.9558 0.004 0.996
#> T24_CT_D10 2 0.0000 0.9555 0.000 1.000
#> T24_CT_D11 2 0.0376 0.9549 0.004 0.996
#> T24_CT_E01 1 0.2423 0.9479 0.960 0.040
#> T24_CT_E02 1 0.1633 0.9516 0.976 0.024
#> T24_CT_E04 2 0.0000 0.9555 0.000 1.000
#> T24_CT_E05 1 0.1633 0.9516 0.976 0.024
#> T24_CT_E07 2 0.0376 0.9558 0.004 0.996
#> T24_CT_E09 1 0.1843 0.9522 0.972 0.028
#> T24_CT_E11 1 0.1633 0.9516 0.976 0.024
#> T24_CT_E12 2 0.0376 0.9549 0.004 0.996
#> T24_CT_F01 2 0.0376 0.9549 0.004 0.996
#> T24_CT_F02 2 0.0000 0.9555 0.000 1.000
#> T24_CT_F03 1 0.1843 0.9513 0.972 0.028
#> T24_CT_F04 1 0.2043 0.9497 0.968 0.032
#> T24_CT_F05 1 0.2236 0.9498 0.964 0.036
#> T24_CT_F07 1 0.0672 0.9350 0.992 0.008
#> T24_CT_F08 1 0.1633 0.9516 0.976 0.024
#> T24_CT_F09 2 0.0376 0.9558 0.004 0.996
#> T24_CT_F10 2 0.1414 0.9493 0.020 0.980
#> T24_CT_F11 1 0.2423 0.9479 0.960 0.040
#> T24_CT_F12 2 0.0000 0.9555 0.000 1.000
#> T24_CT_G01 2 0.0000 0.9555 0.000 1.000
#> T24_CT_G02 1 0.1843 0.9522 0.972 0.028
#> T24_CT_G03 1 0.1633 0.9516 0.976 0.024
#> T24_CT_G04 2 0.1184 0.9515 0.016 0.984
#> T24_CT_G05 2 0.2423 0.9310 0.040 0.960
#> T24_CT_G06 1 0.1843 0.9522 0.972 0.028
#> T24_CT_G08 1 0.1633 0.9516 0.976 0.024
#> T24_CT_G10 2 0.0376 0.9558 0.004 0.996
#> T24_CT_G11 1 0.1633 0.9516 0.976 0.024
#> T24_CT_G12 1 0.1843 0.9522 0.972 0.028
#> T24_CT_H01 2 0.6048 0.8247 0.148 0.852
#> T24_CT_H02 1 0.1633 0.9516 0.976 0.024
#> T24_CT_H03 2 0.0376 0.9549 0.004 0.996
#> T24_CT_H05 1 0.1843 0.9500 0.972 0.028
#> T24_CT_H07 1 0.1633 0.9516 0.976 0.024
#> T24_CT_H09 1 0.1843 0.9522 0.972 0.028
#> T24_CT_H12 1 0.1843 0.9522 0.972 0.028
#> T48_CT_A01 2 0.0376 0.9558 0.004 0.996
#> T48_CT_A02 2 0.0376 0.9558 0.004 0.996
#> T48_CT_A03 1 0.1843 0.9522 0.972 0.028
#> T48_CT_A04 2 0.0376 0.9549 0.004 0.996
#> T48_CT_A05 2 0.0376 0.9558 0.004 0.996
#> T48_CT_A06 1 0.1843 0.9522 0.972 0.028
#> T48_CT_A07 2 0.0376 0.9558 0.004 0.996
#> T48_CT_A08 2 0.0376 0.9558 0.004 0.996
#> T48_CT_A09 1 0.2423 0.9479 0.960 0.040
#> T48_CT_A10 2 0.0376 0.9549 0.004 0.996
#> T48_CT_A11 2 0.0376 0.9549 0.004 0.996
#> T48_CT_A12 1 0.2043 0.9497 0.968 0.032
#> T48_CT_B01 2 0.0376 0.9549 0.004 0.996
#> T48_CT_B02 2 0.0376 0.9549 0.004 0.996
#> T48_CT_B03 1 0.1843 0.9522 0.972 0.028
#> T48_CT_B04 1 0.1843 0.9522 0.972 0.028
#> T48_CT_B06 2 0.0376 0.9549 0.004 0.996
#> T48_CT_B08 1 0.1843 0.9522 0.972 0.028
#> T48_CT_B10 2 0.0376 0.9549 0.004 0.996
#> T48_CT_B11 2 0.0000 0.9555 0.000 1.000
#> T48_CT_B12 1 0.2423 0.9479 0.960 0.040
#> T48_CT_C01 2 0.0000 0.9555 0.000 1.000
#> T48_CT_C02 1 0.0376 0.9314 0.996 0.004
#> T48_CT_C03 2 0.0376 0.9549 0.004 0.996
#> T48_CT_C04 1 0.1843 0.9522 0.972 0.028
#> T48_CT_C05 2 0.0376 0.9558 0.004 0.996
#> T48_CT_C06 2 0.0376 0.9558 0.004 0.996
#> T48_CT_C07 1 0.2423 0.9479 0.960 0.040
#> T48_CT_C09 2 0.0376 0.9558 0.004 0.996
#> T48_CT_C10 1 0.1843 0.9522 0.972 0.028
#> T48_CT_C11 2 0.0000 0.9555 0.000 1.000
#> T48_CT_D01 1 0.7376 0.7690 0.792 0.208
#> T48_CT_D02 1 0.2423 0.9460 0.960 0.040
#> T48_CT_D03 1 0.1633 0.9516 0.976 0.024
#> T48_CT_D04 2 0.0376 0.9549 0.004 0.996
#> T48_CT_D06 2 0.0376 0.9558 0.004 0.996
#> T48_CT_D07 2 0.0376 0.9549 0.004 0.996
#> T48_CT_D08 1 0.1843 0.9500 0.972 0.028
#> T48_CT_D09 2 0.1414 0.9474 0.020 0.980
#> T48_CT_D10 1 0.2423 0.9460 0.960 0.040
#> T48_CT_D11 2 0.0376 0.9558 0.004 0.996
#> T48_CT_D12 1 0.1843 0.9522 0.972 0.028
#> T48_CT_E01 2 0.0376 0.9558 0.004 0.996
#> T48_CT_E02 1 0.2423 0.9460 0.960 0.040
#> T48_CT_E03 2 0.2043 0.9416 0.032 0.968
#> T48_CT_E04 1 0.9850 0.2931 0.572 0.428
#> T48_CT_E05 2 0.0376 0.9549 0.004 0.996
#> T48_CT_E06 1 0.1633 0.9516 0.976 0.024
#> T48_CT_E07 1 0.1843 0.9522 0.972 0.028
#> T48_CT_E08 2 0.0376 0.9549 0.004 0.996
#> T48_CT_E10 1 0.1843 0.9522 0.972 0.028
#> T48_CT_E11 1 0.1843 0.9522 0.972 0.028
#> T48_CT_E12 2 0.0376 0.9558 0.004 0.996
#> T48_CT_F01 2 0.0376 0.9549 0.004 0.996
#> T48_CT_F02 1 0.2043 0.9499 0.968 0.032
#> T48_CT_F03 1 0.1843 0.9500 0.972 0.028
#> T48_CT_F05 2 0.0376 0.9549 0.004 0.996
#> T48_CT_F07 1 0.2043 0.9514 0.968 0.032
#> T48_CT_F09 2 0.0000 0.9555 0.000 1.000
#> T48_CT_F10 1 0.1843 0.9500 0.972 0.028
#> T48_CT_F11 1 0.1843 0.9522 0.972 0.028
#> T48_CT_G01 1 0.1843 0.9522 0.972 0.028
#> T48_CT_G02 2 0.0376 0.9558 0.004 0.996
#> T48_CT_G03 2 0.0376 0.9549 0.004 0.996
#> T48_CT_G07 2 0.0376 0.9549 0.004 0.996
#> T48_CT_G08 2 0.0376 0.9558 0.004 0.996
#> T48_CT_G09 2 0.0376 0.9558 0.004 0.996
#> T48_CT_G10 1 0.1843 0.9522 0.972 0.028
#> T48_CT_G11 1 0.2423 0.9479 0.960 0.040
#> T48_CT_G12 2 0.0376 0.9549 0.004 0.996
#> T48_CT_H01 2 0.8713 0.5677 0.292 0.708
#> T48_CT_H02 2 0.0672 0.9549 0.008 0.992
#> T48_CT_H04 1 0.0376 0.9314 0.996 0.004
#> T48_CT_H05 2 0.0376 0.9549 0.004 0.996
#> T48_CT_H06 2 0.0376 0.9549 0.004 0.996
#> T48_CT_H07 1 0.2423 0.9460 0.960 0.040
#> T48_CT_H08 2 0.0376 0.9558 0.004 0.996
#> T48_CT_H11 1 0.2423 0.9479 0.960 0.040
#> T48_CT_H12 2 0.0000 0.9555 0.000 1.000
#> T72_CT_A01 2 0.0376 0.9558 0.004 0.996
#> T72_CT_A05 2 0.0376 0.9558 0.004 0.996
#> T72_CT_A08 1 0.1843 0.9522 0.972 0.028
#> T72_CT_A09 2 0.0376 0.9558 0.004 0.996
#> T72_CT_A11 2 0.0376 0.9558 0.004 0.996
#> T72_CT_B01 2 0.0376 0.9549 0.004 0.996
#> T72_CT_B02 1 0.1843 0.9522 0.972 0.028
#> T72_CT_B03 1 0.9661 0.3966 0.608 0.392
#> T72_CT_B04 1 0.1843 0.9522 0.972 0.028
#> T72_CT_B05 2 0.0376 0.9558 0.004 0.996
#> T72_CT_B06 1 0.1843 0.9522 0.972 0.028
#> T72_CT_B08 2 0.0376 0.9558 0.004 0.996
#> T72_CT_B09 1 0.0376 0.9314 0.996 0.004
#> T72_CT_B11 1 0.2423 0.9479 0.960 0.040
#> T72_CT_B12 2 0.0376 0.9558 0.004 0.996
#> T72_CT_C04 2 0.0376 0.9558 0.004 0.996
#> T72_CT_C06 1 0.9993 0.0987 0.516 0.484
#> T72_CT_C07 2 0.0376 0.9558 0.004 0.996
#> T72_CT_C09 2 0.9732 0.3082 0.404 0.596
#> T72_CT_C11 2 0.0376 0.9558 0.004 0.996
#> T72_CT_D01 2 0.0376 0.9558 0.004 0.996
#> T72_CT_D03 2 0.1633 0.9469 0.024 0.976
#> T72_CT_D04 2 0.0376 0.9558 0.004 0.996
#> T72_CT_D05 1 0.2423 0.9479 0.960 0.040
#> T72_CT_D07 1 0.2423 0.9479 0.960 0.040
#> T72_CT_D10 2 0.0672 0.9549 0.008 0.992
#> T72_CT_D11 1 0.1843 0.9522 0.972 0.028
#> T72_CT_E04 1 0.2236 0.9477 0.964 0.036
#> T72_CT_E05 2 0.0376 0.9558 0.004 0.996
#> T72_CT_E07 2 0.0376 0.9558 0.004 0.996
#> T72_CT_F01 2 0.0000 0.9555 0.000 1.000
#> T72_CT_F05 2 0.0376 0.9549 0.004 0.996
#> T72_CT_F07 1 0.2423 0.9479 0.960 0.040
#> T72_CT_F10 2 0.0376 0.9558 0.004 0.996
#> T72_CT_F11 2 0.0376 0.9558 0.004 0.996
#> T72_CT_G03 1 0.1843 0.9522 0.972 0.028
#> T72_CT_G04 1 0.1843 0.9522 0.972 0.028
#> T72_CT_G06 2 0.0000 0.9555 0.000 1.000
#> T72_CT_G08 2 0.1843 0.9471 0.028 0.972
#> T72_CT_G10 2 0.0000 0.9555 0.000 1.000
#> T72_CT_G11 1 0.2043 0.9497 0.968 0.032
#> T72_CT_H01 2 0.0000 0.9555 0.000 1.000
#> T72_CT_H03 2 0.0000 0.9555 0.000 1.000
#> T72_CT_H05 2 0.0376 0.9558 0.004 0.996
#> T72_CT_H08 2 0.0376 0.9558 0.004 0.996
#> T72_CT_H09 2 0.4939 0.8720 0.108 0.892
#> T72_CT_H10 1 0.2423 0.9479 0.960 0.040
#> T72_CT_H11 1 0.2423 0.9479 0.960 0.040
#> T72_CT_H12 2 0.0000 0.9555 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 2 0.6570 0.6910 0.028 0.680 0.292
#> T0_CT_A03 2 0.8250 0.6339 0.108 0.600 0.292
#> T0_CT_A05 2 0.8487 0.6183 0.124 0.584 0.292
#> T0_CT_A06 2 0.8148 0.6382 0.100 0.604 0.296
#> T0_CT_A07 2 0.8250 0.6339 0.108 0.600 0.292
#> T0_CT_A08 1 0.0000 0.9123 1.000 0.000 0.000
#> T0_CT_A10 2 0.8622 0.6071 0.132 0.572 0.296
#> T0_CT_A11 3 0.6595 0.6088 0.180 0.076 0.744
#> T0_CT_B01 3 0.9792 0.1725 0.236 0.372 0.392
#> T0_CT_B03 2 0.5690 0.7036 0.004 0.708 0.288
#> T0_CT_B05 2 0.8752 0.5965 0.144 0.564 0.292
#> T0_CT_B07 2 0.8543 0.6139 0.128 0.580 0.292
#> T0_CT_B08 2 0.5722 0.7016 0.004 0.704 0.292
#> T0_CT_B09 2 0.8430 0.6225 0.120 0.588 0.292
#> T0_CT_C02 2 0.5690 0.7036 0.004 0.708 0.288
#> T0_CT_C03 1 0.7960 0.2287 0.656 0.208 0.136
#> T0_CT_C05 2 0.2537 0.7621 0.000 0.920 0.080
#> T0_CT_C06 2 0.9264 0.2124 0.292 0.516 0.192
#> T0_CT_C07 2 0.9153 0.5474 0.176 0.524 0.300
#> T0_CT_C08 2 0.8250 0.6339 0.108 0.600 0.292
#> T0_CT_C09 3 0.6231 0.6353 0.080 0.148 0.772
#> T0_CT_C11 2 0.3340 0.6987 0.000 0.880 0.120
#> T0_CT_C12 2 0.8250 0.6339 0.108 0.600 0.292
#> T0_CT_D01 2 0.5497 0.7038 0.000 0.708 0.292
#> T0_CT_D02 2 0.9531 0.4383 0.208 0.468 0.324
#> T0_CT_D03 2 0.6051 0.6983 0.012 0.696 0.292
#> T0_CT_D05 2 0.7692 0.6764 0.108 0.668 0.224
#> T0_CT_D06 2 0.5815 0.7020 0.004 0.692 0.304
#> T0_CT_D07 2 0.8430 0.6225 0.120 0.588 0.292
#> T0_CT_D08 2 0.5754 0.7018 0.004 0.700 0.296
#> T0_CT_D09 2 0.4654 0.7387 0.000 0.792 0.208
#> T0_CT_D11 2 0.2625 0.7611 0.000 0.916 0.084
#> T0_CT_D12 2 0.8250 0.6339 0.108 0.600 0.292
#> T0_CT_E01 2 0.6326 0.6945 0.020 0.688 0.292
#> T0_CT_E03 2 0.8650 0.6068 0.136 0.572 0.292
#> T0_CT_E04 2 0.3941 0.7207 0.000 0.844 0.156
#> T0_CT_E05 1 0.6267 -0.0163 0.548 0.000 0.452
#> T0_CT_E06 2 0.8352 0.6217 0.100 0.568 0.332
#> T0_CT_E07 2 0.8349 0.6240 0.108 0.584 0.308
#> T0_CT_E08 2 0.5722 0.7016 0.004 0.704 0.292
#> T0_CT_E09 2 0.6051 0.6983 0.012 0.696 0.292
#> T0_CT_E10 3 0.6231 0.6353 0.080 0.148 0.772
#> T0_CT_E11 2 0.8395 0.6079 0.096 0.548 0.356
#> T0_CT_E12 3 0.5760 0.4621 0.064 0.140 0.796
#> T0_CT_F01 2 0.8371 0.6265 0.116 0.592 0.292
#> T0_CT_F02 2 0.8824 0.5674 0.124 0.512 0.364
#> T0_CT_F03 2 0.8311 0.6303 0.112 0.596 0.292
#> T0_CT_F04 2 0.8771 0.5936 0.140 0.556 0.304
#> T0_CT_F05 2 0.5621 0.6182 0.000 0.692 0.308
#> T0_CT_F06 2 0.6193 0.6964 0.016 0.692 0.292
#> T0_CT_F07 2 0.8371 0.6265 0.116 0.592 0.292
#> T0_CT_F09 2 0.2625 0.7262 0.000 0.916 0.084
#> T0_CT_F11 3 0.4683 0.4076 0.024 0.140 0.836
#> T0_CT_F12 2 0.8622 0.6071 0.132 0.572 0.296
#> T0_CT_G01 2 0.8371 0.6265 0.116 0.592 0.292
#> T0_CT_G02 2 0.9440 0.3811 0.308 0.488 0.204
#> T0_CT_G03 2 0.8752 0.5914 0.132 0.548 0.320
#> T0_CT_G04 2 0.5722 0.7021 0.004 0.704 0.292
#> T0_CT_G07 2 0.5690 0.7036 0.004 0.708 0.288
#> T0_CT_G08 2 0.5815 0.7020 0.004 0.692 0.304
#> T0_CT_G09 1 0.0475 0.9091 0.992 0.004 0.004
#> T0_CT_G11 2 0.8686 0.1814 0.432 0.464 0.104
#> T0_CT_H01 2 0.7128 0.4279 0.344 0.620 0.036
#> T0_CT_H02 2 0.4555 0.7386 0.000 0.800 0.200
#> T0_CT_H04 2 0.8113 0.6391 0.092 0.596 0.312
#> T0_CT_H05 2 0.8964 0.5733 0.160 0.544 0.296
#> T0_CT_H08 2 0.8543 0.6149 0.128 0.580 0.292
#> T0_CT_H09 2 0.5315 0.6707 0.012 0.772 0.216
#> T0_CT_H12 2 0.9339 0.4977 0.188 0.496 0.316
#> T24_CT_A01 1 0.0237 0.9122 0.996 0.000 0.004
#> T24_CT_A03 2 0.0592 0.7664 0.000 0.988 0.012
#> T24_CT_A04 2 0.2066 0.7408 0.000 0.940 0.060
#> T24_CT_A05 1 0.5678 0.4779 0.684 0.000 0.316
#> T24_CT_A07 2 0.2261 0.7358 0.000 0.932 0.068
#> T24_CT_A08 1 0.0000 0.9123 1.000 0.000 0.000
#> T24_CT_A09 1 0.2796 0.8441 0.908 0.000 0.092
#> T24_CT_A10 1 0.1289 0.8949 0.968 0.000 0.032
#> T24_CT_B01 1 0.2066 0.8757 0.940 0.000 0.060
#> T24_CT_B02 1 0.3619 0.7922 0.864 0.000 0.136
#> T24_CT_B03 2 0.3030 0.7654 0.004 0.904 0.092
#> T24_CT_B05 2 0.1031 0.7564 0.000 0.976 0.024
#> T24_CT_B06 2 0.1163 0.7553 0.000 0.972 0.028
#> T24_CT_B07 1 0.0592 0.9094 0.988 0.000 0.012
#> T24_CT_B08 2 0.3038 0.7111 0.000 0.896 0.104
#> T24_CT_B09 1 0.0237 0.9122 0.996 0.000 0.004
#> T24_CT_B11 1 0.5016 0.5302 0.760 0.000 0.240
#> T24_CT_C01 1 0.4291 0.7353 0.820 0.000 0.180
#> T24_CT_C02 3 0.6079 0.4534 0.000 0.388 0.612
#> T24_CT_C03 3 0.6291 0.2679 0.468 0.000 0.532
#> T24_CT_C05 2 0.5098 0.5198 0.000 0.752 0.248
#> T24_CT_C07 2 0.2261 0.7351 0.000 0.932 0.068
#> T24_CT_C08 2 0.2537 0.7282 0.000 0.920 0.080
#> T24_CT_C09 3 0.6008 0.4777 0.000 0.372 0.628
#> T24_CT_C10 1 0.0000 0.9123 1.000 0.000 0.000
#> T24_CT_C11 1 0.6541 0.4257 0.672 0.024 0.304
#> T24_CT_C12 2 0.0000 0.7642 0.000 1.000 0.000
#> T24_CT_D01 2 0.3192 0.7046 0.000 0.888 0.112
#> T24_CT_D02 2 0.0237 0.7651 0.000 0.996 0.004
#> T24_CT_D03 2 0.3116 0.7096 0.000 0.892 0.108
#> T24_CT_D04 1 0.0237 0.9122 0.996 0.000 0.004
#> T24_CT_D05 1 0.0000 0.9123 1.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.9123 1.000 0.000 0.000
#> T24_CT_D07 2 0.6754 0.2242 0.432 0.556 0.012
#> T24_CT_D08 2 0.2959 0.7144 0.000 0.900 0.100
#> T24_CT_D09 2 0.0000 0.7642 0.000 1.000 0.000
#> T24_CT_D10 2 0.0592 0.7637 0.000 0.988 0.012
#> T24_CT_D11 2 0.2165 0.7387 0.000 0.936 0.064
#> T24_CT_E01 1 0.0237 0.9110 0.996 0.004 0.000
#> T24_CT_E02 1 0.3686 0.7866 0.860 0.000 0.140
#> T24_CT_E04 2 0.2448 0.7302 0.000 0.924 0.076
#> T24_CT_E05 1 0.3551 0.7962 0.868 0.000 0.132
#> T24_CT_E07 2 0.6039 0.7254 0.104 0.788 0.108
#> T24_CT_E09 1 0.1031 0.9024 0.976 0.000 0.024
#> T24_CT_E11 1 0.2066 0.8735 0.940 0.000 0.060
#> T24_CT_E12 2 0.3116 0.7078 0.000 0.892 0.108
#> T24_CT_F01 2 0.3116 0.7078 0.000 0.892 0.108
#> T24_CT_F02 2 0.0592 0.7640 0.000 0.988 0.012
#> T24_CT_F03 1 0.0424 0.9105 0.992 0.000 0.008
#> T24_CT_F04 3 0.6495 0.2912 0.460 0.004 0.536
#> T24_CT_F05 1 0.0237 0.9110 0.996 0.004 0.000
#> T24_CT_F07 3 0.6026 0.4503 0.376 0.000 0.624
#> T24_CT_F08 1 0.4842 0.6665 0.776 0.000 0.224
#> T24_CT_F09 2 0.1753 0.7687 0.000 0.952 0.048
#> T24_CT_F10 2 0.7155 0.6924 0.128 0.720 0.152
#> T24_CT_F11 1 0.0237 0.9110 0.996 0.004 0.000
#> T24_CT_F12 2 0.0000 0.7642 0.000 1.000 0.000
#> T24_CT_G01 2 0.0424 0.7621 0.000 0.992 0.008
#> T24_CT_G02 1 0.0237 0.9122 0.996 0.000 0.004
#> T24_CT_G03 1 0.3116 0.8267 0.892 0.000 0.108
#> T24_CT_G04 2 0.5174 0.7472 0.076 0.832 0.092
#> T24_CT_G05 3 0.6225 0.3669 0.000 0.432 0.568
#> T24_CT_G06 1 0.0237 0.9120 0.996 0.000 0.004
#> T24_CT_G08 1 0.1860 0.8836 0.948 0.000 0.052
#> T24_CT_G10 2 0.0000 0.7642 0.000 1.000 0.000
#> T24_CT_G11 1 0.4796 0.6736 0.780 0.000 0.220
#> T24_CT_G12 1 0.0747 0.8988 0.984 0.000 0.016
#> T24_CT_H01 2 0.9648 0.4319 0.244 0.464 0.292
#> T24_CT_H02 1 0.0237 0.9122 0.996 0.000 0.004
#> T24_CT_H03 2 0.2625 0.7258 0.000 0.916 0.084
#> T24_CT_H05 1 0.3752 0.7838 0.856 0.000 0.144
#> T24_CT_H07 1 0.0237 0.9122 0.996 0.000 0.004
#> T24_CT_H09 1 0.1753 0.8846 0.952 0.000 0.048
#> T24_CT_H12 1 0.0237 0.9122 0.996 0.000 0.004
#> T48_CT_A01 2 0.1753 0.7684 0.000 0.952 0.048
#> T48_CT_A02 2 0.0000 0.7642 0.000 1.000 0.000
#> T48_CT_A03 1 0.0237 0.9122 0.996 0.000 0.004
#> T48_CT_A04 2 0.3192 0.7046 0.000 0.888 0.112
#> T48_CT_A05 2 0.3832 0.7629 0.020 0.880 0.100
#> T48_CT_A06 1 0.0237 0.9122 0.996 0.000 0.004
#> T48_CT_A07 2 0.5254 0.7180 0.000 0.736 0.264
#> T48_CT_A08 2 0.0237 0.7651 0.000 0.996 0.004
#> T48_CT_A09 1 0.0237 0.9110 0.996 0.004 0.000
#> T48_CT_A10 2 0.3482 0.6907 0.000 0.872 0.128
#> T48_CT_A11 2 0.1643 0.7477 0.000 0.956 0.044
#> T48_CT_A12 1 0.3644 0.8001 0.872 0.004 0.124
#> T48_CT_B01 2 0.4555 0.5984 0.000 0.800 0.200
#> T48_CT_B02 2 0.4002 0.6526 0.000 0.840 0.160
#> T48_CT_B03 1 0.0237 0.9122 0.996 0.000 0.004
#> T48_CT_B04 1 0.0892 0.9050 0.980 0.000 0.020
#> T48_CT_B06 2 0.2878 0.7173 0.000 0.904 0.096
#> T48_CT_B08 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_B10 2 0.3340 0.6972 0.000 0.880 0.120
#> T48_CT_B11 2 0.0237 0.7633 0.000 0.996 0.004
#> T48_CT_B12 1 0.0424 0.9079 0.992 0.008 0.000
#> T48_CT_C01 2 0.2537 0.7277 0.000 0.920 0.080
#> T48_CT_C02 3 0.5560 0.5282 0.300 0.000 0.700
#> T48_CT_C03 2 0.3192 0.7046 0.000 0.888 0.112
#> T48_CT_C04 1 0.0237 0.9122 0.996 0.000 0.004
#> T48_CT_C05 2 0.1031 0.7676 0.000 0.976 0.024
#> T48_CT_C06 2 0.0237 0.7641 0.004 0.996 0.000
#> T48_CT_C07 1 0.0237 0.9110 0.996 0.004 0.000
#> T48_CT_C09 2 0.3192 0.7630 0.000 0.888 0.112
#> T48_CT_C10 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_C11 2 0.0424 0.7621 0.000 0.992 0.008
#> T48_CT_D01 2 0.9189 -0.2265 0.164 0.500 0.336
#> T48_CT_D02 1 0.5690 0.5175 0.708 0.004 0.288
#> T48_CT_D03 1 0.0424 0.9112 0.992 0.000 0.008
#> T48_CT_D04 2 0.1031 0.7661 0.000 0.976 0.024
#> T48_CT_D06 2 0.3116 0.7635 0.000 0.892 0.108
#> T48_CT_D07 2 0.3192 0.7046 0.000 0.888 0.112
#> T48_CT_D08 1 0.3686 0.7869 0.860 0.000 0.140
#> T48_CT_D09 2 0.6225 0.0043 0.000 0.568 0.432
#> T48_CT_D10 1 0.6501 0.3981 0.664 0.020 0.316
#> T48_CT_D11 2 0.1031 0.7677 0.000 0.976 0.024
#> T48_CT_D12 1 0.0892 0.9049 0.980 0.000 0.020
#> T48_CT_E01 2 0.4665 0.7558 0.048 0.852 0.100
#> T48_CT_E02 1 0.1989 0.8815 0.948 0.004 0.048
#> T48_CT_E03 2 0.7398 0.6547 0.180 0.700 0.120
#> T48_CT_E04 1 0.3412 0.7211 0.876 0.124 0.000
#> T48_CT_E05 2 0.2537 0.7280 0.000 0.920 0.080
#> T48_CT_E06 1 0.4399 0.7237 0.812 0.000 0.188
#> T48_CT_E07 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_E08 2 0.3038 0.7109 0.000 0.896 0.104
#> T48_CT_E10 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_E12 2 0.3816 0.7566 0.000 0.852 0.148
#> T48_CT_F01 2 0.3412 0.6940 0.000 0.876 0.124
#> T48_CT_F02 1 0.0237 0.9110 0.996 0.004 0.000
#> T48_CT_F03 3 0.6215 0.3633 0.428 0.000 0.572
#> T48_CT_F05 2 0.3619 0.6814 0.000 0.864 0.136
#> T48_CT_F07 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_F09 2 0.0424 0.7621 0.000 0.992 0.008
#> T48_CT_F10 3 0.6291 0.2645 0.468 0.000 0.532
#> T48_CT_F11 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_G01 1 0.0237 0.9122 0.996 0.000 0.004
#> T48_CT_G02 2 0.0592 0.7664 0.000 0.988 0.012
#> T48_CT_G03 2 0.1964 0.7423 0.000 0.944 0.056
#> T48_CT_G07 2 0.3116 0.7078 0.000 0.892 0.108
#> T48_CT_G08 2 0.2400 0.7680 0.004 0.932 0.064
#> T48_CT_G09 2 0.4526 0.7573 0.040 0.856 0.104
#> T48_CT_G10 1 0.0000 0.9123 1.000 0.000 0.000
#> T48_CT_G11 1 0.0237 0.9110 0.996 0.004 0.000
#> T48_CT_G12 2 0.3267 0.7011 0.000 0.884 0.116
#> T48_CT_H01 3 0.6026 0.4724 0.000 0.376 0.624
#> T48_CT_H02 2 0.6910 0.7025 0.120 0.736 0.144
#> T48_CT_H04 3 0.5560 0.5282 0.300 0.000 0.700
#> T48_CT_H05 2 0.3267 0.7010 0.000 0.884 0.116
#> T48_CT_H06 2 0.3116 0.7078 0.000 0.892 0.108
#> T48_CT_H07 1 0.5517 0.5571 0.728 0.004 0.268
#> T48_CT_H08 2 0.0592 0.7664 0.000 0.988 0.012
#> T48_CT_H11 1 0.0661 0.9091 0.988 0.004 0.008
#> T48_CT_H12 2 0.2356 0.7345 0.000 0.928 0.072
#> T72_CT_A01 2 0.0424 0.7658 0.000 0.992 0.008
#> T72_CT_A05 2 0.3340 0.7617 0.000 0.880 0.120
#> T72_CT_A08 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_A09 2 0.3192 0.7630 0.000 0.888 0.112
#> T72_CT_A11 2 0.0592 0.7664 0.000 0.988 0.012
#> T72_CT_B01 2 0.0592 0.7622 0.000 0.988 0.012
#> T72_CT_B02 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_B03 1 0.1289 0.8793 0.968 0.032 0.000
#> T72_CT_B04 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_B05 2 0.6363 0.7227 0.096 0.768 0.136
#> T72_CT_B06 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_B08 2 0.5291 0.7159 0.000 0.732 0.268
#> T72_CT_B09 3 0.6045 0.3974 0.380 0.000 0.620
#> T72_CT_B11 1 0.0237 0.9110 0.996 0.004 0.000
#> T72_CT_B12 2 0.0592 0.7664 0.000 0.988 0.012
#> T72_CT_C04 2 0.0237 0.7651 0.000 0.996 0.004
#> T72_CT_C06 1 0.2261 0.8261 0.932 0.068 0.000
#> T72_CT_C07 2 0.3551 0.7595 0.000 0.868 0.132
#> T72_CT_C09 1 0.4449 0.7123 0.860 0.100 0.040
#> T72_CT_C11 2 0.3619 0.7586 0.000 0.864 0.136
#> T72_CT_D01 2 0.0424 0.7658 0.000 0.992 0.008
#> T72_CT_D03 2 0.7853 0.6632 0.144 0.668 0.188
#> T72_CT_D04 2 0.2796 0.7655 0.000 0.908 0.092
#> T72_CT_D05 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_D10 2 0.6854 0.7020 0.124 0.740 0.136
#> T72_CT_D11 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_E04 1 0.0237 0.9110 0.996 0.004 0.000
#> T72_CT_E05 2 0.0424 0.7658 0.000 0.992 0.008
#> T72_CT_E07 2 0.2878 0.7649 0.000 0.904 0.096
#> T72_CT_F01 2 0.0000 0.7642 0.000 1.000 0.000
#> T72_CT_F05 2 0.0592 0.7613 0.000 0.988 0.012
#> T72_CT_F07 1 0.0000 0.9123 1.000 0.000 0.000
#> T72_CT_F10 2 0.0592 0.7664 0.000 0.988 0.012
#> T72_CT_F11 2 0.3340 0.7617 0.000 0.880 0.120
#> T72_CT_G03 1 0.0237 0.9122 0.996 0.000 0.004
#> T72_CT_G04 1 0.0237 0.9122 0.996 0.000 0.004
#> T72_CT_G06 2 0.0424 0.7621 0.000 0.992 0.008
#> T72_CT_G08 2 0.7036 0.7066 0.096 0.720 0.184
#> T72_CT_G10 2 0.0424 0.7621 0.000 0.992 0.008
#> T72_CT_G11 1 0.1878 0.8849 0.952 0.004 0.044
#> T72_CT_H01 2 0.0237 0.7632 0.000 0.996 0.004
#> T72_CT_H03 2 0.0000 0.7642 0.000 1.000 0.000
#> T72_CT_H05 2 0.5497 0.7038 0.000 0.708 0.292
#> T72_CT_H08 2 0.5138 0.7230 0.000 0.748 0.252
#> T72_CT_H09 2 0.8941 0.5775 0.160 0.548 0.292
#> T72_CT_H10 1 0.0237 0.9110 0.996 0.004 0.000
#> T72_CT_H11 1 0.0237 0.9110 0.996 0.004 0.000
#> T72_CT_H12 2 0.0000 0.7642 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_A03 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_A05 3 0.2737 0.9271 0.008 0.104 0.888 0.000
#> T0_CT_A06 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_A07 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_A08 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T0_CT_A10 3 0.2654 0.9303 0.004 0.108 0.888 0.000
#> T0_CT_A11 4 0.1762 0.7932 0.012 0.020 0.016 0.952
#> T0_CT_B01 3 0.7909 0.3949 0.068 0.108 0.564 0.260
#> T0_CT_B03 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_B05 3 0.2611 0.9201 0.008 0.096 0.896 0.000
#> T0_CT_B07 3 0.2654 0.9303 0.004 0.108 0.888 0.000
#> T0_CT_B08 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_B09 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_C02 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_C03 1 0.6285 0.1690 0.496 0.028 0.460 0.016
#> T0_CT_C05 2 0.4936 0.5454 0.000 0.700 0.280 0.020
#> T0_CT_C06 2 0.8312 0.1675 0.216 0.540 0.068 0.176
#> T0_CT_C07 3 0.2777 0.9259 0.004 0.104 0.888 0.004
#> T0_CT_C08 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_C09 4 0.1798 0.7915 0.000 0.040 0.016 0.944
#> T0_CT_C11 2 0.1389 0.8846 0.000 0.952 0.000 0.048
#> T0_CT_C12 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_D01 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_D02 3 0.2981 0.9139 0.016 0.092 0.888 0.004
#> T0_CT_D03 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_D05 3 0.5165 0.4679 0.004 0.388 0.604 0.004
#> T0_CT_D06 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_D07 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_D08 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_D09 3 0.4948 0.3925 0.000 0.440 0.560 0.000
#> T0_CT_D11 2 0.4936 0.5251 0.000 0.700 0.280 0.020
#> T0_CT_D12 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E01 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E03 3 0.2654 0.9303 0.004 0.108 0.888 0.000
#> T0_CT_E04 2 0.5184 0.4219 0.000 0.672 0.304 0.024
#> T0_CT_E05 1 0.7355 0.1381 0.480 0.036 0.068 0.416
#> T0_CT_E06 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E07 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E08 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E09 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E10 4 0.1798 0.7915 0.000 0.040 0.016 0.944
#> T0_CT_E11 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_E12 3 0.5167 0.5943 0.004 0.036 0.724 0.236
#> T0_CT_F01 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_F02 3 0.2715 0.9247 0.004 0.100 0.892 0.004
#> T0_CT_F03 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_F04 3 0.2593 0.9277 0.004 0.104 0.892 0.000
#> T0_CT_F05 3 0.5906 0.6544 0.000 0.292 0.644 0.064
#> T0_CT_F06 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_F07 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_F09 2 0.0817 0.8958 0.000 0.976 0.000 0.024
#> T0_CT_F11 3 0.3941 0.7958 0.004 0.048 0.844 0.104
#> T0_CT_F12 3 0.2654 0.9303 0.004 0.108 0.888 0.000
#> T0_CT_G01 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_G02 3 0.3770 0.8984 0.040 0.104 0.852 0.004
#> T0_CT_G03 3 0.2593 0.9277 0.004 0.104 0.892 0.000
#> T0_CT_G04 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_G07 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_G08 3 0.2704 0.9251 0.000 0.124 0.876 0.000
#> T0_CT_G09 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T0_CT_G11 3 0.6790 0.3680 0.324 0.076 0.584 0.016
#> T0_CT_H01 1 0.7722 0.3336 0.564 0.244 0.160 0.032
#> T0_CT_H02 3 0.4431 0.6930 0.000 0.304 0.696 0.000
#> T0_CT_H04 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_H05 3 0.2922 0.9239 0.008 0.104 0.884 0.004
#> T0_CT_H08 3 0.2530 0.9325 0.000 0.112 0.888 0.000
#> T0_CT_H09 2 0.6315 0.0252 0.000 0.540 0.396 0.064
#> T0_CT_H12 3 0.2860 0.9227 0.004 0.100 0.888 0.008
#> T24_CT_A01 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_A03 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T24_CT_A04 2 0.0707 0.8972 0.000 0.980 0.000 0.020
#> T24_CT_A05 1 0.5742 0.3015 0.596 0.000 0.036 0.368
#> T24_CT_A07 2 0.0469 0.8992 0.000 0.988 0.000 0.012
#> T24_CT_A08 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_A09 1 0.1890 0.8373 0.936 0.000 0.008 0.056
#> T24_CT_A10 1 0.3215 0.8468 0.876 0.000 0.092 0.032
#> T24_CT_B01 1 0.2586 0.8542 0.912 0.000 0.048 0.040
#> T24_CT_B02 1 0.3161 0.7777 0.864 0.000 0.012 0.124
#> T24_CT_B03 2 0.3634 0.8158 0.008 0.860 0.104 0.028
#> T24_CT_B05 2 0.0000 0.9010 0.000 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.9010 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_B08 2 0.1211 0.8891 0.000 0.960 0.000 0.040
#> T24_CT_B09 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_B11 3 0.4304 0.4993 0.284 0.000 0.716 0.000
#> T24_CT_C01 1 0.4319 0.6408 0.760 0.000 0.012 0.228
#> T24_CT_C02 4 0.3942 0.7087 0.000 0.236 0.000 0.764
#> T24_CT_C03 4 0.5843 0.5436 0.312 0.032 0.012 0.644
#> T24_CT_C05 2 0.2589 0.8267 0.000 0.884 0.000 0.116
#> T24_CT_C07 2 0.1182 0.8926 0.000 0.968 0.016 0.016
#> T24_CT_C08 2 0.0592 0.8983 0.000 0.984 0.000 0.016
#> T24_CT_C09 4 0.3688 0.7384 0.000 0.208 0.000 0.792
#> T24_CT_C10 1 0.2483 0.8556 0.916 0.000 0.052 0.032
#> T24_CT_C11 1 0.7187 0.5949 0.652 0.088 0.072 0.188
#> T24_CT_C12 2 0.1356 0.9031 0.000 0.960 0.032 0.008
#> T24_CT_D01 2 0.1211 0.8891 0.000 0.960 0.000 0.040
#> T24_CT_D02 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T24_CT_D03 2 0.1118 0.8912 0.000 0.964 0.000 0.036
#> T24_CT_D04 1 0.0707 0.8569 0.980 0.000 0.000 0.020
#> T24_CT_D05 1 0.2623 0.8541 0.908 0.000 0.064 0.028
#> T24_CT_D06 1 0.0000 0.8601 1.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.7439 0.1456 0.504 0.380 0.084 0.032
#> T24_CT_D08 2 0.1118 0.8912 0.000 0.964 0.000 0.036
#> T24_CT_D09 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T24_CT_D10 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T24_CT_D11 2 0.0000 0.9010 0.000 1.000 0.000 0.000
#> T24_CT_E01 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T24_CT_E02 1 0.2473 0.8184 0.908 0.000 0.012 0.080
#> T24_CT_E04 2 0.0592 0.8983 0.000 0.984 0.000 0.016
#> T24_CT_E05 1 0.2329 0.8247 0.916 0.000 0.012 0.072
#> T24_CT_E07 2 0.4317 0.7856 0.028 0.832 0.112 0.028
#> T24_CT_E09 1 0.0779 0.8570 0.980 0.000 0.004 0.016
#> T24_CT_E11 1 0.1452 0.8479 0.956 0.000 0.008 0.036
#> T24_CT_E12 2 0.1305 0.8903 0.000 0.960 0.004 0.036
#> T24_CT_F01 2 0.0895 0.8966 0.000 0.976 0.004 0.020
#> T24_CT_F02 2 0.1022 0.9042 0.000 0.968 0.032 0.000
#> T24_CT_F03 1 0.3634 0.8421 0.856 0.000 0.096 0.048
#> T24_CT_F04 4 0.5965 0.6087 0.252 0.036 0.028 0.684
#> T24_CT_F05 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T24_CT_F07 4 0.4739 0.7423 0.164 0.036 0.012 0.788
#> T24_CT_F08 1 0.5038 0.4325 0.652 0.000 0.012 0.336
#> T24_CT_F09 2 0.1211 0.9024 0.000 0.960 0.040 0.000
#> T24_CT_F10 2 0.6417 0.5676 0.056 0.644 0.276 0.024
#> T24_CT_F11 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T24_CT_F12 2 0.0921 0.9046 0.000 0.972 0.028 0.000
#> T24_CT_G01 2 0.1022 0.9042 0.000 0.968 0.032 0.000
#> T24_CT_G02 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_G03 1 0.2124 0.8291 0.924 0.000 0.008 0.068
#> T24_CT_G04 2 0.2797 0.8764 0.028 0.908 0.056 0.008
#> T24_CT_G05 4 0.4643 0.5119 0.000 0.344 0.000 0.656
#> T24_CT_G06 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_G08 1 0.1545 0.8464 0.952 0.000 0.008 0.040
#> T24_CT_G10 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T24_CT_G11 1 0.5018 0.4422 0.656 0.000 0.012 0.332
#> T24_CT_G12 1 0.0336 0.8598 0.992 0.000 0.008 0.000
#> T24_CT_H01 3 0.2699 0.8842 0.028 0.068 0.904 0.000
#> T24_CT_H02 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T24_CT_H03 2 0.0592 0.8985 0.000 0.984 0.000 0.016
#> T24_CT_H05 1 0.4839 0.7239 0.764 0.000 0.052 0.184
#> T24_CT_H07 1 0.2174 0.8575 0.928 0.000 0.052 0.020
#> T24_CT_H09 1 0.0779 0.8570 0.980 0.000 0.004 0.016
#> T24_CT_H12 1 0.0000 0.8601 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T48_CT_A02 2 0.1151 0.9046 0.000 0.968 0.024 0.008
#> T48_CT_A03 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_A04 2 0.0921 0.8944 0.000 0.972 0.000 0.028
#> T48_CT_A05 2 0.3823 0.8076 0.012 0.852 0.108 0.028
#> T48_CT_A06 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_A07 3 0.3024 0.9040 0.000 0.148 0.852 0.000
#> T48_CT_A08 2 0.1356 0.9030 0.000 0.960 0.032 0.008
#> T48_CT_A09 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T48_CT_A10 2 0.1389 0.8846 0.000 0.952 0.000 0.048
#> T48_CT_A11 2 0.0000 0.9010 0.000 1.000 0.000 0.000
#> T48_CT_A12 1 0.5454 0.7415 0.732 0.000 0.096 0.172
#> T48_CT_B01 2 0.2011 0.8608 0.000 0.920 0.000 0.080
#> T48_CT_B02 2 0.1557 0.8795 0.000 0.944 0.000 0.056
#> T48_CT_B03 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_B04 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_B06 2 0.0336 0.9002 0.000 0.992 0.000 0.008
#> T48_CT_B08 1 0.0336 0.8605 0.992 0.000 0.000 0.008
#> T48_CT_B10 2 0.1389 0.8846 0.000 0.952 0.000 0.048
#> T48_CT_B11 2 0.0921 0.9046 0.000 0.972 0.028 0.000
#> T48_CT_B12 1 0.3308 0.8459 0.872 0.000 0.092 0.036
#> T48_CT_C01 2 0.0336 0.9001 0.000 0.992 0.000 0.008
#> T48_CT_C02 4 0.1975 0.7896 0.048 0.000 0.016 0.936
#> T48_CT_C03 2 0.1489 0.8858 0.000 0.952 0.004 0.044
#> T48_CT_C04 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_C05 2 0.1305 0.9030 0.000 0.960 0.036 0.004
#> T48_CT_C06 2 0.3143 0.8267 0.000 0.876 0.100 0.024
#> T48_CT_C07 1 0.3149 0.8477 0.880 0.000 0.088 0.032
#> T48_CT_C09 2 0.1557 0.8935 0.000 0.944 0.056 0.000
#> T48_CT_C10 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T48_CT_C11 2 0.0188 0.9020 0.000 0.996 0.004 0.000
#> T48_CT_D01 2 0.6107 0.4492 0.000 0.648 0.088 0.264
#> T48_CT_D02 1 0.7136 0.4464 0.568 0.024 0.088 0.320
#> T48_CT_D03 1 0.0895 0.8561 0.976 0.000 0.004 0.020
#> T48_CT_D04 2 0.0817 0.9047 0.000 0.976 0.024 0.000
#> T48_CT_D06 2 0.1302 0.9004 0.000 0.956 0.044 0.000
#> T48_CT_D07 2 0.1211 0.8893 0.000 0.960 0.000 0.040
#> T48_CT_D08 1 0.4105 0.7507 0.812 0.000 0.032 0.156
#> T48_CT_D09 2 0.4728 0.6398 0.000 0.752 0.032 0.216
#> T48_CT_D10 1 0.7421 0.2077 0.488 0.032 0.080 0.400
#> T48_CT_D11 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T48_CT_D12 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_E01 2 0.4295 0.7850 0.028 0.836 0.104 0.032
#> T48_CT_E02 1 0.3634 0.8421 0.856 0.000 0.096 0.048
#> T48_CT_E03 2 0.7114 0.4129 0.252 0.616 0.100 0.032
#> T48_CT_E04 1 0.5719 0.6932 0.756 0.128 0.084 0.032
#> T48_CT_E05 2 0.1452 0.8796 0.000 0.956 0.036 0.008
#> T48_CT_E06 1 0.4795 0.5241 0.696 0.000 0.012 0.292
#> T48_CT_E07 1 0.0188 0.8598 0.996 0.000 0.000 0.004
#> T48_CT_E08 2 0.0469 0.8995 0.000 0.988 0.000 0.012
#> T48_CT_E10 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_E11 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T48_CT_E12 2 0.3444 0.7612 0.000 0.816 0.184 0.000
#> T48_CT_F01 2 0.1389 0.8849 0.000 0.952 0.000 0.048
#> T48_CT_F02 1 0.3570 0.8433 0.860 0.000 0.092 0.048
#> T48_CT_F03 4 0.5478 0.6818 0.228 0.036 0.016 0.720
#> T48_CT_F05 2 0.1557 0.8800 0.000 0.944 0.000 0.056
#> T48_CT_F07 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T48_CT_F09 2 0.0592 0.9040 0.000 0.984 0.016 0.000
#> T48_CT_F10 4 0.5741 0.6208 0.260 0.032 0.020 0.688
#> T48_CT_F11 1 0.1733 0.8608 0.948 0.000 0.028 0.024
#> T48_CT_G01 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_G02 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T48_CT_G03 2 0.0000 0.9010 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0817 0.8958 0.000 0.976 0.000 0.024
#> T48_CT_G08 2 0.2775 0.8557 0.000 0.896 0.084 0.020
#> T48_CT_G09 2 0.4098 0.7970 0.024 0.844 0.104 0.028
#> T48_CT_G10 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T48_CT_G11 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T48_CT_G12 2 0.1022 0.8932 0.000 0.968 0.000 0.032
#> T48_CT_H01 4 0.3907 0.7137 0.000 0.232 0.000 0.768
#> T48_CT_H02 2 0.6659 0.5675 0.156 0.676 0.144 0.024
#> T48_CT_H04 4 0.1975 0.7896 0.048 0.000 0.016 0.936
#> T48_CT_H05 2 0.1302 0.8869 0.000 0.956 0.000 0.044
#> T48_CT_H06 2 0.0921 0.8946 0.000 0.972 0.000 0.028
#> T48_CT_H07 1 0.6977 0.5337 0.600 0.020 0.096 0.284
#> T48_CT_H08 2 0.1305 0.9030 0.000 0.960 0.036 0.004
#> T48_CT_H11 1 0.3463 0.8444 0.864 0.000 0.096 0.040
#> T48_CT_H12 2 0.0817 0.8961 0.000 0.976 0.000 0.024
#> T72_CT_A01 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T72_CT_A05 2 0.1474 0.8959 0.000 0.948 0.052 0.000
#> T72_CT_A08 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_A09 2 0.1302 0.9004 0.000 0.956 0.044 0.000
#> T72_CT_A11 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T72_CT_B01 2 0.0921 0.9046 0.000 0.972 0.028 0.000
#> T72_CT_B02 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T72_CT_B03 1 0.3215 0.8437 0.876 0.000 0.092 0.032
#> T72_CT_B04 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T72_CT_B05 2 0.5013 0.7472 0.064 0.800 0.108 0.028
#> T72_CT_B06 1 0.1936 0.8599 0.940 0.000 0.028 0.032
#> T72_CT_B08 3 0.3837 0.8116 0.000 0.224 0.776 0.000
#> T72_CT_B09 4 0.2635 0.7754 0.076 0.000 0.020 0.904
#> T72_CT_B11 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_B12 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T72_CT_C04 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T72_CT_C06 1 0.3411 0.8442 0.876 0.008 0.084 0.032
#> T72_CT_C07 2 0.1792 0.8853 0.000 0.932 0.068 0.000
#> T72_CT_C09 1 0.4587 0.8007 0.828 0.056 0.084 0.032
#> T72_CT_C11 2 0.2081 0.8726 0.000 0.916 0.084 0.000
#> T72_CT_D01 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T72_CT_D03 2 0.6112 0.5607 0.096 0.656 0.248 0.000
#> T72_CT_D04 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T72_CT_D05 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_D07 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_D10 2 0.6135 0.6325 0.136 0.724 0.112 0.028
#> T72_CT_D11 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T72_CT_E04 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_E05 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T72_CT_E07 2 0.1302 0.9004 0.000 0.956 0.044 0.000
#> T72_CT_F01 2 0.1151 0.9044 0.000 0.968 0.024 0.008
#> T72_CT_F05 2 0.0921 0.9046 0.000 0.972 0.028 0.000
#> T72_CT_F07 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_F10 2 0.1211 0.9022 0.000 0.960 0.040 0.000
#> T72_CT_F11 2 0.1557 0.8935 0.000 0.944 0.056 0.000
#> T72_CT_G03 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T72_CT_G04 1 0.0469 0.8589 0.988 0.000 0.000 0.012
#> T72_CT_G06 2 0.1118 0.9034 0.000 0.964 0.036 0.000
#> T72_CT_G08 2 0.5447 0.0181 0.008 0.528 0.460 0.004
#> T72_CT_G10 2 0.0817 0.9046 0.000 0.976 0.024 0.000
#> T72_CT_G11 1 0.3634 0.8421 0.856 0.000 0.096 0.048
#> T72_CT_H01 2 0.1022 0.9041 0.000 0.968 0.032 0.000
#> T72_CT_H03 2 0.1022 0.9041 0.000 0.968 0.032 0.000
#> T72_CT_H05 3 0.2589 0.9303 0.000 0.116 0.884 0.000
#> T72_CT_H08 3 0.3123 0.8928 0.000 0.156 0.844 0.000
#> T72_CT_H09 3 0.2197 0.8559 0.024 0.048 0.928 0.000
#> T72_CT_H10 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_H11 1 0.3082 0.8481 0.884 0.000 0.084 0.032
#> T72_CT_H12 2 0.0921 0.9046 0.000 0.972 0.028 0.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0912 0.90011 0.000 0.012 0.972 0.000 0.016
#> T0_CT_A03 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_A05 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_A06 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_A07 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_A08 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T0_CT_A10 3 0.0579 0.90331 0.000 0.008 0.984 0.000 0.008
#> T0_CT_A11 4 0.0000 0.68658 0.000 0.000 0.000 1.000 0.000
#> T0_CT_B01 5 0.7558 -0.13255 0.004 0.180 0.264 0.068 0.484
#> T0_CT_B03 3 0.1300 0.89673 0.000 0.016 0.956 0.000 0.028
#> T0_CT_B05 3 0.0451 0.90364 0.000 0.008 0.988 0.000 0.004
#> T0_CT_B07 3 0.0579 0.90331 0.000 0.008 0.984 0.000 0.008
#> T0_CT_B08 3 0.0898 0.89790 0.000 0.008 0.972 0.000 0.020
#> T0_CT_B09 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_C02 3 0.1300 0.89673 0.000 0.016 0.956 0.000 0.028
#> T0_CT_C03 3 0.6569 -0.13653 0.176 0.004 0.436 0.000 0.384
#> T0_CT_C05 2 0.4484 0.61058 0.000 0.764 0.176 0.028 0.032
#> T0_CT_C06 5 0.4992 0.22286 0.020 0.232 0.016 0.020 0.712
#> T0_CT_C07 3 0.0912 0.90121 0.000 0.012 0.972 0.000 0.016
#> T0_CT_C08 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_C09 4 0.0000 0.68658 0.000 0.000 0.000 1.000 0.000
#> T0_CT_C11 2 0.2813 0.77471 0.000 0.876 0.000 0.040 0.084
#> T0_CT_C12 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_D01 3 0.1670 0.87442 0.000 0.012 0.936 0.000 0.052
#> T0_CT_D02 3 0.0912 0.90121 0.000 0.012 0.972 0.000 0.016
#> T0_CT_D03 3 0.0693 0.90278 0.000 0.008 0.980 0.000 0.012
#> T0_CT_D05 3 0.5911 0.39323 0.000 0.228 0.596 0.000 0.176
#> T0_CT_D06 3 0.1386 0.89677 0.000 0.016 0.952 0.000 0.032
#> T0_CT_D07 3 0.0451 0.90364 0.000 0.008 0.988 0.000 0.004
#> T0_CT_D08 3 0.1300 0.89673 0.000 0.016 0.956 0.000 0.028
#> T0_CT_D09 3 0.5616 0.23674 0.000 0.364 0.552 0.000 0.084
#> T0_CT_D11 2 0.4507 0.59320 0.000 0.756 0.188 0.024 0.032
#> T0_CT_D12 3 0.0451 0.90364 0.000 0.008 0.988 0.000 0.004
#> T0_CT_E01 3 0.0693 0.90278 0.000 0.008 0.980 0.000 0.012
#> T0_CT_E03 3 0.0579 0.90331 0.000 0.008 0.984 0.000 0.008
#> T0_CT_E04 2 0.4828 0.59610 0.000 0.748 0.172 0.036 0.044
#> T0_CT_E05 5 0.6214 0.10282 0.108 0.020 0.004 0.268 0.600
#> T0_CT_E06 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_E07 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_E08 3 0.0898 0.89790 0.000 0.008 0.972 0.000 0.020
#> T0_CT_E09 3 0.0798 0.90293 0.000 0.008 0.976 0.000 0.016
#> T0_CT_E10 4 0.0000 0.68658 0.000 0.000 0.000 1.000 0.000
#> T0_CT_E11 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_E12 3 0.2409 0.84557 0.000 0.008 0.908 0.056 0.028
#> T0_CT_F01 3 0.0579 0.90345 0.000 0.008 0.984 0.000 0.008
#> T0_CT_F02 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_F03 3 0.0451 0.90364 0.000 0.008 0.988 0.000 0.004
#> T0_CT_F04 3 0.0912 0.90121 0.000 0.012 0.972 0.000 0.016
#> T0_CT_F05 3 0.5692 0.43253 0.000 0.288 0.628 0.048 0.036
#> T0_CT_F06 3 0.0451 0.90349 0.000 0.008 0.988 0.000 0.004
#> T0_CT_F07 3 0.0579 0.90331 0.000 0.008 0.984 0.000 0.008
#> T0_CT_F09 2 0.2423 0.78824 0.000 0.896 0.000 0.024 0.080
#> T0_CT_F11 3 0.1314 0.89466 0.000 0.012 0.960 0.016 0.012
#> T0_CT_F12 3 0.0579 0.90331 0.000 0.008 0.984 0.000 0.008
#> T0_CT_G01 3 0.0451 0.90364 0.000 0.008 0.988 0.000 0.004
#> T0_CT_G02 3 0.1200 0.89877 0.008 0.012 0.964 0.000 0.016
#> T0_CT_G03 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_G04 3 0.1300 0.89673 0.000 0.016 0.956 0.000 0.028
#> T0_CT_G07 3 0.1300 0.89673 0.000 0.016 0.956 0.000 0.028
#> T0_CT_G08 3 0.1386 0.89677 0.000 0.016 0.952 0.000 0.032
#> T0_CT_G09 5 0.4060 0.60380 0.360 0.000 0.000 0.000 0.640
#> T0_CT_G11 3 0.6083 -0.02345 0.084 0.012 0.452 0.000 0.452
#> T0_CT_H01 5 0.5798 0.53703 0.140 0.128 0.044 0.000 0.688
#> T0_CT_H02 3 0.4215 0.67442 0.000 0.168 0.768 0.000 0.064
#> T0_CT_H04 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T0_CT_H05 3 0.0912 0.90009 0.000 0.012 0.972 0.000 0.016
#> T0_CT_H08 3 0.0451 0.90364 0.000 0.008 0.988 0.000 0.004
#> T0_CT_H09 2 0.7010 0.09999 0.000 0.508 0.152 0.044 0.296
#> T0_CT_H12 3 0.0807 0.90081 0.000 0.012 0.976 0.000 0.012
#> T24_CT_A01 1 0.0000 0.90913 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.2890 0.80999 0.000 0.836 0.004 0.000 0.160
#> T24_CT_A04 2 0.2670 0.78421 0.000 0.888 0.004 0.028 0.080
#> T24_CT_A05 1 0.5196 0.58221 0.696 0.000 0.012 0.212 0.080
#> T24_CT_A07 2 0.2110 0.79358 0.000 0.912 0.000 0.016 0.072
#> T24_CT_A08 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T24_CT_A09 1 0.1638 0.87428 0.932 0.000 0.000 0.004 0.064
#> T24_CT_A10 5 0.3857 0.60675 0.312 0.000 0.000 0.000 0.688
#> T24_CT_B01 5 0.4583 0.29577 0.464 0.000 0.004 0.004 0.528
#> T24_CT_B02 1 0.2670 0.83780 0.888 0.000 0.004 0.028 0.080
#> T24_CT_B03 2 0.4310 0.53185 0.000 0.604 0.004 0.000 0.392
#> T24_CT_B05 2 0.0609 0.81586 0.000 0.980 0.000 0.000 0.020
#> T24_CT_B06 2 0.0162 0.81802 0.000 0.996 0.000 0.000 0.004
#> T24_CT_B07 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T24_CT_B08 2 0.2694 0.77837 0.000 0.884 0.000 0.040 0.076
#> T24_CT_B09 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T24_CT_B11 3 0.3209 0.69907 0.180 0.000 0.812 0.000 0.008
#> T24_CT_C01 1 0.2992 0.81340 0.868 0.000 0.000 0.068 0.064
#> T24_CT_C02 4 0.5970 0.44531 0.000 0.356 0.000 0.524 0.120
#> T24_CT_C03 4 0.7152 0.38844 0.324 0.016 0.004 0.432 0.224
#> T24_CT_C05 2 0.3359 0.74015 0.000 0.840 0.000 0.052 0.108
#> T24_CT_C07 2 0.2172 0.79313 0.000 0.908 0.000 0.016 0.076
#> T24_CT_C08 2 0.2362 0.79217 0.000 0.900 0.000 0.024 0.076
#> T24_CT_C09 4 0.5858 0.52740 0.000 0.308 0.000 0.568 0.124
#> T24_CT_C10 1 0.3837 0.29236 0.692 0.000 0.000 0.000 0.308
#> T24_CT_C11 5 0.6492 0.03329 0.060 0.296 0.004 0.064 0.576
#> T24_CT_C12 2 0.3123 0.80124 0.000 0.812 0.004 0.000 0.184
#> T24_CT_D01 2 0.2694 0.77837 0.000 0.884 0.000 0.040 0.076
#> T24_CT_D02 2 0.2848 0.81123 0.000 0.840 0.004 0.000 0.156
#> T24_CT_D03 2 0.2735 0.77783 0.000 0.880 0.000 0.036 0.084
#> T24_CT_D04 1 0.0404 0.90847 0.988 0.000 0.000 0.000 0.012
#> T24_CT_D05 1 0.4249 -0.20506 0.568 0.000 0.000 0.000 0.432
#> T24_CT_D06 1 0.0162 0.90849 0.996 0.000 0.000 0.000 0.004
#> T24_CT_D07 5 0.6667 0.46012 0.248 0.268 0.004 0.000 0.480
#> T24_CT_D08 2 0.2473 0.78610 0.000 0.896 0.000 0.032 0.072
#> T24_CT_D09 2 0.2970 0.80726 0.000 0.828 0.004 0.000 0.168
#> T24_CT_D10 2 0.1357 0.82146 0.000 0.948 0.000 0.004 0.048
#> T24_CT_D11 2 0.1792 0.80312 0.000 0.916 0.000 0.000 0.084
#> T24_CT_E01 5 0.4101 0.59441 0.372 0.000 0.000 0.000 0.628
#> T24_CT_E02 1 0.2700 0.83390 0.884 0.000 0.004 0.024 0.088
#> T24_CT_E04 2 0.1012 0.81133 0.000 0.968 0.000 0.020 0.012
#> T24_CT_E05 1 0.2032 0.87252 0.924 0.000 0.004 0.020 0.052
#> T24_CT_E07 5 0.4560 0.30239 0.016 0.304 0.008 0.000 0.672
#> T24_CT_E09 1 0.0794 0.89931 0.972 0.000 0.000 0.000 0.028
#> T24_CT_E11 1 0.1197 0.88812 0.952 0.000 0.000 0.000 0.048
#> T24_CT_E12 2 0.2676 0.77978 0.000 0.884 0.000 0.036 0.080
#> T24_CT_F01 2 0.2595 0.78284 0.000 0.888 0.000 0.032 0.080
#> T24_CT_F02 2 0.1608 0.82061 0.000 0.928 0.000 0.000 0.072
#> T24_CT_F03 5 0.3990 0.60705 0.308 0.000 0.004 0.000 0.688
#> T24_CT_F04 4 0.6930 0.48861 0.072 0.068 0.004 0.476 0.380
#> T24_CT_F05 5 0.3983 0.60761 0.340 0.000 0.000 0.000 0.660
#> T24_CT_F07 4 0.6342 0.58034 0.136 0.016 0.004 0.588 0.256
#> T24_CT_F08 1 0.5218 0.53543 0.672 0.000 0.004 0.240 0.084
#> T24_CT_F09 2 0.3278 0.80768 0.000 0.824 0.020 0.000 0.156
#> T24_CT_F10 5 0.6267 0.24986 0.032 0.312 0.088 0.000 0.568
#> T24_CT_F11 5 0.3932 0.61835 0.328 0.000 0.000 0.000 0.672
#> T24_CT_F12 2 0.2295 0.82146 0.000 0.900 0.004 0.008 0.088
#> T24_CT_G01 2 0.0290 0.81870 0.000 0.992 0.000 0.000 0.008
#> T24_CT_G02 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T24_CT_G03 1 0.1670 0.87860 0.936 0.000 0.000 0.012 0.052
#> T24_CT_G04 2 0.4608 0.53207 0.008 0.644 0.012 0.000 0.336
#> T24_CT_G05 2 0.6068 -0.23125 0.000 0.452 0.000 0.428 0.120
#> T24_CT_G06 1 0.0404 0.90401 0.988 0.000 0.000 0.000 0.012
#> T24_CT_G08 1 0.1282 0.88883 0.952 0.000 0.000 0.004 0.044
#> T24_CT_G10 2 0.3048 0.80446 0.000 0.820 0.004 0.000 0.176
#> T24_CT_G11 1 0.4792 0.62540 0.724 0.000 0.004 0.196 0.076
#> T24_CT_G12 1 0.0798 0.89678 0.976 0.000 0.016 0.000 0.008
#> T24_CT_H01 3 0.0451 0.90157 0.000 0.004 0.988 0.000 0.008
#> T24_CT_H02 1 0.0404 0.90686 0.988 0.000 0.000 0.000 0.012
#> T24_CT_H03 2 0.1943 0.79876 0.000 0.924 0.000 0.020 0.056
#> T24_CT_H05 5 0.5932 0.35727 0.380 0.000 0.004 0.096 0.520
#> T24_CT_H07 5 0.4305 0.39495 0.488 0.000 0.000 0.000 0.512
#> T24_CT_H09 1 0.0955 0.89772 0.968 0.000 0.000 0.004 0.028
#> T24_CT_H12 1 0.0162 0.90849 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A01 2 0.3318 0.79557 0.000 0.800 0.008 0.000 0.192
#> T48_CT_A02 2 0.2970 0.80713 0.000 0.828 0.004 0.000 0.168
#> T48_CT_A03 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T48_CT_A04 2 0.2616 0.78093 0.000 0.888 0.000 0.036 0.076
#> T48_CT_A05 5 0.4559 -0.22467 0.000 0.480 0.008 0.000 0.512
#> T48_CT_A06 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T48_CT_A07 3 0.4827 0.61429 0.000 0.116 0.724 0.000 0.160
#> T48_CT_A08 2 0.3160 0.79885 0.000 0.808 0.004 0.000 0.188
#> T48_CT_A09 5 0.4074 0.60185 0.364 0.000 0.000 0.000 0.636
#> T48_CT_A10 2 0.2694 0.77837 0.000 0.884 0.000 0.040 0.076
#> T48_CT_A11 2 0.1341 0.82186 0.000 0.944 0.000 0.000 0.056
#> T48_CT_A12 5 0.4915 0.56588 0.236 0.000 0.004 0.064 0.696
#> T48_CT_B01 2 0.2962 0.76594 0.000 0.868 0.000 0.048 0.084
#> T48_CT_B02 2 0.2962 0.76594 0.000 0.868 0.000 0.048 0.084
#> T48_CT_B03 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T48_CT_B04 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T48_CT_B06 2 0.2233 0.79390 0.000 0.904 0.000 0.016 0.080
#> T48_CT_B08 1 0.1270 0.86515 0.948 0.000 0.000 0.000 0.052
#> T48_CT_B10 2 0.2770 0.77576 0.000 0.880 0.000 0.044 0.076
#> T48_CT_B11 2 0.2719 0.81301 0.000 0.852 0.004 0.000 0.144
#> T48_CT_B12 5 0.3684 0.62846 0.280 0.000 0.000 0.000 0.720
#> T48_CT_C01 2 0.1211 0.80973 0.000 0.960 0.000 0.016 0.024
#> T48_CT_C02 4 0.1043 0.67889 0.040 0.000 0.000 0.960 0.000
#> T48_CT_C03 2 0.2770 0.77576 0.000 0.880 0.000 0.044 0.076
#> T48_CT_C04 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T48_CT_C05 2 0.3160 0.79885 0.000 0.808 0.004 0.000 0.188
#> T48_CT_C06 2 0.3521 0.75796 0.000 0.764 0.004 0.000 0.232
#> T48_CT_C07 5 0.3932 0.61696 0.328 0.000 0.000 0.000 0.672
#> T48_CT_C09 2 0.3621 0.78974 0.000 0.788 0.020 0.000 0.192
#> T48_CT_C10 5 0.4126 0.58567 0.380 0.000 0.000 0.000 0.620
#> T48_CT_C11 2 0.2536 0.81585 0.000 0.868 0.004 0.000 0.128
#> T48_CT_D01 5 0.5857 -0.02966 0.000 0.300 0.004 0.112 0.584
#> T48_CT_D02 5 0.5541 0.43124 0.164 0.004 0.004 0.152 0.676
#> T48_CT_D03 1 0.1121 0.89052 0.956 0.000 0.000 0.000 0.044
#> T48_CT_D04 2 0.1792 0.82069 0.000 0.916 0.000 0.000 0.084
#> T48_CT_D06 2 0.3427 0.79382 0.000 0.796 0.012 0.000 0.192
#> T48_CT_D07 2 0.2616 0.78136 0.000 0.888 0.000 0.036 0.076
#> T48_CT_D08 5 0.5821 0.27506 0.424 0.000 0.004 0.080 0.492
#> T48_CT_D09 2 0.4091 0.68786 0.000 0.796 0.004 0.076 0.124
#> T48_CT_D10 5 0.5766 0.24283 0.056 0.072 0.004 0.172 0.696
#> T48_CT_D11 2 0.3550 0.79459 0.000 0.796 0.020 0.000 0.184
#> T48_CT_D12 1 0.0566 0.90718 0.984 0.000 0.004 0.000 0.012
#> T48_CT_E01 5 0.4538 0.22481 0.012 0.348 0.004 0.000 0.636
#> T48_CT_E02 5 0.3741 0.61573 0.264 0.004 0.000 0.000 0.732
#> T48_CT_E03 5 0.5584 0.34167 0.072 0.276 0.016 0.000 0.636
#> T48_CT_E04 5 0.4487 0.53057 0.140 0.104 0.000 0.000 0.756
#> T48_CT_E05 2 0.2233 0.79125 0.000 0.904 0.000 0.016 0.080
#> T48_CT_E06 1 0.4032 0.73786 0.800 0.000 0.004 0.124 0.072
#> T48_CT_E07 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T48_CT_E08 2 0.2362 0.78800 0.000 0.900 0.000 0.024 0.076
#> T48_CT_E10 1 0.0290 0.90646 0.992 0.000 0.000 0.000 0.008
#> T48_CT_E11 5 0.4210 0.54696 0.412 0.000 0.000 0.000 0.588
#> T48_CT_E12 2 0.5177 0.68097 0.000 0.688 0.132 0.000 0.180
#> T48_CT_F01 2 0.2770 0.77576 0.000 0.880 0.000 0.044 0.076
#> T48_CT_F02 5 0.3774 0.61308 0.296 0.000 0.000 0.000 0.704
#> T48_CT_F03 4 0.6678 0.43707 0.156 0.008 0.004 0.464 0.368
#> T48_CT_F05 2 0.2962 0.76594 0.000 0.868 0.000 0.048 0.084
#> T48_CT_F07 5 0.4101 0.58853 0.372 0.000 0.000 0.000 0.628
#> T48_CT_F09 2 0.1671 0.82174 0.000 0.924 0.000 0.000 0.076
#> T48_CT_F10 4 0.6596 0.39836 0.160 0.004 0.004 0.464 0.368
#> T48_CT_F11 1 0.2629 0.73438 0.860 0.000 0.004 0.000 0.136
#> T48_CT_G01 1 0.0404 0.90700 0.988 0.000 0.000 0.000 0.012
#> T48_CT_G02 2 0.3160 0.79885 0.000 0.808 0.004 0.000 0.188
#> T48_CT_G03 2 0.1671 0.79793 0.000 0.924 0.000 0.000 0.076
#> T48_CT_G07 2 0.2535 0.78330 0.000 0.892 0.000 0.032 0.076
#> T48_CT_G08 2 0.3521 0.76641 0.000 0.764 0.004 0.000 0.232
#> T48_CT_G09 5 0.4516 0.00109 0.004 0.416 0.004 0.000 0.576
#> T48_CT_G10 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T48_CT_G11 5 0.4045 0.60751 0.356 0.000 0.000 0.000 0.644
#> T48_CT_G12 2 0.2535 0.78330 0.000 0.892 0.000 0.032 0.076
#> T48_CT_H01 4 0.5927 0.48310 0.000 0.340 0.000 0.540 0.120
#> T48_CT_H02 5 0.5434 0.22889 0.044 0.336 0.016 0.000 0.604
#> T48_CT_H04 4 0.1043 0.67889 0.040 0.000 0.000 0.960 0.000
#> T48_CT_H05 2 0.2694 0.77837 0.000 0.884 0.000 0.040 0.076
#> T48_CT_H06 2 0.2388 0.78789 0.000 0.900 0.000 0.028 0.072
#> T48_CT_H07 5 0.5082 0.44699 0.132 0.020 0.004 0.100 0.744
#> T48_CT_H08 2 0.3160 0.79885 0.000 0.808 0.004 0.000 0.188
#> T48_CT_H11 5 0.3838 0.62228 0.280 0.000 0.004 0.000 0.716
#> T48_CT_H12 2 0.1741 0.81933 0.000 0.936 0.000 0.024 0.040
#> T72_CT_A01 2 0.3086 0.80269 0.000 0.816 0.004 0.000 0.180
#> T72_CT_A05 2 0.3675 0.78963 0.000 0.788 0.024 0.000 0.188
#> T72_CT_A08 5 0.4278 0.48109 0.452 0.000 0.000 0.000 0.548
#> T72_CT_A09 2 0.3427 0.79382 0.000 0.796 0.012 0.000 0.192
#> T72_CT_A11 2 0.3123 0.80090 0.000 0.812 0.004 0.000 0.184
#> T72_CT_B01 2 0.1544 0.82172 0.000 0.932 0.000 0.000 0.068
#> T72_CT_B02 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T72_CT_B03 5 0.4678 0.61189 0.300 0.028 0.004 0.000 0.668
#> T72_CT_B04 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T72_CT_B05 5 0.4849 0.12044 0.012 0.376 0.012 0.000 0.600
#> T72_CT_B06 1 0.2848 0.69629 0.840 0.000 0.004 0.000 0.156
#> T72_CT_B08 3 0.4761 0.62683 0.000 0.144 0.732 0.000 0.124
#> T72_CT_B09 4 0.1597 0.67548 0.048 0.000 0.000 0.940 0.012
#> T72_CT_B11 5 0.4074 0.60185 0.364 0.000 0.000 0.000 0.636
#> T72_CT_B12 2 0.3160 0.79885 0.000 0.808 0.004 0.000 0.188
#> T72_CT_C04 2 0.3123 0.80090 0.000 0.812 0.004 0.000 0.184
#> T72_CT_C06 5 0.4537 0.54786 0.184 0.076 0.000 0.000 0.740
#> T72_CT_C07 2 0.4269 0.76326 0.000 0.756 0.056 0.000 0.188
#> T72_CT_C09 5 0.4469 0.51903 0.148 0.096 0.000 0.000 0.756
#> T72_CT_C11 2 0.4170 0.76824 0.000 0.760 0.048 0.000 0.192
#> T72_CT_D01 2 0.3123 0.80090 0.000 0.812 0.004 0.000 0.184
#> T72_CT_D03 5 0.7219 0.00858 0.056 0.368 0.136 0.000 0.440
#> T72_CT_D04 2 0.3318 0.79557 0.000 0.800 0.008 0.000 0.192
#> T72_CT_D05 5 0.4088 0.59846 0.368 0.000 0.000 0.000 0.632
#> T72_CT_D07 5 0.4088 0.59846 0.368 0.000 0.000 0.000 0.632
#> T72_CT_D10 5 0.5244 0.28926 0.044 0.312 0.012 0.000 0.632
#> T72_CT_D11 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T72_CT_E04 5 0.3857 0.62340 0.312 0.000 0.000 0.000 0.688
#> T72_CT_E05 2 0.3123 0.80090 0.000 0.812 0.004 0.000 0.184
#> T72_CT_E07 2 0.3391 0.79658 0.000 0.800 0.012 0.000 0.188
#> T72_CT_F01 2 0.2848 0.80980 0.000 0.840 0.004 0.000 0.156
#> T72_CT_F05 2 0.1469 0.82016 0.000 0.948 0.000 0.016 0.036
#> T72_CT_F07 5 0.4088 0.59846 0.368 0.000 0.000 0.000 0.632
#> T72_CT_F10 2 0.3123 0.80090 0.000 0.812 0.004 0.000 0.184
#> T72_CT_F11 2 0.3675 0.78963 0.000 0.788 0.024 0.000 0.188
#> T72_CT_G03 1 0.0324 0.90860 0.992 0.000 0.004 0.000 0.004
#> T72_CT_G04 1 0.0162 0.90956 0.996 0.000 0.004 0.000 0.000
#> T72_CT_G06 2 0.1808 0.81661 0.000 0.936 0.020 0.004 0.040
#> T72_CT_G08 3 0.6767 -0.05908 0.000 0.272 0.380 0.000 0.348
#> T72_CT_G10 2 0.2719 0.81305 0.000 0.852 0.004 0.000 0.144
#> T72_CT_G11 5 0.3944 0.61363 0.272 0.004 0.004 0.000 0.720
#> T72_CT_H01 2 0.2329 0.81743 0.000 0.876 0.000 0.000 0.124
#> T72_CT_H03 2 0.3123 0.80090 0.000 0.812 0.004 0.000 0.184
#> T72_CT_H05 3 0.1082 0.89346 0.000 0.008 0.964 0.000 0.028
#> T72_CT_H08 3 0.4889 0.60234 0.000 0.136 0.720 0.000 0.144
#> T72_CT_H09 3 0.0955 0.89501 0.000 0.004 0.968 0.000 0.028
#> T72_CT_H10 5 0.4074 0.60185 0.364 0.000 0.000 0.000 0.636
#> T72_CT_H11 5 0.4015 0.61078 0.348 0.000 0.000 0.000 0.652
#> T72_CT_H12 2 0.2848 0.80978 0.000 0.840 0.004 0.000 0.156
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.1908 0.8757 0.000 0.004 0.900 0.096 0.000 0.000
#> T0_CT_A03 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_A05 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_A06 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T0_CT_A07 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_A08 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T0_CT_A10 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_A11 6 0.0146 0.9924 0.000 0.000 0.000 0.004 0.000 0.996
#> T0_CT_B01 4 0.7559 -0.3894 0.012 0.276 0.076 0.320 0.312 0.004
#> T0_CT_B03 3 0.2062 0.8838 0.000 0.004 0.900 0.088 0.008 0.000
#> T0_CT_B05 3 0.1082 0.9110 0.000 0.004 0.956 0.040 0.000 0.000
#> T0_CT_B07 3 0.0405 0.9108 0.000 0.004 0.988 0.008 0.000 0.000
#> T0_CT_B08 3 0.1843 0.8905 0.000 0.004 0.912 0.080 0.004 0.000
#> T0_CT_B09 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_C02 3 0.2062 0.8838 0.000 0.004 0.900 0.088 0.008 0.000
#> T0_CT_C03 3 0.5350 0.0226 0.060 0.000 0.496 0.020 0.424 0.000
#> T0_CT_C05 2 0.1515 0.7415 0.000 0.944 0.020 0.028 0.008 0.000
#> T0_CT_C06 5 0.6378 0.3802 0.004 0.160 0.036 0.300 0.500 0.000
#> T0_CT_C07 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_C08 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_C09 6 0.0146 0.9924 0.000 0.000 0.000 0.004 0.000 0.996
#> T0_CT_C11 2 0.0363 0.7611 0.000 0.988 0.000 0.012 0.000 0.000
#> T0_CT_C12 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_D01 3 0.2734 0.8250 0.000 0.004 0.840 0.148 0.008 0.000
#> T0_CT_D02 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T0_CT_D03 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_D05 3 0.5841 0.4159 0.000 0.116 0.628 0.180 0.076 0.000
#> T0_CT_D06 3 0.1787 0.8877 0.000 0.004 0.920 0.068 0.008 0.000
#> T0_CT_D07 3 0.0858 0.9124 0.000 0.004 0.968 0.028 0.000 0.000
#> T0_CT_D08 3 0.2174 0.8817 0.000 0.008 0.896 0.088 0.008 0.000
#> T0_CT_D09 3 0.6183 -0.1001 0.000 0.232 0.424 0.336 0.008 0.000
#> T0_CT_D11 2 0.1666 0.7333 0.000 0.936 0.036 0.020 0.008 0.000
#> T0_CT_D12 3 0.0692 0.9127 0.000 0.004 0.976 0.020 0.000 0.000
#> T0_CT_E01 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_E03 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_E04 2 0.1957 0.7212 0.000 0.920 0.048 0.024 0.008 0.000
#> T0_CT_E05 5 0.5906 0.3655 0.020 0.000 0.000 0.320 0.520 0.140
#> T0_CT_E06 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T0_CT_E07 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_E08 3 0.2001 0.8829 0.000 0.004 0.900 0.092 0.004 0.000
#> T0_CT_E09 3 0.0922 0.9127 0.000 0.004 0.968 0.024 0.004 0.000
#> T0_CT_E10 6 0.0146 0.9924 0.000 0.000 0.000 0.004 0.000 0.996
#> T0_CT_E11 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_E12 3 0.1881 0.8568 0.004 0.000 0.924 0.052 0.004 0.016
#> T0_CT_F01 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_F02 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_F03 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_F04 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_F05 2 0.4387 0.2040 0.000 0.584 0.392 0.016 0.008 0.000
#> T0_CT_F06 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_F07 3 0.0748 0.9122 0.000 0.004 0.976 0.016 0.004 0.000
#> T0_CT_F09 2 0.0603 0.7597 0.000 0.980 0.000 0.016 0.004 0.000
#> T0_CT_F11 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T0_CT_F12 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_G01 3 0.1010 0.9116 0.000 0.004 0.960 0.036 0.000 0.000
#> T0_CT_G02 3 0.0551 0.9084 0.000 0.004 0.984 0.004 0.008 0.000
#> T0_CT_G03 3 0.0291 0.9099 0.000 0.004 0.992 0.004 0.000 0.000
#> T0_CT_G04 3 0.2009 0.8851 0.000 0.004 0.904 0.084 0.008 0.000
#> T0_CT_G07 3 0.2062 0.8838 0.000 0.004 0.900 0.088 0.008 0.000
#> T0_CT_G08 3 0.1787 0.8877 0.000 0.004 0.920 0.068 0.008 0.000
#> T0_CT_G09 5 0.2147 0.7508 0.084 0.000 0.000 0.020 0.896 0.000
#> T0_CT_G11 5 0.5375 0.0942 0.016 0.004 0.456 0.056 0.468 0.000
#> T0_CT_H01 5 0.3114 0.7283 0.024 0.032 0.040 0.032 0.872 0.000
#> T0_CT_H02 3 0.4186 0.6894 0.000 0.068 0.744 0.180 0.008 0.000
#> T0_CT_H04 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T0_CT_H05 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T0_CT_H08 3 0.0508 0.9115 0.000 0.004 0.984 0.012 0.000 0.000
#> T0_CT_H09 2 0.5000 0.3626 0.000 0.640 0.052 0.280 0.028 0.000
#> T0_CT_H12 3 0.0436 0.9096 0.000 0.004 0.988 0.004 0.004 0.000
#> T24_CT_A01 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_A03 4 0.3797 0.5944 0.000 0.420 0.000 0.580 0.000 0.000
#> T24_CT_A04 2 0.0520 0.7601 0.000 0.984 0.000 0.008 0.008 0.000
#> T24_CT_A05 1 0.5206 0.6801 0.728 0.000 0.028 0.068 0.060 0.116
#> T24_CT_A07 2 0.0000 0.7631 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A08 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_A09 1 0.2132 0.8624 0.912 0.000 0.004 0.028 0.052 0.004
#> T24_CT_A10 5 0.2134 0.7438 0.044 0.000 0.000 0.052 0.904 0.000
#> T24_CT_B01 5 0.4889 0.5199 0.084 0.000 0.000 0.312 0.604 0.000
#> T24_CT_B02 1 0.3293 0.8151 0.844 0.000 0.004 0.064 0.076 0.012
#> T24_CT_B03 4 0.5173 0.5097 0.000 0.128 0.000 0.596 0.276 0.000
#> T24_CT_B05 2 0.1075 0.7363 0.000 0.952 0.000 0.048 0.000 0.000
#> T24_CT_B06 2 0.1556 0.7022 0.000 0.920 0.000 0.080 0.000 0.000
#> T24_CT_B07 1 0.0806 0.9142 0.972 0.000 0.000 0.008 0.020 0.000
#> T24_CT_B08 2 0.0146 0.7629 0.000 0.996 0.000 0.004 0.000 0.000
#> T24_CT_B09 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_B11 3 0.1663 0.8256 0.088 0.000 0.912 0.000 0.000 0.000
#> T24_CT_C01 1 0.3034 0.8286 0.868 0.000 0.004 0.036 0.060 0.032
#> T24_CT_C02 2 0.5323 0.3022 0.000 0.612 0.000 0.260 0.012 0.116
#> T24_CT_C03 4 0.8536 -0.4854 0.120 0.112 0.000 0.332 0.208 0.228
#> T24_CT_C05 2 0.2340 0.6548 0.000 0.852 0.000 0.148 0.000 0.000
#> T24_CT_C07 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_C08 2 0.0146 0.7628 0.000 0.996 0.000 0.004 0.000 0.000
#> T24_CT_C09 2 0.6029 0.0299 0.000 0.492 0.000 0.260 0.008 0.240
#> T24_CT_C10 1 0.3860 0.0825 0.528 0.000 0.000 0.000 0.472 0.000
#> T24_CT_C11 2 0.6583 0.0572 0.028 0.472 0.008 0.320 0.168 0.004
#> T24_CT_C12 4 0.3966 0.5587 0.000 0.444 0.000 0.552 0.004 0.000
#> T24_CT_D01 2 0.0000 0.7631 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.3999 -0.4513 0.000 0.500 0.000 0.496 0.004 0.000
#> T24_CT_D03 2 0.0260 0.7617 0.000 0.992 0.000 0.008 0.000 0.000
#> T24_CT_D04 1 0.0603 0.9141 0.980 0.000 0.000 0.004 0.016 0.000
#> T24_CT_D05 5 0.4199 0.3610 0.380 0.000 0.000 0.020 0.600 0.000
#> T24_CT_D06 1 0.0837 0.9140 0.972 0.000 0.004 0.004 0.020 0.000
#> T24_CT_D07 5 0.5754 0.3746 0.060 0.080 0.000 0.264 0.596 0.000
#> T24_CT_D08 2 0.0000 0.7631 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D09 4 0.3950 0.5688 0.000 0.432 0.000 0.564 0.004 0.000
#> T24_CT_D10 2 0.3161 0.5118 0.000 0.776 0.000 0.216 0.008 0.000
#> T24_CT_D11 2 0.0790 0.7475 0.000 0.968 0.000 0.032 0.000 0.000
#> T24_CT_E01 5 0.1556 0.7576 0.080 0.000 0.000 0.000 0.920 0.000
#> T24_CT_E02 1 0.3993 0.7687 0.792 0.000 0.004 0.080 0.108 0.016
#> T24_CT_E04 2 0.1462 0.7254 0.000 0.936 0.000 0.056 0.008 0.000
#> T24_CT_E05 1 0.1969 0.8672 0.920 0.000 0.004 0.020 0.052 0.004
#> T24_CT_E07 4 0.4264 0.0840 0.000 0.016 0.000 0.496 0.488 0.000
#> T24_CT_E09 1 0.0964 0.8971 0.968 0.000 0.004 0.016 0.012 0.000
#> T24_CT_E11 1 0.1053 0.9081 0.964 0.000 0.000 0.012 0.020 0.004
#> T24_CT_E12 2 0.0146 0.7633 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_F01 2 0.0146 0.7633 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_F02 2 0.2631 0.6230 0.000 0.840 0.000 0.152 0.008 0.000
#> T24_CT_F03 5 0.2404 0.7362 0.036 0.000 0.000 0.080 0.884 0.000
#> T24_CT_F04 4 0.7726 -0.4660 0.020 0.100 0.000 0.324 0.296 0.260
#> T24_CT_F05 5 0.1471 0.7600 0.064 0.000 0.000 0.004 0.932 0.000
#> T24_CT_F07 4 0.7680 -0.4897 0.020 0.092 0.000 0.324 0.268 0.296
#> T24_CT_F08 1 0.5733 0.5588 0.652 0.000 0.004 0.108 0.072 0.164
#> T24_CT_F09 4 0.4025 0.5579 0.000 0.416 0.000 0.576 0.008 0.000
#> T24_CT_F10 4 0.5043 0.2935 0.000 0.012 0.056 0.568 0.364 0.000
#> T24_CT_F11 5 0.1387 0.7592 0.068 0.000 0.000 0.000 0.932 0.000
#> T24_CT_F12 2 0.3601 0.1770 0.000 0.684 0.000 0.312 0.004 0.000
#> T24_CT_G01 2 0.1556 0.7009 0.000 0.920 0.000 0.080 0.000 0.000
#> T24_CT_G02 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_G03 1 0.2053 0.8649 0.916 0.000 0.004 0.024 0.052 0.004
#> T24_CT_G04 4 0.6057 0.4158 0.000 0.360 0.004 0.420 0.216 0.000
#> T24_CT_G05 2 0.4966 0.3499 0.000 0.640 0.000 0.264 0.008 0.088
#> T24_CT_G06 1 0.0951 0.9135 0.968 0.000 0.004 0.008 0.020 0.000
#> T24_CT_G08 1 0.1552 0.8814 0.940 0.000 0.004 0.020 0.036 0.000
#> T24_CT_G10 4 0.3828 0.5687 0.000 0.440 0.000 0.560 0.000 0.000
#> T24_CT_G11 1 0.4636 0.7139 0.756 0.000 0.004 0.064 0.064 0.112
#> T24_CT_G12 1 0.1498 0.8911 0.940 0.000 0.032 0.000 0.028 0.000
#> T24_CT_H01 3 0.0935 0.9108 0.000 0.000 0.964 0.032 0.004 0.000
#> T24_CT_H02 1 0.0603 0.9141 0.980 0.000 0.000 0.004 0.016 0.000
#> T24_CT_H03 2 0.0260 0.7617 0.000 0.992 0.000 0.008 0.000 0.000
#> T24_CT_H05 5 0.5146 0.5047 0.056 0.000 0.000 0.320 0.600 0.024
#> T24_CT_H07 5 0.3819 0.6886 0.172 0.000 0.000 0.064 0.764 0.000
#> T24_CT_H09 1 0.1546 0.8843 0.944 0.000 0.004 0.020 0.028 0.004
#> T24_CT_H12 1 0.0713 0.9115 0.972 0.000 0.000 0.000 0.028 0.000
#> T48_CT_A01 4 0.3684 0.6245 0.000 0.372 0.000 0.628 0.000 0.000
#> T48_CT_A02 4 0.3961 0.5614 0.000 0.440 0.000 0.556 0.004 0.000
#> T48_CT_A03 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_A04 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_A05 4 0.4408 0.3747 0.000 0.036 0.000 0.608 0.356 0.000
#> T48_CT_A06 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_A07 4 0.4058 0.1945 0.000 0.008 0.372 0.616 0.004 0.000
#> T48_CT_A08 4 0.3881 0.6154 0.000 0.396 0.000 0.600 0.004 0.000
#> T48_CT_A09 5 0.2060 0.7522 0.084 0.000 0.000 0.016 0.900 0.000
#> T48_CT_A10 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_A11 2 0.2871 0.5360 0.000 0.804 0.000 0.192 0.004 0.000
#> T48_CT_A12 5 0.4513 0.5415 0.020 0.000 0.000 0.304 0.652 0.024
#> T48_CT_B01 2 0.2070 0.6961 0.000 0.892 0.000 0.100 0.008 0.000
#> T48_CT_B02 2 0.2020 0.6992 0.000 0.896 0.000 0.096 0.008 0.000
#> T48_CT_B03 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_B04 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_B06 2 0.0146 0.7633 0.000 0.996 0.000 0.000 0.004 0.000
#> T48_CT_B08 1 0.1663 0.8651 0.912 0.000 0.000 0.000 0.088 0.000
#> T48_CT_B10 2 0.0405 0.7629 0.000 0.988 0.000 0.004 0.008 0.000
#> T48_CT_B11 2 0.3997 -0.4347 0.000 0.508 0.000 0.488 0.004 0.000
#> T48_CT_B12 5 0.1010 0.7548 0.036 0.000 0.000 0.004 0.960 0.000
#> T48_CT_C01 2 0.1643 0.7139 0.000 0.924 0.000 0.068 0.008 0.000
#> T48_CT_C02 6 0.0000 0.9919 0.000 0.000 0.000 0.000 0.000 1.000
#> T48_CT_C03 2 0.0405 0.7629 0.000 0.988 0.000 0.004 0.008 0.000
#> T48_CT_C04 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_C05 4 0.3717 0.6231 0.000 0.384 0.000 0.616 0.000 0.000
#> T48_CT_C06 4 0.4919 0.5636 0.000 0.388 0.000 0.544 0.068 0.000
#> T48_CT_C07 5 0.1584 0.7602 0.064 0.000 0.000 0.008 0.928 0.000
#> T48_CT_C09 4 0.3634 0.6263 0.000 0.356 0.000 0.644 0.000 0.000
#> T48_CT_C10 5 0.1753 0.7581 0.084 0.000 0.000 0.004 0.912 0.000
#> T48_CT_C11 2 0.3847 -0.3516 0.000 0.544 0.000 0.456 0.000 0.000
#> T48_CT_D01 2 0.6056 -0.0575 0.000 0.408 0.000 0.316 0.276 0.000
#> T48_CT_D02 5 0.5106 0.4894 0.024 0.000 0.000 0.324 0.600 0.052
#> T48_CT_D03 1 0.1218 0.8997 0.956 0.000 0.004 0.012 0.028 0.000
#> T48_CT_D04 2 0.3446 0.2521 0.000 0.692 0.000 0.308 0.000 0.000
#> T48_CT_D06 4 0.3672 0.6249 0.000 0.368 0.000 0.632 0.000 0.000
#> T48_CT_D07 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_D08 5 0.5107 0.5034 0.048 0.000 0.000 0.320 0.604 0.028
#> T48_CT_D09 2 0.3898 0.4355 0.000 0.684 0.000 0.296 0.020 0.000
#> T48_CT_D10 5 0.5295 0.4841 0.020 0.008 0.000 0.316 0.600 0.056
#> T48_CT_D11 4 0.3830 0.6210 0.000 0.376 0.000 0.620 0.004 0.000
#> T48_CT_D12 1 0.0260 0.9121 0.992 0.000 0.000 0.000 0.008 0.000
#> T48_CT_E01 4 0.4246 0.3031 0.000 0.020 0.000 0.580 0.400 0.000
#> T48_CT_E02 5 0.3863 0.6087 0.028 0.000 0.000 0.260 0.712 0.000
#> T48_CT_E03 5 0.4208 0.0474 0.004 0.008 0.000 0.452 0.536 0.000
#> T48_CT_E04 5 0.2058 0.7391 0.036 0.000 0.000 0.056 0.908 0.000
#> T48_CT_E05 2 0.0291 0.7628 0.000 0.992 0.000 0.004 0.004 0.000
#> T48_CT_E06 1 0.3551 0.8012 0.836 0.000 0.004 0.036 0.060 0.064
#> T48_CT_E07 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_E08 2 0.0000 0.7631 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.0806 0.9142 0.972 0.000 0.000 0.008 0.020 0.000
#> T48_CT_E11 5 0.2218 0.7521 0.104 0.000 0.000 0.012 0.884 0.000
#> T48_CT_E12 4 0.4659 0.5974 0.000 0.320 0.052 0.624 0.004 0.000
#> T48_CT_F01 2 0.0520 0.7618 0.000 0.984 0.000 0.008 0.008 0.000
#> T48_CT_F02 5 0.2197 0.7485 0.044 0.000 0.000 0.056 0.900 0.000
#> T48_CT_F03 5 0.6599 0.1802 0.020 0.008 0.000 0.320 0.424 0.228
#> T48_CT_F05 2 0.1398 0.7360 0.000 0.940 0.000 0.052 0.008 0.000
#> T48_CT_F07 5 0.2384 0.7577 0.084 0.000 0.000 0.032 0.884 0.000
#> T48_CT_F09 2 0.3515 0.1889 0.000 0.676 0.000 0.324 0.000 0.000
#> T48_CT_F10 5 0.6490 0.0979 0.020 0.000 0.000 0.320 0.392 0.268
#> T48_CT_F11 1 0.2912 0.6948 0.784 0.000 0.000 0.000 0.216 0.000
#> T48_CT_G01 1 0.1972 0.8902 0.916 0.000 0.004 0.024 0.056 0.000
#> T48_CT_G02 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T48_CT_G03 2 0.0405 0.7618 0.000 0.988 0.000 0.008 0.004 0.000
#> T48_CT_G07 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_G08 4 0.4446 0.6143 0.000 0.348 0.000 0.612 0.040 0.000
#> T48_CT_G09 4 0.4409 0.3408 0.000 0.032 0.000 0.588 0.380 0.000
#> T48_CT_G10 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T48_CT_G11 5 0.1701 0.7581 0.072 0.000 0.000 0.008 0.920 0.000
#> T48_CT_G12 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_H01 2 0.5407 0.2952 0.000 0.608 0.000 0.260 0.016 0.116
#> T48_CT_H02 4 0.4178 0.3399 0.000 0.020 0.000 0.608 0.372 0.000
#> T48_CT_H04 6 0.0000 0.9919 0.000 0.000 0.000 0.000 0.000 1.000
#> T48_CT_H05 2 0.0146 0.7628 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_H06 2 0.0260 0.7634 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_H07 5 0.4769 0.5184 0.020 0.004 0.000 0.316 0.632 0.028
#> T48_CT_H08 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T48_CT_H11 5 0.1723 0.7506 0.036 0.000 0.000 0.036 0.928 0.000
#> T48_CT_H12 2 0.2593 0.6042 0.000 0.844 0.000 0.148 0.008 0.000
#> T72_CT_A01 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_A05 4 0.3672 0.6249 0.000 0.368 0.000 0.632 0.000 0.000
#> T72_CT_A08 5 0.2901 0.7392 0.128 0.000 0.000 0.032 0.840 0.000
#> T72_CT_A09 4 0.3634 0.6263 0.000 0.356 0.000 0.644 0.000 0.000
#> T72_CT_A11 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_B01 2 0.3330 0.3287 0.000 0.716 0.000 0.284 0.000 0.000
#> T72_CT_B02 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_B03 5 0.2724 0.7318 0.084 0.000 0.000 0.052 0.864 0.000
#> T72_CT_B04 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_B05 4 0.4178 0.3399 0.000 0.020 0.000 0.608 0.372 0.000
#> T72_CT_B06 1 0.3409 0.5510 0.700 0.000 0.000 0.000 0.300 0.000
#> T72_CT_B08 4 0.4468 -0.1763 0.000 0.020 0.488 0.488 0.004 0.000
#> T72_CT_B09 6 0.0964 0.9710 0.016 0.000 0.000 0.012 0.004 0.968
#> T72_CT_B11 5 0.2147 0.7508 0.084 0.000 0.000 0.020 0.896 0.000
#> T72_CT_B12 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_C04 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_C06 5 0.3285 0.6790 0.064 0.000 0.000 0.116 0.820 0.000
#> T72_CT_C07 4 0.3887 0.6233 0.000 0.360 0.008 0.632 0.000 0.000
#> T72_CT_C09 5 0.3351 0.6349 0.040 0.000 0.000 0.160 0.800 0.000
#> T72_CT_C11 4 0.4064 0.6183 0.000 0.336 0.020 0.644 0.000 0.000
#> T72_CT_D01 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_D03 4 0.5435 0.4014 0.012 0.044 0.036 0.608 0.300 0.000
#> T72_CT_D04 4 0.3706 0.6233 0.000 0.380 0.000 0.620 0.000 0.000
#> T72_CT_D05 5 0.2199 0.7496 0.088 0.000 0.000 0.020 0.892 0.000
#> T72_CT_D07 5 0.2309 0.7476 0.084 0.000 0.000 0.028 0.888 0.000
#> T72_CT_D10 4 0.4141 0.3150 0.000 0.016 0.000 0.596 0.388 0.000
#> T72_CT_D11 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_E04 5 0.2009 0.7594 0.068 0.000 0.000 0.024 0.908 0.000
#> T72_CT_E05 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_E07 4 0.3695 0.6255 0.000 0.376 0.000 0.624 0.000 0.000
#> T72_CT_F01 4 0.3996 0.4758 0.000 0.484 0.000 0.512 0.004 0.000
#> T72_CT_F05 2 0.2053 0.6713 0.000 0.888 0.000 0.108 0.004 0.000
#> T72_CT_F07 5 0.2147 0.7508 0.084 0.000 0.000 0.020 0.896 0.000
#> T72_CT_F10 4 0.3765 0.6117 0.000 0.404 0.000 0.596 0.000 0.000
#> T72_CT_F11 4 0.3672 0.6249 0.000 0.368 0.000 0.632 0.000 0.000
#> T72_CT_G03 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_G04 1 0.0547 0.9148 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_G06 2 0.2593 0.6337 0.000 0.844 0.000 0.148 0.008 0.000
#> T72_CT_G08 3 0.6795 -0.1047 0.000 0.248 0.372 0.044 0.336 0.000
#> T72_CT_G10 2 0.3999 -0.4571 0.000 0.500 0.000 0.496 0.004 0.000
#> T72_CT_G11 5 0.3999 0.6124 0.032 0.000 0.000 0.272 0.696 0.000
#> T72_CT_H01 2 0.3860 -0.3622 0.000 0.528 0.000 0.472 0.000 0.000
#> T72_CT_H03 4 0.3782 0.6033 0.000 0.412 0.000 0.588 0.000 0.000
#> T72_CT_H05 3 0.2333 0.8588 0.000 0.004 0.872 0.120 0.004 0.000
#> T72_CT_H08 4 0.4633 0.1517 0.000 0.036 0.392 0.568 0.004 0.000
#> T72_CT_H09 3 0.2433 0.8584 0.000 0.000 0.884 0.072 0.044 0.000
#> T72_CT_H10 5 0.1644 0.7579 0.076 0.000 0.000 0.004 0.920 0.000
#> T72_CT_H11 5 0.1757 0.7571 0.076 0.000 0.000 0.008 0.916 0.000
#> T72_CT_H12 4 0.3997 0.4664 0.000 0.488 0.000 0.508 0.004 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> MAD:kmeans 258 4.89e-05 3.67e-05 4.15e-26 2
#> MAD:kmeans 243 7.06e-07 4.77e-08 1.06e-26 3
#> MAD:kmeans 251 3.35e-34 7.64e-38 3.00e-45 4
#> MAD:kmeans 231 1.79e-29 2.03e-31 1.23e-41 5
#> MAD:kmeans 219 3.81e-33 6.87e-32 2.22e-46 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["MAD", "skmeans"]
# you can also extract it by
# res = res_list["MAD:skmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'MAD' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.950 0.936 0.972 0.4964 0.506 0.506
#> 3 3 0.852 0.889 0.945 0.3287 0.770 0.573
#> 4 4 0.819 0.821 0.915 0.1284 0.854 0.608
#> 5 5 0.716 0.672 0.821 0.0721 0.906 0.659
#> 6 6 0.697 0.625 0.782 0.0390 0.912 0.619
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.966 0.000 1.000
#> T0_CT_A03 2 0.0376 0.964 0.004 0.996
#> T0_CT_A05 2 0.1633 0.950 0.024 0.976
#> T0_CT_A06 2 0.0376 0.964 0.004 0.996
#> T0_CT_A07 2 0.0376 0.964 0.004 0.996
#> T0_CT_A08 1 0.0000 0.977 1.000 0.000
#> T0_CT_A10 2 0.9580 0.405 0.380 0.620
#> T0_CT_A11 1 0.3274 0.931 0.940 0.060
#> T0_CT_B01 1 0.3274 0.931 0.940 0.060
#> T0_CT_B03 2 0.0000 0.966 0.000 1.000
#> T0_CT_B05 2 0.7056 0.765 0.192 0.808
#> T0_CT_B07 2 0.4298 0.893 0.088 0.912
#> T0_CT_B08 2 0.0000 0.966 0.000 1.000
#> T0_CT_B09 2 0.0672 0.961 0.008 0.992
#> T0_CT_C02 2 0.0000 0.966 0.000 1.000
#> T0_CT_C03 1 0.0000 0.977 1.000 0.000
#> T0_CT_C05 2 0.0000 0.966 0.000 1.000
#> T0_CT_C06 1 0.3114 0.934 0.944 0.056
#> T0_CT_C07 1 0.4022 0.913 0.920 0.080
#> T0_CT_C08 2 0.0376 0.964 0.004 0.996
#> T0_CT_C09 1 0.3584 0.925 0.932 0.068
#> T0_CT_C11 2 0.0000 0.966 0.000 1.000
#> T0_CT_C12 2 0.0376 0.964 0.004 0.996
#> T0_CT_D01 2 0.0000 0.966 0.000 1.000
#> T0_CT_D02 1 0.3274 0.931 0.940 0.060
#> T0_CT_D03 2 0.0000 0.966 0.000 1.000
#> T0_CT_D05 2 0.4431 0.889 0.092 0.908
#> T0_CT_D06 2 0.0000 0.966 0.000 1.000
#> T0_CT_D07 2 0.1414 0.953 0.020 0.980
#> T0_CT_D08 2 0.0000 0.966 0.000 1.000
#> T0_CT_D09 2 0.0000 0.966 0.000 1.000
#> T0_CT_D11 2 0.0000 0.966 0.000 1.000
#> T0_CT_D12 2 0.0376 0.964 0.004 0.996
#> T0_CT_E01 2 0.0000 0.966 0.000 1.000
#> T0_CT_E03 2 0.9209 0.510 0.336 0.664
#> T0_CT_E04 2 0.0000 0.966 0.000 1.000
#> T0_CT_E05 1 0.0000 0.977 1.000 0.000
#> T0_CT_E06 2 0.4022 0.901 0.080 0.920
#> T0_CT_E07 2 0.2948 0.928 0.052 0.948
#> T0_CT_E08 2 0.0000 0.966 0.000 1.000
#> T0_CT_E09 2 0.0000 0.966 0.000 1.000
#> T0_CT_E10 1 0.3584 0.925 0.932 0.068
#> T0_CT_E11 2 0.4161 0.897 0.084 0.916
#> T0_CT_E12 1 0.3274 0.931 0.940 0.060
#> T0_CT_F01 2 0.0672 0.961 0.008 0.992
#> T0_CT_F02 1 0.6801 0.794 0.820 0.180
#> T0_CT_F03 2 0.0376 0.964 0.004 0.996
#> T0_CT_F04 1 0.7056 0.776 0.808 0.192
#> T0_CT_F05 2 0.0000 0.966 0.000 1.000
#> T0_CT_F06 2 0.0000 0.966 0.000 1.000
#> T0_CT_F07 2 0.0938 0.959 0.012 0.988
#> T0_CT_F09 2 0.0000 0.966 0.000 1.000
#> T0_CT_F11 1 0.3274 0.931 0.940 0.060
#> T0_CT_F12 2 0.8386 0.645 0.268 0.732
#> T0_CT_G01 2 0.0672 0.961 0.008 0.992
#> T0_CT_G02 1 0.3274 0.931 0.940 0.060
#> T0_CT_G03 1 0.9209 0.503 0.664 0.336
#> T0_CT_G04 2 0.0000 0.966 0.000 1.000
#> T0_CT_G07 2 0.0000 0.966 0.000 1.000
#> T0_CT_G08 2 0.0000 0.966 0.000 1.000
#> T0_CT_G09 1 0.0000 0.977 1.000 0.000
#> T0_CT_G11 1 0.2948 0.938 0.948 0.052
#> T0_CT_H01 1 0.0000 0.977 1.000 0.000
#> T0_CT_H02 2 0.0000 0.966 0.000 1.000
#> T0_CT_H04 2 0.0376 0.964 0.004 0.996
#> T0_CT_H05 1 0.3274 0.931 0.940 0.060
#> T0_CT_H08 2 0.6438 0.803 0.164 0.836
#> T0_CT_H09 1 0.7883 0.715 0.764 0.236
#> T0_CT_H12 1 0.3274 0.931 0.940 0.060
#> T24_CT_A01 1 0.0000 0.977 1.000 0.000
#> T24_CT_A03 2 0.0000 0.966 0.000 1.000
#> T24_CT_A04 2 0.0000 0.966 0.000 1.000
#> T24_CT_A05 1 0.0000 0.977 1.000 0.000
#> T24_CT_A07 2 0.0000 0.966 0.000 1.000
#> T24_CT_A08 1 0.0000 0.977 1.000 0.000
#> T24_CT_A09 1 0.0000 0.977 1.000 0.000
#> T24_CT_A10 1 0.0000 0.977 1.000 0.000
#> T24_CT_B01 1 0.0000 0.977 1.000 0.000
#> T24_CT_B02 1 0.0000 0.977 1.000 0.000
#> T24_CT_B03 2 0.2778 0.930 0.048 0.952
#> T24_CT_B05 2 0.0000 0.966 0.000 1.000
#> T24_CT_B06 2 0.0000 0.966 0.000 1.000
#> T24_CT_B07 1 0.0000 0.977 1.000 0.000
#> T24_CT_B08 2 0.0000 0.966 0.000 1.000
#> T24_CT_B09 1 0.0000 0.977 1.000 0.000
#> T24_CT_B11 1 0.0000 0.977 1.000 0.000
#> T24_CT_C01 1 0.0000 0.977 1.000 0.000
#> T24_CT_C02 1 0.8327 0.666 0.736 0.264
#> T24_CT_C03 1 0.0000 0.977 1.000 0.000
#> T24_CT_C05 2 0.0938 0.958 0.012 0.988
#> T24_CT_C07 2 0.0000 0.966 0.000 1.000
#> T24_CT_C08 2 0.0000 0.966 0.000 1.000
#> T24_CT_C09 1 0.7056 0.781 0.808 0.192
#> T24_CT_C10 1 0.0000 0.977 1.000 0.000
#> T24_CT_C11 1 0.0000 0.977 1.000 0.000
#> T24_CT_C12 2 0.0000 0.966 0.000 1.000
#> T24_CT_D01 2 0.0000 0.966 0.000 1.000
#> T24_CT_D02 2 0.0000 0.966 0.000 1.000
#> T24_CT_D03 2 0.0000 0.966 0.000 1.000
#> T24_CT_D04 1 0.0000 0.977 1.000 0.000
#> T24_CT_D05 1 0.0000 0.977 1.000 0.000
#> T24_CT_D06 1 0.0000 0.977 1.000 0.000
#> T24_CT_D07 1 0.6623 0.790 0.828 0.172
#> T24_CT_D08 2 0.0000 0.966 0.000 1.000
#> T24_CT_D09 2 0.0000 0.966 0.000 1.000
#> T24_CT_D10 2 0.0000 0.966 0.000 1.000
#> T24_CT_D11 2 0.0000 0.966 0.000 1.000
#> T24_CT_E01 1 0.0000 0.977 1.000 0.000
#> T24_CT_E02 1 0.0000 0.977 1.000 0.000
#> T24_CT_E04 2 0.0000 0.966 0.000 1.000
#> T24_CT_E05 1 0.0000 0.977 1.000 0.000
#> T24_CT_E07 2 0.3431 0.917 0.064 0.936
#> T24_CT_E09 1 0.0000 0.977 1.000 0.000
#> T24_CT_E11 1 0.0000 0.977 1.000 0.000
#> T24_CT_E12 2 0.0000 0.966 0.000 1.000
#> T24_CT_F01 2 0.0000 0.966 0.000 1.000
#> T24_CT_F02 2 0.0000 0.966 0.000 1.000
#> T24_CT_F03 1 0.0000 0.977 1.000 0.000
#> T24_CT_F04 1 0.0000 0.977 1.000 0.000
#> T24_CT_F05 1 0.0000 0.977 1.000 0.000
#> T24_CT_F07 1 0.0000 0.977 1.000 0.000
#> T24_CT_F08 1 0.0000 0.977 1.000 0.000
#> T24_CT_F09 2 0.0000 0.966 0.000 1.000
#> T24_CT_F10 2 0.3584 0.914 0.068 0.932
#> T24_CT_F11 1 0.0000 0.977 1.000 0.000
#> T24_CT_F12 2 0.0000 0.966 0.000 1.000
#> T24_CT_G01 2 0.0000 0.966 0.000 1.000
#> T24_CT_G02 1 0.0000 0.977 1.000 0.000
#> T24_CT_G03 1 0.0000 0.977 1.000 0.000
#> T24_CT_G04 2 0.3584 0.913 0.068 0.932
#> T24_CT_G05 2 1.0000 -0.033 0.500 0.500
#> T24_CT_G06 1 0.0000 0.977 1.000 0.000
#> T24_CT_G08 1 0.0000 0.977 1.000 0.000
#> T24_CT_G10 2 0.0000 0.966 0.000 1.000
#> T24_CT_G11 1 0.0000 0.977 1.000 0.000
#> T24_CT_G12 1 0.0000 0.977 1.000 0.000
#> T24_CT_H01 2 0.9996 0.104 0.488 0.512
#> T24_CT_H02 1 0.0000 0.977 1.000 0.000
#> T24_CT_H03 2 0.0000 0.966 0.000 1.000
#> T24_CT_H05 1 0.0000 0.977 1.000 0.000
#> T24_CT_H07 1 0.0000 0.977 1.000 0.000
#> T24_CT_H09 1 0.0000 0.977 1.000 0.000
#> T24_CT_H12 1 0.0000 0.977 1.000 0.000
#> T48_CT_A01 2 0.0000 0.966 0.000 1.000
#> T48_CT_A02 2 0.0000 0.966 0.000 1.000
#> T48_CT_A03 1 0.0000 0.977 1.000 0.000
#> T48_CT_A04 2 0.0000 0.966 0.000 1.000
#> T48_CT_A05 2 0.3274 0.920 0.060 0.940
#> T48_CT_A06 1 0.0000 0.977 1.000 0.000
#> T48_CT_A07 2 0.0000 0.966 0.000 1.000
#> T48_CT_A08 2 0.0000 0.966 0.000 1.000
#> T48_CT_A09 1 0.0000 0.977 1.000 0.000
#> T48_CT_A10 2 0.0000 0.966 0.000 1.000
#> T48_CT_A11 2 0.0000 0.966 0.000 1.000
#> T48_CT_A12 1 0.0000 0.977 1.000 0.000
#> T48_CT_B01 2 0.0000 0.966 0.000 1.000
#> T48_CT_B02 2 0.0000 0.966 0.000 1.000
#> T48_CT_B03 1 0.0000 0.977 1.000 0.000
#> T48_CT_B04 1 0.0000 0.977 1.000 0.000
#> T48_CT_B06 2 0.0000 0.966 0.000 1.000
#> T48_CT_B08 1 0.0000 0.977 1.000 0.000
#> T48_CT_B10 2 0.0000 0.966 0.000 1.000
#> T48_CT_B11 2 0.0000 0.966 0.000 1.000
#> T48_CT_B12 1 0.0000 0.977 1.000 0.000
#> T48_CT_C01 2 0.0000 0.966 0.000 1.000
#> T48_CT_C02 1 0.0000 0.977 1.000 0.000
#> T48_CT_C03 2 0.0000 0.966 0.000 1.000
#> T48_CT_C04 1 0.0000 0.977 1.000 0.000
#> T48_CT_C05 2 0.0000 0.966 0.000 1.000
#> T48_CT_C06 2 0.0938 0.958 0.012 0.988
#> T48_CT_C07 1 0.0000 0.977 1.000 0.000
#> T48_CT_C09 2 0.0000 0.966 0.000 1.000
#> T48_CT_C10 1 0.0000 0.977 1.000 0.000
#> T48_CT_C11 2 0.0000 0.966 0.000 1.000
#> T48_CT_D01 1 0.1414 0.962 0.980 0.020
#> T48_CT_D02 1 0.0000 0.977 1.000 0.000
#> T48_CT_D03 1 0.0000 0.977 1.000 0.000
#> T48_CT_D04 2 0.0000 0.966 0.000 1.000
#> T48_CT_D06 2 0.0000 0.966 0.000 1.000
#> T48_CT_D07 2 0.0000 0.966 0.000 1.000
#> T48_CT_D08 1 0.0000 0.977 1.000 0.000
#> T48_CT_D09 2 0.9833 0.248 0.424 0.576
#> T48_CT_D10 1 0.0000 0.977 1.000 0.000
#> T48_CT_D11 2 0.0000 0.966 0.000 1.000
#> T48_CT_D12 1 0.0000 0.977 1.000 0.000
#> T48_CT_E01 2 0.3274 0.920 0.060 0.940
#> T48_CT_E02 1 0.0000 0.977 1.000 0.000
#> T48_CT_E03 2 0.7376 0.756 0.208 0.792
#> T48_CT_E04 1 0.0938 0.968 0.988 0.012
#> T48_CT_E05 2 0.0000 0.966 0.000 1.000
#> T48_CT_E06 1 0.0000 0.977 1.000 0.000
#> T48_CT_E07 1 0.0000 0.977 1.000 0.000
#> T48_CT_E08 2 0.0000 0.966 0.000 1.000
#> T48_CT_E10 1 0.0000 0.977 1.000 0.000
#> T48_CT_E11 1 0.0000 0.977 1.000 0.000
#> T48_CT_E12 2 0.0000 0.966 0.000 1.000
#> T48_CT_F01 2 0.0000 0.966 0.000 1.000
#> T48_CT_F02 1 0.0000 0.977 1.000 0.000
#> T48_CT_F03 1 0.0000 0.977 1.000 0.000
#> T48_CT_F05 2 0.1184 0.955 0.016 0.984
#> T48_CT_F07 1 0.0000 0.977 1.000 0.000
#> T48_CT_F09 2 0.0000 0.966 0.000 1.000
#> T48_CT_F10 1 0.0000 0.977 1.000 0.000
#> T48_CT_F11 1 0.0000 0.977 1.000 0.000
#> T48_CT_G01 1 0.0000 0.977 1.000 0.000
#> T48_CT_G02 2 0.0000 0.966 0.000 1.000
#> T48_CT_G03 2 0.0000 0.966 0.000 1.000
#> T48_CT_G07 2 0.0000 0.966 0.000 1.000
#> T48_CT_G08 2 0.2236 0.940 0.036 0.964
#> T48_CT_G09 2 0.3274 0.920 0.060 0.940
#> T48_CT_G10 1 0.0000 0.977 1.000 0.000
#> T48_CT_G11 1 0.0000 0.977 1.000 0.000
#> T48_CT_G12 2 0.0000 0.966 0.000 1.000
#> T48_CT_H01 1 0.7815 0.721 0.768 0.232
#> T48_CT_H02 2 0.3431 0.917 0.064 0.936
#> T48_CT_H04 1 0.0000 0.977 1.000 0.000
#> T48_CT_H05 2 0.0000 0.966 0.000 1.000
#> T48_CT_H06 2 0.0000 0.966 0.000 1.000
#> T48_CT_H07 1 0.0000 0.977 1.000 0.000
#> T48_CT_H08 2 0.0000 0.966 0.000 1.000
#> T48_CT_H11 1 0.0000 0.977 1.000 0.000
#> T48_CT_H12 2 0.0000 0.966 0.000 1.000
#> T72_CT_A01 2 0.0000 0.966 0.000 1.000
#> T72_CT_A05 2 0.0000 0.966 0.000 1.000
#> T72_CT_A08 1 0.0000 0.977 1.000 0.000
#> T72_CT_A09 2 0.0000 0.966 0.000 1.000
#> T72_CT_A11 2 0.0000 0.966 0.000 1.000
#> T72_CT_B01 2 0.0000 0.966 0.000 1.000
#> T72_CT_B02 1 0.0000 0.977 1.000 0.000
#> T72_CT_B03 1 0.0000 0.977 1.000 0.000
#> T72_CT_B04 1 0.0000 0.977 1.000 0.000
#> T72_CT_B05 2 0.3274 0.920 0.060 0.940
#> T72_CT_B06 1 0.0000 0.977 1.000 0.000
#> T72_CT_B08 2 0.0000 0.966 0.000 1.000
#> T72_CT_B09 1 0.0000 0.977 1.000 0.000
#> T72_CT_B11 1 0.0000 0.977 1.000 0.000
#> T72_CT_B12 2 0.0000 0.966 0.000 1.000
#> T72_CT_C04 2 0.0000 0.966 0.000 1.000
#> T72_CT_C06 1 0.0672 0.971 0.992 0.008
#> T72_CT_C07 2 0.0000 0.966 0.000 1.000
#> T72_CT_C09 1 0.2043 0.952 0.968 0.032
#> T72_CT_C11 2 0.0000 0.966 0.000 1.000
#> T72_CT_D01 2 0.0000 0.966 0.000 1.000
#> T72_CT_D03 2 0.5294 0.865 0.120 0.880
#> T72_CT_D04 2 0.0000 0.966 0.000 1.000
#> T72_CT_D05 1 0.0000 0.977 1.000 0.000
#> T72_CT_D07 1 0.0000 0.977 1.000 0.000
#> T72_CT_D10 2 0.3274 0.920 0.060 0.940
#> T72_CT_D11 1 0.0000 0.977 1.000 0.000
#> T72_CT_E04 1 0.0000 0.977 1.000 0.000
#> T72_CT_E05 2 0.0000 0.966 0.000 1.000
#> T72_CT_E07 2 0.0000 0.966 0.000 1.000
#> T72_CT_F01 2 0.0000 0.966 0.000 1.000
#> T72_CT_F05 2 0.0000 0.966 0.000 1.000
#> T72_CT_F07 1 0.0000 0.977 1.000 0.000
#> T72_CT_F10 2 0.0000 0.966 0.000 1.000
#> T72_CT_F11 2 0.0000 0.966 0.000 1.000
#> T72_CT_G03 1 0.0000 0.977 1.000 0.000
#> T72_CT_G04 1 0.0000 0.977 1.000 0.000
#> T72_CT_G06 2 0.0000 0.966 0.000 1.000
#> T72_CT_G08 2 0.9970 0.116 0.468 0.532
#> T72_CT_G10 2 0.0000 0.966 0.000 1.000
#> T72_CT_G11 1 0.0000 0.977 1.000 0.000
#> T72_CT_H01 2 0.0000 0.966 0.000 1.000
#> T72_CT_H03 2 0.0000 0.966 0.000 1.000
#> T72_CT_H05 2 0.0000 0.966 0.000 1.000
#> T72_CT_H08 2 0.0000 0.966 0.000 1.000
#> T72_CT_H09 2 0.8207 0.682 0.256 0.744
#> T72_CT_H10 1 0.0000 0.977 1.000 0.000
#> T72_CT_H11 1 0.0000 0.977 1.000 0.000
#> T72_CT_H12 2 0.0000 0.966 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_A06 3 0.0237 0.91709 0.000 0.004 0.996
#> T0_CT_A07 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.97624 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_A11 1 0.6349 0.71424 0.764 0.080 0.156
#> T0_CT_B01 1 0.7286 0.00999 0.508 0.028 0.464
#> T0_CT_B03 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_B05 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_B07 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_B08 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_C03 3 0.6008 0.43469 0.372 0.000 0.628
#> T0_CT_C05 2 0.6302 -0.03176 0.000 0.520 0.480
#> T0_CT_C06 1 0.7022 0.55594 0.684 0.056 0.260
#> T0_CT_C07 3 0.1999 0.89738 0.036 0.012 0.952
#> T0_CT_C08 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_C09 3 0.9891 0.28790 0.316 0.280 0.404
#> T0_CT_C11 2 0.0747 0.92223 0.000 0.984 0.016
#> T0_CT_C12 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_D01 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_D02 3 0.3532 0.84533 0.108 0.008 0.884
#> T0_CT_D03 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_D05 3 0.1163 0.90077 0.000 0.028 0.972
#> T0_CT_D06 3 0.1031 0.91017 0.000 0.024 0.976
#> T0_CT_D07 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_D08 3 0.0424 0.91580 0.000 0.008 0.992
#> T0_CT_D09 3 0.4887 0.67854 0.000 0.228 0.772
#> T0_CT_D11 2 0.6286 0.03357 0.000 0.536 0.464
#> T0_CT_D12 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_E03 3 0.0237 0.91711 0.004 0.000 0.996
#> T0_CT_E04 3 0.6204 0.33461 0.000 0.424 0.576
#> T0_CT_E05 1 0.0592 0.96779 0.988 0.012 0.000
#> T0_CT_E06 3 0.1163 0.90672 0.000 0.028 0.972
#> T0_CT_E07 3 0.0237 0.91711 0.000 0.004 0.996
#> T0_CT_E08 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_E10 3 0.9880 0.27736 0.324 0.272 0.404
#> T0_CT_E11 3 0.1163 0.90672 0.000 0.028 0.972
#> T0_CT_E12 3 0.3752 0.85100 0.096 0.020 0.884
#> T0_CT_F01 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_F02 3 0.1315 0.90817 0.008 0.020 0.972
#> T0_CT_F03 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_F04 3 0.0237 0.91716 0.004 0.000 0.996
#> T0_CT_F05 3 0.5363 0.64495 0.000 0.276 0.724
#> T0_CT_F06 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_F07 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_F09 2 0.0747 0.92231 0.000 0.984 0.016
#> T0_CT_F11 3 0.2414 0.89313 0.020 0.040 0.940
#> T0_CT_F12 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_G02 3 0.3752 0.81069 0.144 0.000 0.856
#> T0_CT_G03 3 0.1182 0.91045 0.012 0.012 0.976
#> T0_CT_G04 3 0.0424 0.91580 0.000 0.008 0.992
#> T0_CT_G07 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_G08 3 0.0892 0.91175 0.000 0.020 0.980
#> T0_CT_G09 1 0.0000 0.97624 1.000 0.000 0.000
#> T0_CT_G11 3 0.6286 0.17383 0.464 0.000 0.536
#> T0_CT_H01 1 0.6047 0.51353 0.680 0.008 0.312
#> T0_CT_H02 3 0.4291 0.76272 0.000 0.180 0.820
#> T0_CT_H04 3 0.0592 0.91427 0.000 0.012 0.988
#> T0_CT_H05 3 0.2492 0.88885 0.048 0.016 0.936
#> T0_CT_H08 3 0.0000 0.91813 0.000 0.000 1.000
#> T0_CT_H09 3 0.7116 0.53533 0.040 0.324 0.636
#> T0_CT_H12 3 0.3690 0.84954 0.100 0.016 0.884
#> T24_CT_A01 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_A03 2 0.1529 0.92177 0.000 0.960 0.040
#> T24_CT_A04 2 0.1289 0.91315 0.000 0.968 0.032
#> T24_CT_A05 1 0.0592 0.96700 0.988 0.000 0.012
#> T24_CT_A07 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_B03 2 0.2537 0.90099 0.000 0.920 0.080
#> T24_CT_B05 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_B06 2 0.0237 0.92770 0.000 0.996 0.004
#> T24_CT_B07 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_B09 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_B11 3 0.5138 0.66972 0.252 0.000 0.748
#> T24_CT_C01 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_C02 2 0.0237 0.92591 0.004 0.996 0.000
#> T24_CT_C03 1 0.0747 0.96467 0.984 0.016 0.000
#> T24_CT_C05 2 0.0424 0.92541 0.000 0.992 0.008
#> T24_CT_C07 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_C09 2 0.1399 0.90911 0.028 0.968 0.004
#> T24_CT_C10 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_C11 1 0.1643 0.93923 0.956 0.044 0.000
#> T24_CT_C12 2 0.1163 0.92533 0.000 0.972 0.028
#> T24_CT_D01 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_D02 2 0.1289 0.92419 0.000 0.968 0.032
#> T24_CT_D03 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_D07 1 0.6586 0.64524 0.728 0.216 0.056
#> T24_CT_D08 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_D09 2 0.1163 0.92533 0.000 0.972 0.028
#> T24_CT_D10 2 0.0892 0.92742 0.000 0.980 0.020
#> T24_CT_D11 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_E07 2 0.3715 0.86352 0.004 0.868 0.128
#> T24_CT_E09 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_F02 2 0.0424 0.92807 0.000 0.992 0.008
#> T24_CT_F03 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_F04 1 0.1163 0.95434 0.972 0.028 0.000
#> T24_CT_F05 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_F07 1 0.0747 0.96467 0.984 0.016 0.000
#> T24_CT_F08 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_F09 2 0.3482 0.86635 0.000 0.872 0.128
#> T24_CT_F10 2 0.6192 0.40043 0.000 0.580 0.420
#> T24_CT_F11 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_F12 2 0.1163 0.92533 0.000 0.972 0.028
#> T24_CT_G01 2 0.0424 0.92782 0.000 0.992 0.008
#> T24_CT_G02 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_G04 2 0.5408 0.81213 0.052 0.812 0.136
#> T24_CT_G05 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_G10 2 0.1163 0.92523 0.000 0.972 0.028
#> T24_CT_G11 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_G12 1 0.1289 0.94858 0.968 0.000 0.032
#> T24_CT_H01 3 0.0237 0.91703 0.004 0.000 0.996
#> T24_CT_H02 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.92737 0.000 1.000 0.000
#> T24_CT_H05 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.97624 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_A01 2 0.2537 0.90120 0.000 0.920 0.080
#> T48_CT_A02 2 0.1031 0.92606 0.000 0.976 0.024
#> T48_CT_A03 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_A05 2 0.3412 0.86773 0.000 0.876 0.124
#> T48_CT_A06 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_A07 3 0.2448 0.85759 0.000 0.076 0.924
#> T48_CT_A08 2 0.1411 0.92290 0.000 0.964 0.036
#> T48_CT_A09 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_A11 2 0.0237 0.92758 0.000 0.996 0.004
#> T48_CT_A12 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_B11 2 0.1031 0.92606 0.000 0.976 0.024
#> T48_CT_B12 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_C02 1 0.0747 0.96467 0.984 0.016 0.000
#> T48_CT_C03 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_C05 2 0.1753 0.91842 0.000 0.952 0.048
#> T48_CT_C06 2 0.1031 0.92608 0.000 0.976 0.024
#> T48_CT_C07 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_C09 2 0.4842 0.76232 0.000 0.776 0.224
#> T48_CT_C10 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_C11 2 0.0592 0.92756 0.000 0.988 0.012
#> T48_CT_D01 2 0.4974 0.65843 0.236 0.764 0.000
#> T48_CT_D02 1 0.0424 0.97069 0.992 0.008 0.000
#> T48_CT_D03 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_D04 2 0.0237 0.92777 0.000 0.996 0.004
#> T48_CT_D06 2 0.4121 0.82607 0.000 0.832 0.168
#> T48_CT_D07 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_D10 1 0.1411 0.94659 0.964 0.036 0.000
#> T48_CT_D11 2 0.2796 0.89517 0.000 0.908 0.092
#> T48_CT_D12 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_E01 2 0.2959 0.88715 0.000 0.900 0.100
#> T48_CT_E02 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_E03 2 0.7180 0.70475 0.116 0.716 0.168
#> T48_CT_E04 1 0.3816 0.80561 0.852 0.148 0.000
#> T48_CT_E05 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_E12 2 0.6215 0.37936 0.000 0.572 0.428
#> T48_CT_F01 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_F03 1 0.0592 0.96779 0.988 0.012 0.000
#> T48_CT_F05 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_F07 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_F09 2 0.0592 0.92757 0.000 0.988 0.012
#> T48_CT_F10 1 0.0592 0.96779 0.988 0.012 0.000
#> T48_CT_F11 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_G02 2 0.1529 0.92187 0.000 0.960 0.040
#> T48_CT_G03 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_G08 2 0.2165 0.91038 0.000 0.936 0.064
#> T48_CT_G09 2 0.3267 0.87447 0.000 0.884 0.116
#> T48_CT_G10 1 0.0237 0.97327 0.996 0.000 0.004
#> T48_CT_G11 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_H01 2 0.1643 0.89645 0.044 0.956 0.000
#> T48_CT_H02 2 0.5431 0.67817 0.000 0.716 0.284
#> T48_CT_H04 1 0.0747 0.96467 0.984 0.016 0.000
#> T48_CT_H05 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.92737 0.000 1.000 0.000
#> T48_CT_H07 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_H08 2 0.1529 0.92154 0.000 0.960 0.040
#> T48_CT_H11 1 0.0000 0.97624 1.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.92737 0.000 1.000 0.000
#> T72_CT_A01 2 0.1411 0.92290 0.000 0.964 0.036
#> T72_CT_A05 2 0.4796 0.76808 0.000 0.780 0.220
#> T72_CT_A08 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_A09 2 0.3941 0.83838 0.000 0.844 0.156
#> T72_CT_A11 2 0.1411 0.92290 0.000 0.964 0.036
#> T72_CT_B01 2 0.0747 0.92715 0.000 0.984 0.016
#> T72_CT_B02 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_B03 1 0.0747 0.96362 0.984 0.000 0.016
#> T72_CT_B04 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_B05 2 0.5216 0.71412 0.000 0.740 0.260
#> T72_CT_B06 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_B08 3 0.1163 0.90220 0.000 0.028 0.972
#> T72_CT_B09 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_B12 2 0.1529 0.92154 0.000 0.960 0.040
#> T72_CT_C04 2 0.1643 0.92007 0.000 0.956 0.044
#> T72_CT_C06 1 0.1015 0.96023 0.980 0.008 0.012
#> T72_CT_C07 2 0.5431 0.67849 0.000 0.716 0.284
#> T72_CT_C09 1 0.3454 0.85461 0.888 0.104 0.008
#> T72_CT_C11 2 0.5363 0.69094 0.000 0.724 0.276
#> T72_CT_D01 2 0.1411 0.92290 0.000 0.964 0.036
#> T72_CT_D03 3 0.7888 0.58113 0.140 0.196 0.664
#> T72_CT_D04 2 0.2796 0.89292 0.000 0.908 0.092
#> T72_CT_D05 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_D10 2 0.5291 0.70256 0.000 0.732 0.268
#> T72_CT_D11 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_E05 2 0.1529 0.92154 0.000 0.960 0.040
#> T72_CT_E07 2 0.4399 0.80707 0.000 0.812 0.188
#> T72_CT_F01 2 0.0892 0.92657 0.000 0.980 0.020
#> T72_CT_F05 2 0.0237 0.92761 0.000 0.996 0.004
#> T72_CT_F07 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_F10 2 0.1643 0.92006 0.000 0.956 0.044
#> T72_CT_F11 2 0.5138 0.72596 0.000 0.748 0.252
#> T72_CT_G03 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_G06 2 0.4452 0.75555 0.000 0.808 0.192
#> T72_CT_G08 3 0.5020 0.82246 0.108 0.056 0.836
#> T72_CT_G10 2 0.0592 0.92754 0.000 0.988 0.012
#> T72_CT_G11 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_H01 2 0.0747 0.92715 0.000 0.984 0.016
#> T72_CT_H03 2 0.1031 0.92608 0.000 0.976 0.024
#> T72_CT_H05 3 0.0000 0.91813 0.000 0.000 1.000
#> T72_CT_H08 3 0.2261 0.86685 0.000 0.068 0.932
#> T72_CT_H09 3 0.0237 0.91703 0.004 0.000 0.996
#> T72_CT_H10 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_H11 1 0.0000 0.97624 1.000 0.000 0.000
#> T72_CT_H12 2 0.0892 0.92657 0.000 0.980 0.020
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.1474 0.90374 0.000 0.052 0.948 0.000
#> T0_CT_A03 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_A11 4 0.0000 0.85151 0.000 0.000 0.000 1.000
#> T0_CT_B01 4 0.1724 0.83516 0.032 0.000 0.020 0.948
#> T0_CT_B03 3 0.0469 0.93254 0.000 0.012 0.988 0.000
#> T0_CT_B05 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_B07 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_B08 3 0.0188 0.93543 0.000 0.004 0.996 0.000
#> T0_CT_B09 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0469 0.93254 0.000 0.012 0.988 0.000
#> T0_CT_C03 1 0.5000 0.00574 0.504 0.000 0.496 0.000
#> T0_CT_C05 4 0.5250 0.71238 0.000 0.080 0.176 0.744
#> T0_CT_C06 4 0.1302 0.83438 0.044 0.000 0.000 0.956
#> T0_CT_C07 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_C08 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_C09 4 0.0000 0.85151 0.000 0.000 0.000 1.000
#> T0_CT_C11 4 0.1211 0.85778 0.000 0.040 0.000 0.960
#> T0_CT_C12 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.1867 0.88974 0.000 0.072 0.928 0.000
#> T0_CT_D02 3 0.1109 0.91966 0.004 0.000 0.968 0.028
#> T0_CT_D03 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_D05 3 0.3249 0.80942 0.000 0.140 0.852 0.008
#> T0_CT_D06 3 0.0657 0.93130 0.000 0.012 0.984 0.004
#> T0_CT_D07 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_D08 3 0.0469 0.93254 0.000 0.012 0.988 0.000
#> T0_CT_D09 3 0.4877 0.32883 0.000 0.408 0.592 0.000
#> T0_CT_D11 4 0.5332 0.70478 0.000 0.080 0.184 0.736
#> T0_CT_D12 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E04 4 0.2500 0.84730 0.000 0.044 0.040 0.916
#> T0_CT_E05 4 0.4585 0.48403 0.332 0.000 0.000 0.668
#> T0_CT_E06 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0469 0.93254 0.000 0.012 0.988 0.000
#> T0_CT_E09 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E10 4 0.0000 0.85151 0.000 0.000 0.000 1.000
#> T0_CT_E11 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.4040 0.67971 0.000 0.000 0.752 0.248
#> T0_CT_F01 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_F05 4 0.2021 0.83790 0.000 0.012 0.056 0.932
#> T0_CT_F06 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_F09 4 0.2469 0.83231 0.000 0.108 0.000 0.892
#> T0_CT_F11 3 0.3311 0.78532 0.000 0.000 0.828 0.172
#> T0_CT_F12 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_G02 3 0.1356 0.91073 0.032 0.000 0.960 0.008
#> T0_CT_G03 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0469 0.93254 0.000 0.012 0.988 0.000
#> T0_CT_G07 3 0.0469 0.93254 0.000 0.012 0.988 0.000
#> T0_CT_G08 3 0.0672 0.93116 0.000 0.008 0.984 0.008
#> T0_CT_G09 1 0.0336 0.94606 0.992 0.008 0.000 0.000
#> T0_CT_G11 3 0.7535 0.22375 0.336 0.000 0.464 0.200
#> T0_CT_H01 1 0.8548 0.32733 0.508 0.096 0.268 0.128
#> T0_CT_H02 3 0.3958 0.77726 0.000 0.160 0.816 0.024
#> T0_CT_H04 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_H05 3 0.1557 0.90127 0.000 0.000 0.944 0.056
#> T0_CT_H08 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T0_CT_H09 4 0.0000 0.85151 0.000 0.000 0.000 1.000
#> T0_CT_H12 3 0.1302 0.91160 0.000 0.000 0.956 0.044
#> T24_CT_A01 1 0.0469 0.94753 0.988 0.000 0.000 0.012
#> T24_CT_A03 2 0.0469 0.86402 0.000 0.988 0.000 0.012
#> T24_CT_A04 4 0.2542 0.84320 0.000 0.084 0.012 0.904
#> T24_CT_A05 1 0.4114 0.82030 0.828 0.000 0.060 0.112
#> T24_CT_A07 4 0.4790 0.34990 0.000 0.380 0.000 0.620
#> T24_CT_A08 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.1022 0.93914 0.968 0.000 0.000 0.032
#> T24_CT_A10 1 0.0336 0.94850 0.992 0.000 0.000 0.008
#> T24_CT_B01 1 0.2011 0.90566 0.920 0.000 0.000 0.080
#> T24_CT_B02 1 0.1389 0.93027 0.952 0.000 0.000 0.048
#> T24_CT_B03 2 0.0188 0.86492 0.004 0.996 0.000 0.000
#> T24_CT_B05 2 0.3400 0.75634 0.000 0.820 0.000 0.180
#> T24_CT_B06 2 0.4040 0.67780 0.000 0.752 0.000 0.248
#> T24_CT_B07 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T24_CT_B08 4 0.1389 0.85692 0.000 0.048 0.000 0.952
#> T24_CT_B09 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T24_CT_B11 3 0.3157 0.79161 0.144 0.000 0.852 0.004
#> T24_CT_C01 1 0.1211 0.93490 0.960 0.000 0.000 0.040
#> T24_CT_C02 4 0.0469 0.85516 0.000 0.012 0.000 0.988
#> T24_CT_C03 4 0.4193 0.60608 0.268 0.000 0.000 0.732
#> T24_CT_C05 4 0.0817 0.85749 0.000 0.024 0.000 0.976
#> T24_CT_C07 2 0.4543 0.55717 0.000 0.676 0.000 0.324
#> T24_CT_C08 4 0.3486 0.75612 0.000 0.188 0.000 0.812
#> T24_CT_C09 4 0.0000 0.85151 0.000 0.000 0.000 1.000
#> T24_CT_C10 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_C11 4 0.3074 0.75663 0.152 0.000 0.000 0.848
#> T24_CT_C12 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T24_CT_D01 4 0.2011 0.84597 0.000 0.080 0.000 0.920
#> T24_CT_D02 2 0.0469 0.86455 0.000 0.988 0.000 0.012
#> T24_CT_D03 4 0.1474 0.85587 0.000 0.052 0.000 0.948
#> T24_CT_D04 1 0.0469 0.94745 0.988 0.000 0.000 0.012
#> T24_CT_D05 1 0.0188 0.94785 0.996 0.004 0.000 0.000
#> T24_CT_D06 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.4841 0.59424 0.712 0.272 0.012 0.004
#> T24_CT_D08 4 0.2973 0.79854 0.000 0.144 0.000 0.856
#> T24_CT_D09 2 0.0336 0.86506 0.000 0.992 0.000 0.008
#> T24_CT_D10 2 0.4872 0.66035 0.000 0.728 0.028 0.244
#> T24_CT_D11 2 0.4941 0.25451 0.000 0.564 0.000 0.436
#> T24_CT_E01 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_E02 1 0.1211 0.93509 0.960 0.000 0.000 0.040
#> T24_CT_E04 2 0.4605 0.53377 0.000 0.664 0.000 0.336
#> T24_CT_E05 1 0.0921 0.94109 0.972 0.000 0.000 0.028
#> T24_CT_E07 2 0.1356 0.84894 0.032 0.960 0.008 0.000
#> T24_CT_E09 1 0.0592 0.94623 0.984 0.000 0.000 0.016
#> T24_CT_E11 1 0.0921 0.94109 0.972 0.000 0.000 0.028
#> T24_CT_E12 4 0.2814 0.80913 0.000 0.132 0.000 0.868
#> T24_CT_F01 4 0.3400 0.76022 0.000 0.180 0.000 0.820
#> T24_CT_F02 2 0.5026 0.55551 0.000 0.672 0.016 0.312
#> T24_CT_F03 1 0.0817 0.94307 0.976 0.000 0.000 0.024
#> T24_CT_F04 4 0.1867 0.81614 0.072 0.000 0.000 0.928
#> T24_CT_F05 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_F07 4 0.3726 0.68975 0.212 0.000 0.000 0.788
#> T24_CT_F08 1 0.1557 0.92521 0.944 0.000 0.000 0.056
#> T24_CT_F09 2 0.3333 0.80803 0.000 0.872 0.088 0.040
#> T24_CT_F10 2 0.3616 0.78256 0.036 0.852 0.112 0.000
#> T24_CT_F11 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_F12 2 0.2647 0.80582 0.000 0.880 0.000 0.120
#> T24_CT_G01 2 0.4356 0.61819 0.000 0.708 0.000 0.292
#> T24_CT_G02 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T24_CT_G03 1 0.1022 0.93914 0.968 0.000 0.000 0.032
#> T24_CT_G04 2 0.3224 0.82905 0.040 0.896 0.028 0.036
#> T24_CT_G05 4 0.0707 0.85693 0.000 0.020 0.000 0.980
#> T24_CT_G06 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0921 0.94120 0.972 0.000 0.000 0.028
#> T24_CT_G10 2 0.0188 0.86576 0.000 0.996 0.000 0.004
#> T24_CT_G11 1 0.1474 0.92781 0.948 0.000 0.000 0.052
#> T24_CT_G12 1 0.0921 0.93250 0.972 0.000 0.028 0.000
#> T24_CT_H01 3 0.0000 0.93672 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.0707 0.94473 0.980 0.000 0.000 0.020
#> T24_CT_H03 4 0.3649 0.73470 0.000 0.204 0.000 0.796
#> T24_CT_H05 1 0.1867 0.91306 0.928 0.000 0.000 0.072
#> T24_CT_H07 1 0.0188 0.94894 0.996 0.000 0.000 0.004
#> T24_CT_H09 1 0.0469 0.94749 0.988 0.000 0.000 0.012
#> T24_CT_H12 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_A02 2 0.0336 0.86510 0.000 0.992 0.000 0.008
#> T48_CT_A03 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_A04 4 0.1557 0.85522 0.000 0.056 0.000 0.944
#> T48_CT_A05 2 0.0469 0.86207 0.012 0.988 0.000 0.000
#> T48_CT_A06 1 0.0469 0.94739 0.988 0.000 0.000 0.012
#> T48_CT_A07 2 0.4996 0.01819 0.000 0.516 0.484 0.000
#> T48_CT_A08 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_A09 1 0.0188 0.94785 0.996 0.004 0.000 0.000
#> T48_CT_A10 4 0.1389 0.85646 0.000 0.048 0.000 0.952
#> T48_CT_A11 2 0.3486 0.74661 0.000 0.812 0.000 0.188
#> T48_CT_A12 1 0.1557 0.92532 0.944 0.000 0.000 0.056
#> T48_CT_B01 4 0.0921 0.85787 0.000 0.028 0.000 0.972
#> T48_CT_B02 4 0.1211 0.85854 0.000 0.040 0.000 0.960
#> T48_CT_B03 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T48_CT_B04 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T48_CT_B06 4 0.4454 0.53756 0.000 0.308 0.000 0.692
#> T48_CT_B08 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_B10 4 0.1474 0.85653 0.000 0.052 0.000 0.948
#> T48_CT_B11 2 0.1940 0.83586 0.000 0.924 0.000 0.076
#> T48_CT_B12 1 0.0817 0.93577 0.976 0.024 0.000 0.000
#> T48_CT_C01 2 0.4679 0.50251 0.000 0.648 0.000 0.352
#> T48_CT_C02 4 0.4543 0.49810 0.324 0.000 0.000 0.676
#> T48_CT_C03 4 0.2345 0.83626 0.000 0.100 0.000 0.900
#> T48_CT_C04 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T48_CT_C05 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_C06 2 0.0336 0.86529 0.000 0.992 0.000 0.008
#> T48_CT_C07 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_C09 2 0.0188 0.86500 0.000 0.996 0.004 0.000
#> T48_CT_C10 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.1474 0.84921 0.000 0.948 0.000 0.052
#> T48_CT_D01 4 0.0469 0.85514 0.000 0.012 0.000 0.988
#> T48_CT_D02 1 0.4713 0.45416 0.640 0.000 0.000 0.360
#> T48_CT_D03 1 0.0592 0.94610 0.984 0.000 0.000 0.016
#> T48_CT_D04 2 0.3726 0.71589 0.000 0.788 0.000 0.212
#> T48_CT_D06 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_D07 4 0.3074 0.79383 0.000 0.152 0.000 0.848
#> T48_CT_D08 1 0.1474 0.92793 0.948 0.000 0.000 0.052
#> T48_CT_D09 4 0.0921 0.85849 0.000 0.028 0.000 0.972
#> T48_CT_D10 4 0.3764 0.69587 0.216 0.000 0.000 0.784
#> T48_CT_D11 2 0.0592 0.86241 0.000 0.984 0.016 0.000
#> T48_CT_D12 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T48_CT_E01 2 0.0817 0.85584 0.024 0.976 0.000 0.000
#> T48_CT_E02 1 0.1118 0.93596 0.964 0.000 0.000 0.036
#> T48_CT_E03 2 0.2081 0.81161 0.084 0.916 0.000 0.000
#> T48_CT_E04 2 0.4941 0.22935 0.436 0.564 0.000 0.000
#> T48_CT_E05 2 0.4972 0.23033 0.000 0.544 0.000 0.456
#> T48_CT_E06 1 0.1302 0.93262 0.956 0.000 0.000 0.044
#> T48_CT_E07 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_E08 4 0.3266 0.78331 0.000 0.168 0.000 0.832
#> T48_CT_E10 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T48_CT_E11 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_E12 2 0.3649 0.69803 0.000 0.796 0.204 0.000
#> T48_CT_F01 4 0.1557 0.85530 0.000 0.056 0.000 0.944
#> T48_CT_F02 1 0.0336 0.94859 0.992 0.000 0.000 0.008
#> T48_CT_F03 4 0.4250 0.59125 0.276 0.000 0.000 0.724
#> T48_CT_F05 4 0.1118 0.85837 0.000 0.036 0.000 0.964
#> T48_CT_F07 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.3172 0.77315 0.000 0.840 0.000 0.160
#> T48_CT_F10 4 0.4977 0.11380 0.460 0.000 0.000 0.540
#> T48_CT_F11 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.0592 0.94630 0.984 0.000 0.000 0.016
#> T48_CT_G02 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_G03 2 0.4998 0.10050 0.000 0.512 0.000 0.488
#> T48_CT_G07 4 0.2081 0.84485 0.000 0.084 0.000 0.916
#> T48_CT_G08 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_G09 2 0.0592 0.86021 0.016 0.984 0.000 0.000
#> T48_CT_G10 1 0.0188 0.94804 0.996 0.000 0.004 0.000
#> T48_CT_G11 1 0.0188 0.94785 0.996 0.004 0.000 0.000
#> T48_CT_G12 4 0.2011 0.84696 0.000 0.080 0.000 0.920
#> T48_CT_H01 4 0.0188 0.85278 0.000 0.004 0.000 0.996
#> T48_CT_H02 2 0.1452 0.84496 0.036 0.956 0.008 0.000
#> T48_CT_H04 4 0.4713 0.41616 0.360 0.000 0.000 0.640
#> T48_CT_H05 4 0.1474 0.85669 0.000 0.052 0.000 0.948
#> T48_CT_H06 4 0.3311 0.77131 0.000 0.172 0.000 0.828
#> T48_CT_H07 1 0.4989 0.11126 0.528 0.000 0.000 0.472
#> T48_CT_H08 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T48_CT_H11 1 0.1305 0.93287 0.960 0.004 0.000 0.036
#> T48_CT_H12 2 0.5000 0.02838 0.000 0.500 0.000 0.500
#> T72_CT_A01 2 0.0804 0.86360 0.000 0.980 0.008 0.012
#> T72_CT_A05 2 0.0469 0.86304 0.000 0.988 0.012 0.000
#> T72_CT_A08 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_A11 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_B01 2 0.4008 0.68366 0.000 0.756 0.000 0.244
#> T72_CT_B02 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T72_CT_B03 1 0.2814 0.82319 0.868 0.132 0.000 0.000
#> T72_CT_B04 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T72_CT_B05 2 0.1256 0.85033 0.028 0.964 0.008 0.000
#> T72_CT_B06 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T72_CT_B08 3 0.4730 0.43845 0.000 0.364 0.636 0.000
#> T72_CT_B09 1 0.2704 0.86262 0.876 0.000 0.000 0.124
#> T72_CT_B11 1 0.0336 0.94607 0.992 0.008 0.000 0.000
#> T72_CT_B12 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_C04 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_C06 1 0.4817 0.35274 0.612 0.388 0.000 0.000
#> T72_CT_C07 2 0.0707 0.85939 0.000 0.980 0.020 0.000
#> T72_CT_C09 2 0.4661 0.45817 0.348 0.652 0.000 0.000
#> T72_CT_C11 2 0.0707 0.85836 0.000 0.980 0.020 0.000
#> T72_CT_D01 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_D03 2 0.3934 0.76954 0.048 0.836 0.116 0.000
#> T72_CT_D04 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_D05 1 0.0592 0.94117 0.984 0.016 0.000 0.000
#> T72_CT_D07 1 0.0469 0.94380 0.988 0.012 0.000 0.000
#> T72_CT_D10 2 0.1211 0.84519 0.040 0.960 0.000 0.000
#> T72_CT_D11 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T72_CT_E04 1 0.0188 0.94785 0.996 0.004 0.000 0.000
#> T72_CT_E05 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_E07 2 0.0188 0.86512 0.000 0.996 0.004 0.000
#> T72_CT_F01 2 0.0707 0.86238 0.000 0.980 0.000 0.020
#> T72_CT_F05 2 0.4134 0.66709 0.000 0.740 0.000 0.260
#> T72_CT_F07 1 0.0469 0.94380 0.988 0.012 0.000 0.000
#> T72_CT_F10 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_F11 2 0.0188 0.86508 0.000 0.996 0.004 0.000
#> T72_CT_G03 1 0.0000 0.94892 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0188 0.94892 0.996 0.000 0.000 0.004
#> T72_CT_G06 2 0.7623 0.04980 0.000 0.416 0.204 0.380
#> T72_CT_G08 3 0.7312 0.38469 0.032 0.092 0.568 0.308
#> T72_CT_G10 2 0.1474 0.84945 0.000 0.948 0.000 0.052
#> T72_CT_G11 1 0.2973 0.83693 0.856 0.000 0.000 0.144
#> T72_CT_H01 2 0.1474 0.84740 0.000 0.948 0.000 0.052
#> T72_CT_H03 2 0.0000 0.86566 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.1022 0.92061 0.000 0.032 0.968 0.000
#> T72_CT_H08 3 0.4907 0.27968 0.000 0.420 0.580 0.000
#> T72_CT_H09 3 0.1151 0.92127 0.008 0.024 0.968 0.000
#> T72_CT_H10 1 0.0469 0.94380 0.988 0.012 0.000 0.000
#> T72_CT_H11 1 0.0188 0.94785 0.996 0.004 0.000 0.000
#> T72_CT_H12 2 0.0336 0.86510 0.000 0.992 0.000 0.008
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.1608 0.86427 0.000 0.072 0.928 0.000 0.000
#> T0_CT_A03 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A07 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.3661 0.74772 0.724 0.000 0.000 0.000 0.276
#> T0_CT_A10 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A11 4 0.3790 0.60565 0.272 0.000 0.000 0.724 0.004
#> T0_CT_B01 4 0.5400 0.51778 0.292 0.000 0.020 0.640 0.048
#> T0_CT_B03 3 0.1043 0.88600 0.000 0.040 0.960 0.000 0.000
#> T0_CT_B05 3 0.0451 0.89777 0.000 0.004 0.988 0.000 0.008
#> T0_CT_B07 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B08 3 0.0609 0.89556 0.000 0.020 0.980 0.000 0.000
#> T0_CT_B09 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.1043 0.88600 0.000 0.040 0.960 0.000 0.000
#> T0_CT_C03 5 0.6618 0.06316 0.216 0.000 0.388 0.000 0.396
#> T0_CT_C05 4 0.4117 0.72962 0.000 0.096 0.116 0.788 0.000
#> T0_CT_C06 4 0.6481 0.29004 0.276 0.000 0.004 0.516 0.204
#> T0_CT_C07 3 0.0992 0.88985 0.024 0.000 0.968 0.008 0.000
#> T0_CT_C08 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 4 0.3662 0.62571 0.252 0.000 0.000 0.744 0.004
#> T0_CT_C11 4 0.1121 0.79895 0.000 0.044 0.000 0.956 0.000
#> T0_CT_C12 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.2230 0.83101 0.000 0.116 0.884 0.000 0.000
#> T0_CT_D02 3 0.3764 0.76071 0.156 0.000 0.800 0.044 0.000
#> T0_CT_D03 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 3 0.5652 0.59224 0.004 0.144 0.672 0.008 0.172
#> T0_CT_D06 3 0.1195 0.88926 0.000 0.028 0.960 0.012 0.000
#> T0_CT_D07 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D08 3 0.1041 0.88940 0.000 0.032 0.964 0.004 0.000
#> T0_CT_D09 3 0.4641 0.17899 0.000 0.456 0.532 0.012 0.000
#> T0_CT_D11 4 0.4493 0.70002 0.000 0.108 0.136 0.756 0.000
#> T0_CT_D12 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E04 4 0.2584 0.78948 0.008 0.052 0.040 0.900 0.000
#> T0_CT_E05 1 0.6785 -0.26310 0.364 0.000 0.000 0.280 0.356
#> T0_CT_E06 3 0.0324 0.89907 0.004 0.000 0.992 0.004 0.000
#> T0_CT_E07 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 3 0.0404 0.89815 0.000 0.012 0.988 0.000 0.000
#> T0_CT_E09 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E10 4 0.3662 0.62571 0.252 0.000 0.000 0.744 0.004
#> T0_CT_E11 3 0.0579 0.89644 0.008 0.000 0.984 0.008 0.000
#> T0_CT_E12 3 0.5819 0.52404 0.252 0.000 0.600 0.148 0.000
#> T0_CT_F01 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0771 0.89255 0.004 0.000 0.976 0.020 0.000
#> T0_CT_F03 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 4 0.2297 0.76607 0.020 0.008 0.060 0.912 0.000
#> T0_CT_F06 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F09 4 0.2179 0.78925 0.000 0.112 0.000 0.888 0.000
#> T0_CT_F11 3 0.4936 0.66779 0.172 0.000 0.712 0.116 0.000
#> T0_CT_F12 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.90089 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 3 0.2679 0.83503 0.056 0.000 0.892 0.004 0.048
#> T0_CT_G03 3 0.0404 0.89749 0.000 0.000 0.988 0.012 0.000
#> T0_CT_G04 3 0.0671 0.89636 0.000 0.016 0.980 0.004 0.000
#> T0_CT_G07 3 0.0963 0.88814 0.000 0.036 0.964 0.000 0.000
#> T0_CT_G08 3 0.0671 0.89636 0.000 0.016 0.980 0.004 0.000
#> T0_CT_G09 5 0.0510 0.76580 0.016 0.000 0.000 0.000 0.984
#> T0_CT_G11 3 0.8340 -0.09401 0.236 0.000 0.344 0.144 0.276
#> T0_CT_H01 5 0.5829 0.64222 0.156 0.016 0.060 0.060 0.708
#> T0_CT_H02 3 0.4170 0.73869 0.000 0.140 0.780 0.080 0.000
#> T0_CT_H04 3 0.0451 0.89774 0.004 0.000 0.988 0.008 0.000
#> T0_CT_H05 3 0.3613 0.80352 0.072 0.000 0.844 0.068 0.016
#> T0_CT_H08 3 0.0162 0.90028 0.000 0.004 0.996 0.000 0.000
#> T0_CT_H09 4 0.3160 0.68456 0.188 0.000 0.004 0.808 0.000
#> T0_CT_H12 3 0.3389 0.79643 0.116 0.000 0.836 0.048 0.000
#> T24_CT_A01 1 0.3480 0.75306 0.752 0.000 0.000 0.000 0.248
#> T24_CT_A03 2 0.1270 0.79434 0.000 0.948 0.000 0.052 0.000
#> T24_CT_A04 4 0.2068 0.79483 0.000 0.092 0.004 0.904 0.000
#> T24_CT_A05 1 0.1571 0.58791 0.936 0.000 0.000 0.060 0.004
#> T24_CT_A07 4 0.3336 0.68517 0.000 0.228 0.000 0.772 0.000
#> T24_CT_A08 1 0.3730 0.74196 0.712 0.000 0.000 0.000 0.288
#> T24_CT_A09 1 0.2513 0.71197 0.876 0.000 0.000 0.008 0.116
#> T24_CT_A10 5 0.3053 0.71993 0.164 0.000 0.000 0.008 0.828
#> T24_CT_B01 1 0.4744 0.49652 0.692 0.000 0.000 0.056 0.252
#> T24_CT_B02 1 0.1740 0.66147 0.932 0.000 0.000 0.012 0.056
#> T24_CT_B03 2 0.2439 0.76020 0.000 0.876 0.000 0.004 0.120
#> T24_CT_B05 2 0.4350 0.27468 0.000 0.588 0.000 0.408 0.004
#> T24_CT_B06 2 0.4305 0.00973 0.000 0.512 0.000 0.488 0.000
#> T24_CT_B07 1 0.3586 0.75155 0.736 0.000 0.000 0.000 0.264
#> T24_CT_B08 4 0.1571 0.80116 0.004 0.060 0.000 0.936 0.000
#> T24_CT_B09 1 0.3661 0.74772 0.724 0.000 0.000 0.000 0.276
#> T24_CT_B11 3 0.4789 0.28200 0.392 0.000 0.584 0.000 0.024
#> T24_CT_C01 1 0.1894 0.67972 0.920 0.000 0.000 0.008 0.072
#> T24_CT_C02 4 0.1282 0.77545 0.044 0.004 0.000 0.952 0.000
#> T24_CT_C03 1 0.4227 0.32029 0.692 0.000 0.000 0.292 0.016
#> T24_CT_C05 4 0.0451 0.78828 0.004 0.008 0.000 0.988 0.000
#> T24_CT_C07 4 0.4425 0.37028 0.000 0.392 0.000 0.600 0.008
#> T24_CT_C08 4 0.3003 0.73520 0.000 0.188 0.000 0.812 0.000
#> T24_CT_C09 4 0.1732 0.75744 0.080 0.000 0.000 0.920 0.000
#> T24_CT_C10 5 0.3949 0.24384 0.332 0.000 0.000 0.000 0.668
#> T24_CT_C11 4 0.5229 0.36084 0.404 0.000 0.000 0.548 0.048
#> T24_CT_C12 2 0.0794 0.80080 0.000 0.972 0.000 0.028 0.000
#> T24_CT_D01 4 0.1851 0.79459 0.000 0.088 0.000 0.912 0.000
#> T24_CT_D02 2 0.2127 0.76677 0.000 0.892 0.000 0.108 0.000
#> T24_CT_D03 4 0.1478 0.79956 0.000 0.064 0.000 0.936 0.000
#> T24_CT_D04 1 0.3661 0.74772 0.724 0.000 0.000 0.000 0.276
#> T24_CT_D05 1 0.4403 0.53682 0.560 0.004 0.000 0.000 0.436
#> T24_CT_D06 1 0.3837 0.72802 0.692 0.000 0.000 0.000 0.308
#> T24_CT_D07 5 0.6305 0.32310 0.252 0.132 0.008 0.012 0.596
#> T24_CT_D08 4 0.2605 0.76313 0.000 0.148 0.000 0.852 0.000
#> T24_CT_D09 2 0.2230 0.76145 0.000 0.884 0.000 0.116 0.000
#> T24_CT_D10 2 0.4436 0.29546 0.000 0.596 0.008 0.396 0.000
#> T24_CT_D11 4 0.4015 0.50256 0.000 0.348 0.000 0.652 0.000
#> T24_CT_E01 5 0.0290 0.76697 0.008 0.000 0.000 0.000 0.992
#> T24_CT_E02 1 0.2818 0.65894 0.856 0.000 0.000 0.012 0.132
#> T24_CT_E04 2 0.4294 0.09281 0.000 0.532 0.000 0.468 0.000
#> T24_CT_E05 1 0.2230 0.71584 0.884 0.000 0.000 0.000 0.116
#> T24_CT_E07 2 0.4297 0.21347 0.000 0.528 0.000 0.000 0.472
#> T24_CT_E09 1 0.2891 0.74144 0.824 0.000 0.000 0.000 0.176
#> T24_CT_E11 1 0.3074 0.74487 0.804 0.000 0.000 0.000 0.196
#> T24_CT_E12 4 0.2179 0.78537 0.000 0.112 0.000 0.888 0.000
#> T24_CT_F01 4 0.2605 0.76470 0.000 0.148 0.000 0.852 0.000
#> T24_CT_F02 4 0.4443 0.15316 0.000 0.472 0.004 0.524 0.000
#> T24_CT_F03 5 0.3944 0.68792 0.200 0.000 0.000 0.032 0.768
#> T24_CT_F04 4 0.5475 0.44467 0.320 0.000 0.000 0.596 0.084
#> T24_CT_F05 5 0.0880 0.76677 0.032 0.000 0.000 0.000 0.968
#> T24_CT_F07 4 0.5492 0.27065 0.432 0.000 0.000 0.504 0.064
#> T24_CT_F08 1 0.1493 0.61166 0.948 0.000 0.000 0.028 0.024
#> T24_CT_F09 2 0.3579 0.74198 0.000 0.828 0.072 0.100 0.000
#> T24_CT_F10 2 0.5232 0.55333 0.000 0.648 0.084 0.000 0.268
#> T24_CT_F11 5 0.0609 0.77069 0.020 0.000 0.000 0.000 0.980
#> T24_CT_F12 2 0.3661 0.58317 0.000 0.724 0.000 0.276 0.000
#> T24_CT_G01 2 0.4307 -0.01526 0.000 0.504 0.000 0.496 0.000
#> T24_CT_G02 1 0.3661 0.74772 0.724 0.000 0.000 0.000 0.276
#> T24_CT_G03 1 0.2424 0.72266 0.868 0.000 0.000 0.000 0.132
#> T24_CT_G04 2 0.6817 0.56678 0.036 0.608 0.024 0.124 0.208
#> T24_CT_G05 4 0.0865 0.78174 0.024 0.004 0.000 0.972 0.000
#> T24_CT_G06 1 0.4126 0.64182 0.620 0.000 0.000 0.000 0.380
#> T24_CT_G08 1 0.2605 0.73064 0.852 0.000 0.000 0.000 0.148
#> T24_CT_G10 2 0.1671 0.78423 0.000 0.924 0.000 0.076 0.000
#> T24_CT_G11 1 0.0693 0.62853 0.980 0.000 0.000 0.012 0.008
#> T24_CT_G12 1 0.4086 0.74090 0.704 0.000 0.012 0.000 0.284
#> T24_CT_H01 3 0.0324 0.89908 0.004 0.000 0.992 0.000 0.004
#> T24_CT_H02 1 0.3508 0.75315 0.748 0.000 0.000 0.000 0.252
#> T24_CT_H03 4 0.3398 0.70495 0.004 0.216 0.000 0.780 0.000
#> T24_CT_H05 1 0.5338 0.02143 0.604 0.000 0.000 0.072 0.324
#> T24_CT_H07 5 0.4560 -0.28766 0.484 0.000 0.000 0.008 0.508
#> T24_CT_H09 1 0.3003 0.74454 0.812 0.000 0.000 0.000 0.188
#> T24_CT_H12 1 0.3838 0.74539 0.716 0.000 0.004 0.000 0.280
#> T48_CT_A01 2 0.0324 0.80222 0.000 0.992 0.004 0.004 0.000
#> T48_CT_A02 2 0.1732 0.78243 0.000 0.920 0.000 0.080 0.000
#> T48_CT_A03 1 0.3684 0.74596 0.720 0.000 0.000 0.000 0.280
#> T48_CT_A04 4 0.1671 0.79772 0.000 0.076 0.000 0.924 0.000
#> T48_CT_A05 2 0.3143 0.69088 0.000 0.796 0.000 0.000 0.204
#> T48_CT_A06 1 0.3612 0.75038 0.732 0.000 0.000 0.000 0.268
#> T48_CT_A07 2 0.4256 0.15985 0.000 0.564 0.436 0.000 0.000
#> T48_CT_A08 2 0.0290 0.80239 0.000 0.992 0.000 0.008 0.000
#> T48_CT_A09 5 0.0880 0.76259 0.032 0.000 0.000 0.000 0.968
#> T48_CT_A10 4 0.1410 0.80010 0.000 0.060 0.000 0.940 0.000
#> T48_CT_A11 2 0.3932 0.47403 0.000 0.672 0.000 0.328 0.000
#> T48_CT_A12 5 0.4836 0.57616 0.304 0.000 0.000 0.044 0.652
#> T48_CT_B01 4 0.0794 0.79505 0.000 0.028 0.000 0.972 0.000
#> T48_CT_B02 4 0.1270 0.79984 0.000 0.052 0.000 0.948 0.000
#> T48_CT_B03 1 0.3684 0.74617 0.720 0.000 0.000 0.000 0.280
#> T48_CT_B04 1 0.3661 0.74772 0.724 0.000 0.000 0.000 0.276
#> T48_CT_B06 4 0.3177 0.71382 0.000 0.208 0.000 0.792 0.000
#> T48_CT_B08 1 0.4192 0.59774 0.596 0.000 0.000 0.000 0.404
#> T48_CT_B10 4 0.1410 0.80080 0.000 0.060 0.000 0.940 0.000
#> T48_CT_B11 2 0.2377 0.75399 0.000 0.872 0.000 0.128 0.000
#> T48_CT_B12 5 0.1124 0.76636 0.036 0.004 0.000 0.000 0.960
#> T48_CT_C01 4 0.4448 0.08797 0.000 0.480 0.000 0.516 0.004
#> T48_CT_C02 1 0.3093 0.47731 0.824 0.000 0.000 0.168 0.008
#> T48_CT_C03 4 0.2179 0.78953 0.000 0.112 0.000 0.888 0.000
#> T48_CT_C04 1 0.3661 0.74772 0.724 0.000 0.000 0.000 0.276
#> T48_CT_C05 2 0.0404 0.80185 0.000 0.988 0.000 0.000 0.012
#> T48_CT_C06 2 0.3355 0.75478 0.000 0.832 0.000 0.036 0.132
#> T48_CT_C07 5 0.0404 0.77049 0.012 0.000 0.000 0.000 0.988
#> T48_CT_C09 2 0.0671 0.79894 0.000 0.980 0.016 0.000 0.004
#> T48_CT_C10 5 0.1965 0.72500 0.096 0.000 0.000 0.000 0.904
#> T48_CT_C11 2 0.2424 0.75082 0.000 0.868 0.000 0.132 0.000
#> T48_CT_D01 4 0.5123 0.58876 0.148 0.004 0.000 0.708 0.140
#> T48_CT_D02 5 0.5915 0.46798 0.324 0.000 0.000 0.124 0.552
#> T48_CT_D03 1 0.3336 0.75088 0.772 0.000 0.000 0.000 0.228
#> T48_CT_D04 2 0.3336 0.64467 0.000 0.772 0.000 0.228 0.000
#> T48_CT_D06 2 0.0290 0.80143 0.000 0.992 0.008 0.000 0.000
#> T48_CT_D07 4 0.2329 0.78409 0.000 0.124 0.000 0.876 0.000
#> T48_CT_D08 1 0.4665 0.32987 0.692 0.000 0.000 0.048 0.260
#> T48_CT_D09 4 0.0771 0.79251 0.004 0.020 0.000 0.976 0.000
#> T48_CT_D10 5 0.6203 0.45830 0.268 0.000 0.000 0.188 0.544
#> T48_CT_D11 2 0.0798 0.80276 0.000 0.976 0.008 0.016 0.000
#> T48_CT_D12 1 0.3586 0.75102 0.736 0.000 0.000 0.000 0.264
#> T48_CT_E01 2 0.4126 0.43375 0.000 0.620 0.000 0.000 0.380
#> T48_CT_E02 5 0.3326 0.71451 0.152 0.000 0.000 0.024 0.824
#> T48_CT_E03 2 0.4302 0.19201 0.000 0.520 0.000 0.000 0.480
#> T48_CT_E04 5 0.2707 0.71011 0.024 0.100 0.000 0.000 0.876
#> T48_CT_E05 4 0.4734 0.40597 0.000 0.372 0.000 0.604 0.024
#> T48_CT_E06 1 0.1444 0.65411 0.948 0.000 0.000 0.012 0.040
#> T48_CT_E07 1 0.4060 0.67001 0.640 0.000 0.000 0.000 0.360
#> T48_CT_E08 4 0.2561 0.77275 0.000 0.144 0.000 0.856 0.000
#> T48_CT_E10 1 0.3816 0.73153 0.696 0.000 0.000 0.000 0.304
#> T48_CT_E11 5 0.2966 0.62728 0.184 0.000 0.000 0.000 0.816
#> T48_CT_E12 2 0.3003 0.68236 0.000 0.812 0.188 0.000 0.000
#> T48_CT_F01 4 0.1732 0.79732 0.000 0.080 0.000 0.920 0.000
#> T48_CT_F02 5 0.2305 0.75379 0.092 0.000 0.000 0.012 0.896
#> T48_CT_F03 1 0.6333 0.01889 0.496 0.000 0.000 0.328 0.176
#> T48_CT_F05 4 0.1549 0.79774 0.016 0.040 0.000 0.944 0.000
#> T48_CT_F07 5 0.2852 0.69330 0.172 0.000 0.000 0.000 0.828
#> T48_CT_F09 2 0.3424 0.62987 0.000 0.760 0.000 0.240 0.000
#> T48_CT_F10 1 0.6525 -0.13267 0.472 0.000 0.000 0.220 0.308
#> T48_CT_F11 5 0.4060 0.16481 0.360 0.000 0.000 0.000 0.640
#> T48_CT_G01 1 0.3461 0.75121 0.772 0.000 0.000 0.004 0.224
#> T48_CT_G02 2 0.0162 0.80216 0.000 0.996 0.000 0.004 0.000
#> T48_CT_G03 4 0.4151 0.49986 0.000 0.344 0.000 0.652 0.004
#> T48_CT_G07 4 0.1965 0.79414 0.000 0.096 0.000 0.904 0.000
#> T48_CT_G08 2 0.1671 0.78194 0.000 0.924 0.000 0.000 0.076
#> T48_CT_G09 2 0.3424 0.65258 0.000 0.760 0.000 0.000 0.240
#> T48_CT_G10 1 0.3884 0.74083 0.708 0.000 0.004 0.000 0.288
#> T48_CT_G11 5 0.0510 0.77019 0.016 0.000 0.000 0.000 0.984
#> T48_CT_G12 4 0.1410 0.80015 0.000 0.060 0.000 0.940 0.000
#> T48_CT_H01 4 0.2020 0.74691 0.100 0.000 0.000 0.900 0.000
#> T48_CT_H02 2 0.3242 0.67986 0.000 0.784 0.000 0.000 0.216
#> T48_CT_H04 1 0.2843 0.50359 0.848 0.000 0.000 0.144 0.008
#> T48_CT_H05 4 0.1341 0.80007 0.000 0.056 0.000 0.944 0.000
#> T48_CT_H06 4 0.2516 0.77244 0.000 0.140 0.000 0.860 0.000
#> T48_CT_H07 5 0.5421 0.53927 0.276 0.000 0.000 0.096 0.628
#> T48_CT_H08 2 0.0451 0.80272 0.000 0.988 0.000 0.008 0.004
#> T48_CT_H11 5 0.3022 0.71787 0.136 0.004 0.000 0.012 0.848
#> T48_CT_H12 2 0.4307 -0.04335 0.000 0.500 0.000 0.500 0.000
#> T72_CT_A01 2 0.0510 0.80220 0.000 0.984 0.000 0.016 0.000
#> T72_CT_A05 2 0.0794 0.79535 0.000 0.972 0.028 0.000 0.000
#> T72_CT_A08 5 0.3480 0.49181 0.248 0.000 0.000 0.000 0.752
#> T72_CT_A09 2 0.0451 0.80090 0.000 0.988 0.008 0.000 0.004
#> T72_CT_A11 2 0.0290 0.80214 0.000 0.992 0.000 0.008 0.000
#> T72_CT_B01 2 0.3983 0.44840 0.000 0.660 0.000 0.340 0.000
#> T72_CT_B02 1 0.4015 0.68676 0.652 0.000 0.000 0.000 0.348
#> T72_CT_B03 5 0.1386 0.75812 0.032 0.016 0.000 0.000 0.952
#> T72_CT_B04 1 0.3895 0.71672 0.680 0.000 0.000 0.000 0.320
#> T72_CT_B05 2 0.3274 0.67349 0.000 0.780 0.000 0.000 0.220
#> T72_CT_B06 5 0.3661 0.41341 0.276 0.000 0.000 0.000 0.724
#> T72_CT_B08 3 0.4171 0.37139 0.000 0.396 0.604 0.000 0.000
#> T72_CT_B09 1 0.1697 0.58474 0.932 0.000 0.000 0.060 0.008
#> T72_CT_B11 5 0.0290 0.76697 0.008 0.000 0.000 0.000 0.992
#> T72_CT_B12 2 0.0162 0.80216 0.000 0.996 0.000 0.004 0.000
#> T72_CT_C04 2 0.0510 0.80260 0.000 0.984 0.000 0.016 0.000
#> T72_CT_C06 5 0.1830 0.73859 0.008 0.068 0.000 0.000 0.924
#> T72_CT_C07 2 0.0880 0.79336 0.000 0.968 0.032 0.000 0.000
#> T72_CT_C09 5 0.2471 0.68515 0.000 0.136 0.000 0.000 0.864
#> T72_CT_C11 2 0.1041 0.79243 0.000 0.964 0.032 0.000 0.004
#> T72_CT_D01 2 0.0290 0.80239 0.000 0.992 0.000 0.008 0.000
#> T72_CT_D03 2 0.5146 0.65434 0.024 0.724 0.080 0.000 0.172
#> T72_CT_D04 2 0.0000 0.80198 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D05 5 0.0794 0.76155 0.028 0.000 0.000 0.000 0.972
#> T72_CT_D07 5 0.0703 0.76308 0.024 0.000 0.000 0.000 0.976
#> T72_CT_D10 2 0.3730 0.58813 0.000 0.712 0.000 0.000 0.288
#> T72_CT_D11 1 0.3895 0.71565 0.680 0.000 0.000 0.000 0.320
#> T72_CT_E04 5 0.1704 0.76507 0.068 0.000 0.000 0.004 0.928
#> T72_CT_E05 2 0.0510 0.80178 0.000 0.984 0.000 0.016 0.000
#> T72_CT_E07 2 0.0807 0.79857 0.000 0.976 0.012 0.000 0.012
#> T72_CT_F01 2 0.1270 0.79406 0.000 0.948 0.000 0.052 0.000
#> T72_CT_F05 2 0.4242 0.22494 0.000 0.572 0.000 0.428 0.000
#> T72_CT_F07 5 0.0794 0.76272 0.028 0.000 0.000 0.000 0.972
#> T72_CT_F10 2 0.0451 0.80285 0.000 0.988 0.000 0.008 0.004
#> T72_CT_F11 2 0.0671 0.79894 0.000 0.980 0.016 0.000 0.004
#> T72_CT_G03 1 0.3684 0.74596 0.720 0.000 0.000 0.000 0.280
#> T72_CT_G04 1 0.3730 0.74170 0.712 0.000 0.000 0.000 0.288
#> T72_CT_G06 4 0.5998 0.12501 0.000 0.424 0.112 0.464 0.000
#> T72_CT_G08 3 0.9484 0.07347 0.148 0.104 0.348 0.224 0.176
#> T72_CT_G10 2 0.2516 0.74409 0.000 0.860 0.000 0.140 0.000
#> T72_CT_G11 5 0.5237 0.55528 0.300 0.000 0.000 0.072 0.628
#> T72_CT_H01 2 0.2377 0.75046 0.000 0.872 0.000 0.128 0.000
#> T72_CT_H03 2 0.0290 0.80239 0.000 0.992 0.000 0.008 0.000
#> T72_CT_H05 3 0.1732 0.85964 0.000 0.080 0.920 0.000 0.000
#> T72_CT_H08 3 0.4302 0.09532 0.000 0.480 0.520 0.000 0.000
#> T72_CT_H09 3 0.2193 0.85343 0.000 0.028 0.912 0.000 0.060
#> T72_CT_H10 5 0.0510 0.77070 0.016 0.000 0.000 0.000 0.984
#> T72_CT_H11 5 0.0703 0.77012 0.024 0.000 0.000 0.000 0.976
#> T72_CT_H12 2 0.1792 0.78059 0.000 0.916 0.000 0.084 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.2856 0.779895 0.000 0.004 0.844 0.136 0.004 0.012
#> T0_CT_A03 3 0.0000 0.851867 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.851867 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 3 0.0653 0.853075 0.000 0.004 0.980 0.000 0.004 0.012
#> T0_CT_A07 3 0.0146 0.852443 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_A08 1 0.0547 0.838490 0.980 0.000 0.000 0.000 0.020 0.000
#> T0_CT_A10 3 0.0458 0.850973 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_A11 6 0.3023 0.559919 0.000 0.232 0.000 0.000 0.000 0.768
#> T0_CT_B01 6 0.3471 0.628434 0.008 0.132 0.012 0.000 0.028 0.820
#> T0_CT_B03 3 0.4794 0.748235 0.000 0.016 0.756 0.084 0.052 0.092
#> T0_CT_B05 3 0.0622 0.851222 0.000 0.000 0.980 0.000 0.012 0.008
#> T0_CT_B07 3 0.0862 0.849886 0.000 0.004 0.972 0.000 0.008 0.016
#> T0_CT_B08 3 0.3748 0.789078 0.000 0.008 0.824 0.048 0.036 0.084
#> T0_CT_B09 3 0.0000 0.851867 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.4655 0.751689 0.000 0.012 0.764 0.080 0.052 0.092
#> T0_CT_C03 3 0.6630 -0.066273 0.340 0.004 0.368 0.000 0.268 0.020
#> T0_CT_C05 2 0.7143 0.476846 0.000 0.548 0.116 0.100 0.056 0.180
#> T0_CT_C06 6 0.3642 0.632697 0.004 0.116 0.000 0.000 0.080 0.800
#> T0_CT_C07 3 0.1267 0.835529 0.000 0.000 0.940 0.000 0.000 0.060
#> T0_CT_C08 3 0.0146 0.852071 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_C09 6 0.3126 0.542152 0.000 0.248 0.000 0.000 0.000 0.752
#> T0_CT_C11 2 0.3089 0.679194 0.000 0.800 0.000 0.004 0.008 0.188
#> T0_CT_C12 3 0.0000 0.851867 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 3 0.4951 0.655934 0.000 0.004 0.688 0.212 0.024 0.072
#> T0_CT_D02 3 0.4088 0.616280 0.040 0.004 0.716 0.000 0.000 0.240
#> T0_CT_D03 3 0.0777 0.851004 0.000 0.000 0.972 0.004 0.000 0.024
#> T0_CT_D05 3 0.7399 0.394175 0.004 0.052 0.532 0.144 0.156 0.112
#> T0_CT_D06 3 0.5059 0.736297 0.000 0.028 0.740 0.072 0.052 0.108
#> T0_CT_D07 3 0.0508 0.851528 0.000 0.000 0.984 0.000 0.004 0.012
#> T0_CT_D08 3 0.4933 0.741440 0.000 0.020 0.748 0.080 0.056 0.096
#> T0_CT_D09 4 0.7077 0.043767 0.000 0.044 0.368 0.424 0.052 0.112
#> T0_CT_D11 2 0.7062 0.460062 0.000 0.552 0.136 0.076 0.056 0.180
#> T0_CT_D12 3 0.0146 0.852071 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E01 3 0.1116 0.848206 0.000 0.004 0.960 0.000 0.008 0.028
#> T0_CT_E03 3 0.0458 0.850644 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_E04 2 0.6697 0.442068 0.000 0.536 0.080 0.048 0.056 0.280
#> T0_CT_E05 6 0.4740 0.568611 0.028 0.092 0.000 0.000 0.160 0.720
#> T0_CT_E06 3 0.1845 0.839783 0.000 0.004 0.916 0.000 0.008 0.072
#> T0_CT_E07 3 0.0692 0.851940 0.000 0.004 0.976 0.000 0.000 0.020
#> T0_CT_E08 3 0.3946 0.779579 0.000 0.004 0.808 0.064 0.040 0.084
#> T0_CT_E09 3 0.1552 0.844368 0.000 0.004 0.940 0.000 0.020 0.036
#> T0_CT_E10 6 0.3126 0.542152 0.000 0.248 0.000 0.000 0.000 0.752
#> T0_CT_E11 3 0.1542 0.845107 0.000 0.004 0.936 0.000 0.008 0.052
#> T0_CT_E12 6 0.4425 0.284434 0.004 0.020 0.364 0.000 0.004 0.608
#> T0_CT_F01 3 0.0146 0.852411 0.000 0.004 0.996 0.000 0.000 0.000
#> T0_CT_F02 3 0.2006 0.808352 0.000 0.004 0.892 0.000 0.000 0.104
#> T0_CT_F03 3 0.0000 0.851867 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0458 0.850963 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_F05 6 0.6752 -0.184418 0.000 0.408 0.104 0.024 0.052 0.412
#> T0_CT_F06 3 0.0951 0.850309 0.000 0.000 0.968 0.008 0.004 0.020
#> T0_CT_F07 3 0.2476 0.838464 0.000 0.004 0.900 0.020 0.036 0.040
#> T0_CT_F09 2 0.4685 0.675809 0.000 0.716 0.000 0.064 0.032 0.188
#> T0_CT_F11 6 0.4184 -0.117095 0.000 0.012 0.488 0.000 0.000 0.500
#> T0_CT_F12 3 0.0458 0.850973 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_G01 3 0.0000 0.851867 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G02 3 0.3551 0.752547 0.076 0.004 0.816 0.000 0.004 0.100
#> T0_CT_G03 3 0.0632 0.850694 0.000 0.000 0.976 0.000 0.000 0.024
#> T0_CT_G04 3 0.4557 0.758471 0.000 0.012 0.772 0.068 0.056 0.092
#> T0_CT_G07 3 0.4655 0.751689 0.000 0.012 0.764 0.080 0.052 0.092
#> T0_CT_G08 3 0.5023 0.740511 0.000 0.028 0.744 0.076 0.052 0.100
#> T0_CT_G09 5 0.2383 0.771428 0.096 0.000 0.000 0.000 0.880 0.024
#> T0_CT_G11 6 0.7484 0.294780 0.116 0.020 0.248 0.000 0.176 0.440
#> T0_CT_H01 5 0.7306 0.487065 0.100 0.024 0.112 0.036 0.560 0.168
#> T0_CT_H02 3 0.6910 0.561048 0.000 0.084 0.576 0.164 0.056 0.120
#> T0_CT_H04 3 0.1364 0.846054 0.000 0.004 0.944 0.000 0.004 0.048
#> T0_CT_H05 3 0.4250 0.533500 0.008 0.004 0.664 0.000 0.016 0.308
#> T0_CT_H08 3 0.1036 0.851042 0.000 0.004 0.964 0.000 0.008 0.024
#> T0_CT_H09 6 0.3871 0.450842 0.000 0.308 0.000 0.000 0.016 0.676
#> T0_CT_H12 3 0.3809 0.562765 0.000 0.004 0.684 0.000 0.008 0.304
#> T24_CT_A01 1 0.0922 0.838346 0.968 0.000 0.004 0.000 0.004 0.024
#> T24_CT_A03 4 0.3612 0.701373 0.000 0.148 0.000 0.800 0.016 0.036
#> T24_CT_A04 2 0.4467 0.667415 0.000 0.736 0.000 0.044 0.040 0.180
#> T24_CT_A05 1 0.3989 0.138008 0.528 0.000 0.000 0.000 0.004 0.468
#> T24_CT_A07 2 0.3204 0.732465 0.000 0.832 0.000 0.112 0.004 0.052
#> T24_CT_A08 1 0.0713 0.836600 0.972 0.000 0.000 0.000 0.028 0.000
#> T24_CT_A09 1 0.2300 0.760897 0.856 0.000 0.000 0.000 0.000 0.144
#> T24_CT_A10 5 0.4425 0.701800 0.108 0.004 0.000 0.000 0.724 0.164
#> T24_CT_B01 1 0.6001 0.018489 0.424 0.008 0.000 0.000 0.176 0.392
#> T24_CT_B02 1 0.3555 0.585473 0.712 0.000 0.000 0.000 0.008 0.280
#> T24_CT_B03 4 0.3837 0.645408 0.000 0.016 0.000 0.744 0.224 0.016
#> T24_CT_B05 2 0.4008 0.515663 0.000 0.672 0.000 0.308 0.004 0.016
#> T24_CT_B06 2 0.4215 0.580070 0.000 0.688 0.000 0.276 0.012 0.024
#> T24_CT_B07 1 0.0000 0.838007 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.2489 0.716501 0.000 0.860 0.000 0.012 0.000 0.128
#> T24_CT_B09 1 0.0146 0.838079 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_B11 3 0.4245 0.359206 0.376 0.000 0.604 0.000 0.004 0.016
#> T24_CT_C01 1 0.3081 0.672457 0.776 0.000 0.000 0.000 0.004 0.220
#> T24_CT_C02 2 0.3659 0.383828 0.000 0.636 0.000 0.000 0.000 0.364
#> T24_CT_C03 6 0.4661 0.591288 0.204 0.084 0.000 0.000 0.012 0.700
#> T24_CT_C05 2 0.3314 0.596679 0.000 0.740 0.000 0.000 0.004 0.256
#> T24_CT_C07 2 0.3453 0.680523 0.000 0.788 0.000 0.180 0.004 0.028
#> T24_CT_C08 2 0.4548 0.701406 0.000 0.732 0.000 0.140 0.016 0.112
#> T24_CT_C09 6 0.3866 0.003665 0.000 0.484 0.000 0.000 0.000 0.516
#> T24_CT_C10 1 0.4301 0.188015 0.584 0.000 0.000 0.000 0.392 0.024
#> T24_CT_C11 6 0.5350 0.617793 0.096 0.200 0.000 0.000 0.044 0.660
#> T24_CT_C12 4 0.3470 0.688718 0.000 0.176 0.000 0.792 0.012 0.020
#> T24_CT_D01 2 0.1672 0.731505 0.000 0.932 0.000 0.016 0.004 0.048
#> T24_CT_D02 4 0.4708 0.560628 0.000 0.256 0.000 0.672 0.016 0.056
#> T24_CT_D03 2 0.2920 0.705514 0.000 0.820 0.000 0.004 0.008 0.168
#> T24_CT_D04 1 0.0909 0.840218 0.968 0.000 0.000 0.000 0.012 0.020
#> T24_CT_D05 1 0.4130 0.559095 0.696 0.000 0.004 0.004 0.272 0.024
#> T24_CT_D06 1 0.1584 0.824188 0.928 0.000 0.000 0.000 0.064 0.008
#> T24_CT_D07 5 0.7402 0.188900 0.372 0.044 0.008 0.120 0.400 0.056
#> T24_CT_D08 2 0.1845 0.738546 0.000 0.920 0.000 0.028 0.000 0.052
#> T24_CT_D09 4 0.4436 0.621357 0.000 0.176 0.000 0.740 0.040 0.044
#> T24_CT_D10 2 0.6293 0.310070 0.000 0.512 0.020 0.344 0.044 0.080
#> T24_CT_D11 2 0.3960 0.658928 0.000 0.736 0.000 0.220 0.004 0.040
#> T24_CT_E01 5 0.2586 0.775737 0.100 0.000 0.000 0.000 0.868 0.032
#> T24_CT_E02 1 0.4388 0.548276 0.668 0.000 0.000 0.000 0.056 0.276
#> T24_CT_E04 2 0.4215 0.554005 0.000 0.688 0.000 0.276 0.012 0.024
#> T24_CT_E05 1 0.1610 0.806859 0.916 0.000 0.000 0.000 0.000 0.084
#> T24_CT_E07 5 0.5164 0.207310 0.000 0.028 0.004 0.352 0.580 0.036
#> T24_CT_E09 1 0.1007 0.826174 0.956 0.000 0.000 0.000 0.000 0.044
#> T24_CT_E11 1 0.2170 0.801050 0.888 0.000 0.000 0.000 0.012 0.100
#> T24_CT_E12 2 0.1334 0.732198 0.000 0.948 0.000 0.020 0.000 0.032
#> T24_CT_F01 2 0.1564 0.735608 0.000 0.936 0.000 0.040 0.000 0.024
#> T24_CT_F02 2 0.6608 0.440802 0.000 0.532 0.020 0.272 0.056 0.120
#> T24_CT_F03 5 0.4970 0.626923 0.120 0.004 0.000 0.000 0.652 0.224
#> T24_CT_F04 6 0.4150 0.629988 0.024 0.168 0.000 0.000 0.048 0.760
#> T24_CT_F05 5 0.3328 0.768928 0.120 0.000 0.000 0.000 0.816 0.064
#> T24_CT_F07 6 0.4104 0.650707 0.056 0.120 0.000 0.000 0.040 0.784
#> T24_CT_F08 1 0.4100 0.359791 0.600 0.004 0.000 0.000 0.008 0.388
#> T24_CT_F09 4 0.6402 0.527138 0.000 0.124 0.092 0.636 0.056 0.092
#> T24_CT_F10 4 0.5981 0.286061 0.000 0.000 0.128 0.484 0.364 0.024
#> T24_CT_F11 5 0.2826 0.772988 0.092 0.000 0.000 0.000 0.856 0.052
#> T24_CT_F12 2 0.5222 -0.013984 0.000 0.468 0.000 0.464 0.020 0.048
#> T24_CT_G01 2 0.5313 0.504103 0.000 0.612 0.000 0.288 0.032 0.068
#> T24_CT_G02 1 0.0146 0.838213 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_G03 1 0.1714 0.798664 0.908 0.000 0.000 0.000 0.000 0.092
#> T24_CT_G04 4 0.7859 0.381874 0.024 0.176 0.028 0.436 0.256 0.080
#> T24_CT_G05 2 0.3659 0.393895 0.000 0.636 0.000 0.000 0.000 0.364
#> T24_CT_G06 1 0.2450 0.774886 0.868 0.000 0.000 0.000 0.116 0.016
#> T24_CT_G08 1 0.1765 0.800080 0.904 0.000 0.000 0.000 0.000 0.096
#> T24_CT_G10 4 0.3568 0.679137 0.000 0.188 0.000 0.780 0.012 0.020
#> T24_CT_G11 1 0.3684 0.485420 0.664 0.000 0.000 0.000 0.004 0.332
#> T24_CT_G12 1 0.1492 0.829178 0.940 0.000 0.024 0.000 0.036 0.000
#> T24_CT_H01 3 0.1453 0.834857 0.040 0.000 0.944 0.000 0.008 0.008
#> T24_CT_H02 1 0.0603 0.838097 0.980 0.000 0.000 0.000 0.004 0.016
#> T24_CT_H03 2 0.3428 0.738590 0.000 0.824 0.000 0.084 0.008 0.084
#> T24_CT_H05 6 0.5508 0.420832 0.252 0.004 0.000 0.000 0.168 0.576
#> T24_CT_H07 1 0.5454 0.305994 0.552 0.000 0.000 0.000 0.292 0.156
#> T24_CT_H09 1 0.0713 0.830854 0.972 0.000 0.000 0.000 0.000 0.028
#> T24_CT_H12 1 0.0632 0.838537 0.976 0.000 0.000 0.000 0.024 0.000
#> T48_CT_A01 4 0.0458 0.754879 0.000 0.016 0.000 0.984 0.000 0.000
#> T48_CT_A02 4 0.3457 0.634869 0.000 0.232 0.000 0.752 0.000 0.016
#> T48_CT_A03 1 0.0146 0.838079 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_A04 2 0.2311 0.725227 0.000 0.880 0.000 0.016 0.000 0.104
#> T48_CT_A05 4 0.4078 0.589511 0.000 0.008 0.000 0.700 0.268 0.024
#> T48_CT_A06 1 0.0000 0.838007 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 4 0.5054 0.436261 0.000 0.008 0.296 0.628 0.012 0.056
#> T48_CT_A08 4 0.2001 0.752231 0.000 0.044 0.000 0.920 0.020 0.016
#> T48_CT_A09 5 0.3156 0.753415 0.180 0.000 0.000 0.000 0.800 0.020
#> T48_CT_A10 2 0.2623 0.706354 0.000 0.852 0.000 0.016 0.000 0.132
#> T48_CT_A11 2 0.4218 0.240814 0.000 0.556 0.000 0.428 0.000 0.016
#> T48_CT_A12 5 0.5122 0.368788 0.060 0.012 0.000 0.000 0.552 0.376
#> T48_CT_B01 2 0.2805 0.664404 0.000 0.812 0.000 0.004 0.000 0.184
#> T48_CT_B02 2 0.1908 0.719386 0.000 0.900 0.000 0.004 0.000 0.096
#> T48_CT_B03 1 0.0000 0.838007 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.838007 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.3728 0.722544 0.000 0.788 0.000 0.140 0.004 0.068
#> T48_CT_B08 1 0.2692 0.747952 0.840 0.000 0.000 0.000 0.148 0.012
#> T48_CT_B10 2 0.2020 0.719404 0.000 0.896 0.000 0.008 0.000 0.096
#> T48_CT_B11 4 0.3859 0.595787 0.000 0.256 0.000 0.720 0.012 0.012
#> T48_CT_B12 5 0.2571 0.766168 0.064 0.000 0.000 0.000 0.876 0.060
#> T48_CT_C01 2 0.3956 0.605043 0.000 0.716 0.000 0.252 0.004 0.028
#> T48_CT_C02 6 0.3971 0.505557 0.268 0.024 0.000 0.000 0.004 0.704
#> T48_CT_C03 2 0.2308 0.737049 0.000 0.892 0.000 0.040 0.000 0.068
#> T48_CT_C04 1 0.0000 0.838007 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.1149 0.753668 0.000 0.008 0.000 0.960 0.024 0.008
#> T48_CT_C06 4 0.5350 0.621298 0.000 0.144 0.000 0.656 0.172 0.028
#> T48_CT_C07 5 0.3215 0.770425 0.100 0.000 0.000 0.000 0.828 0.072
#> T48_CT_C09 4 0.0520 0.753632 0.000 0.000 0.000 0.984 0.008 0.008
#> T48_CT_C10 5 0.3841 0.699593 0.244 0.000 0.000 0.000 0.724 0.032
#> T48_CT_C11 4 0.4359 0.501793 0.000 0.312 0.000 0.652 0.008 0.028
#> T48_CT_D01 2 0.5387 -0.105219 0.000 0.464 0.000 0.000 0.112 0.424
#> T48_CT_D02 6 0.5094 0.051975 0.024 0.036 0.000 0.000 0.416 0.524
#> T48_CT_D03 1 0.2039 0.817951 0.904 0.000 0.000 0.000 0.020 0.076
#> T48_CT_D04 4 0.5201 0.318066 0.000 0.344 0.000 0.576 0.020 0.060
#> T48_CT_D06 4 0.0551 0.754420 0.000 0.004 0.000 0.984 0.008 0.004
#> T48_CT_D07 2 0.2328 0.737133 0.000 0.892 0.000 0.056 0.000 0.052
#> T48_CT_D08 6 0.5616 0.200842 0.352 0.000 0.000 0.000 0.156 0.492
#> T48_CT_D09 2 0.2631 0.660896 0.000 0.820 0.000 0.000 0.000 0.180
#> T48_CT_D10 6 0.5319 0.034952 0.000 0.104 0.000 0.000 0.420 0.476
#> T48_CT_D11 4 0.2877 0.729536 0.000 0.024 0.008 0.880 0.044 0.044
#> T48_CT_D12 1 0.0146 0.838079 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_E01 5 0.4635 -0.141406 0.000 0.008 0.000 0.476 0.492 0.024
#> T48_CT_E02 5 0.3994 0.690754 0.048 0.008 0.000 0.000 0.752 0.192
#> T48_CT_E03 5 0.4896 0.040906 0.016 0.004 0.000 0.424 0.532 0.024
#> T48_CT_E04 5 0.2274 0.745561 0.036 0.000 0.000 0.028 0.908 0.028
#> T48_CT_E05 2 0.4167 0.690109 0.000 0.768 0.000 0.152 0.040 0.040
#> T48_CT_E06 1 0.3136 0.657044 0.768 0.000 0.000 0.000 0.004 0.228
#> T48_CT_E07 1 0.1814 0.799975 0.900 0.000 0.000 0.000 0.100 0.000
#> T48_CT_E08 2 0.2197 0.742154 0.000 0.900 0.000 0.044 0.000 0.056
#> T48_CT_E10 1 0.1531 0.823440 0.928 0.000 0.000 0.000 0.068 0.004
#> T48_CT_E11 5 0.4109 0.581512 0.328 0.000 0.000 0.000 0.648 0.024
#> T48_CT_E12 4 0.4443 0.625028 0.000 0.020 0.176 0.748 0.016 0.040
#> T48_CT_F01 2 0.1983 0.732030 0.000 0.908 0.000 0.020 0.000 0.072
#> T48_CT_F02 5 0.3746 0.738856 0.080 0.000 0.000 0.000 0.780 0.140
#> T48_CT_F03 6 0.4386 0.640009 0.084 0.080 0.000 0.000 0.064 0.772
#> T48_CT_F05 2 0.3003 0.683719 0.000 0.812 0.000 0.016 0.000 0.172
#> T48_CT_F07 5 0.4769 0.662678 0.240 0.000 0.000 0.000 0.656 0.104
#> T48_CT_F09 4 0.5267 0.032424 0.000 0.444 0.000 0.484 0.020 0.052
#> T48_CT_F10 6 0.4897 0.583764 0.068 0.072 0.000 0.000 0.136 0.724
#> T48_CT_F11 1 0.3782 0.334697 0.636 0.000 0.000 0.000 0.360 0.004
#> T48_CT_G01 1 0.2197 0.821520 0.900 0.000 0.000 0.000 0.044 0.056
#> T48_CT_G02 4 0.1036 0.755947 0.000 0.024 0.000 0.964 0.004 0.008
#> T48_CT_G03 2 0.3672 0.696693 0.000 0.780 0.000 0.176 0.008 0.036
#> T48_CT_G07 2 0.2629 0.737584 0.000 0.868 0.000 0.040 0.000 0.092
#> T48_CT_G08 4 0.3530 0.722572 0.000 0.044 0.000 0.824 0.104 0.028
#> T48_CT_G09 4 0.4358 0.463742 0.000 0.008 0.000 0.620 0.352 0.020
#> T48_CT_G10 1 0.1003 0.833713 0.964 0.000 0.020 0.000 0.016 0.000
#> T48_CT_G11 5 0.2747 0.775800 0.096 0.000 0.000 0.000 0.860 0.044
#> T48_CT_G12 2 0.2263 0.721254 0.000 0.884 0.000 0.016 0.000 0.100
#> T48_CT_H01 6 0.3810 0.180024 0.000 0.428 0.000 0.000 0.000 0.572
#> T48_CT_H02 4 0.4058 0.518733 0.000 0.000 0.004 0.660 0.320 0.016
#> T48_CT_H04 6 0.4062 0.371080 0.344 0.012 0.000 0.000 0.004 0.640
#> T48_CT_H05 2 0.2118 0.725002 0.000 0.888 0.000 0.008 0.000 0.104
#> T48_CT_H06 2 0.2001 0.737017 0.000 0.912 0.000 0.048 0.000 0.040
#> T48_CT_H07 5 0.5166 0.239368 0.012 0.060 0.000 0.000 0.528 0.400
#> T48_CT_H08 4 0.1065 0.754774 0.000 0.020 0.000 0.964 0.008 0.008
#> T48_CT_H11 5 0.2912 0.741707 0.040 0.000 0.000 0.000 0.844 0.116
#> T48_CT_H12 2 0.4231 0.424549 0.000 0.616 0.000 0.364 0.008 0.012
#> T72_CT_A01 4 0.2152 0.744689 0.000 0.036 0.000 0.912 0.012 0.040
#> T72_CT_A05 4 0.1414 0.749116 0.000 0.012 0.004 0.952 0.012 0.020
#> T72_CT_A08 5 0.4685 0.318939 0.436 0.000 0.000 0.000 0.520 0.044
#> T72_CT_A09 4 0.0405 0.753572 0.000 0.000 0.000 0.988 0.008 0.004
#> T72_CT_A11 4 0.0790 0.755681 0.000 0.032 0.000 0.968 0.000 0.000
#> T72_CT_B01 4 0.5759 0.243354 0.000 0.328 0.000 0.544 0.032 0.096
#> T72_CT_B02 1 0.2003 0.785343 0.884 0.000 0.000 0.000 0.116 0.000
#> T72_CT_B03 5 0.3460 0.744317 0.168 0.000 0.000 0.028 0.796 0.008
#> T72_CT_B04 1 0.1444 0.818014 0.928 0.000 0.000 0.000 0.072 0.000
#> T72_CT_B05 4 0.3883 0.503376 0.000 0.000 0.000 0.656 0.332 0.012
#> T72_CT_B06 1 0.3907 0.176487 0.588 0.000 0.000 0.000 0.408 0.004
#> T72_CT_B08 4 0.6065 -0.068441 0.000 0.016 0.440 0.444 0.044 0.056
#> T72_CT_B09 6 0.3991 0.000651 0.472 0.000 0.000 0.000 0.004 0.524
#> T72_CT_B11 5 0.1858 0.771126 0.092 0.000 0.000 0.000 0.904 0.004
#> T72_CT_B12 4 0.0405 0.754054 0.000 0.008 0.000 0.988 0.004 0.000
#> T72_CT_C04 4 0.1897 0.742225 0.000 0.084 0.000 0.908 0.004 0.004
#> T72_CT_C06 5 0.2258 0.746946 0.060 0.000 0.000 0.044 0.896 0.000
#> T72_CT_C07 4 0.0893 0.751292 0.000 0.004 0.004 0.972 0.004 0.016
#> T72_CT_C09 5 0.3080 0.703065 0.040 0.000 0.000 0.100 0.848 0.012
#> T72_CT_C11 4 0.0436 0.753716 0.000 0.000 0.004 0.988 0.004 0.004
#> T72_CT_D01 4 0.0767 0.754823 0.000 0.012 0.000 0.976 0.004 0.008
#> T72_CT_D03 4 0.5938 0.509705 0.076 0.000 0.076 0.616 0.224 0.008
#> T72_CT_D04 4 0.0508 0.754588 0.000 0.012 0.000 0.984 0.000 0.004
#> T72_CT_D05 5 0.2420 0.765551 0.128 0.000 0.000 0.004 0.864 0.004
#> T72_CT_D07 5 0.2794 0.765753 0.144 0.000 0.000 0.012 0.840 0.004
#> T72_CT_D10 4 0.4219 0.393286 0.000 0.000 0.000 0.592 0.388 0.020
#> T72_CT_D11 1 0.1327 0.825345 0.936 0.000 0.000 0.000 0.064 0.000
#> T72_CT_E04 5 0.3838 0.744157 0.096 0.004 0.000 0.000 0.784 0.116
#> T72_CT_E05 4 0.1524 0.747852 0.000 0.060 0.000 0.932 0.000 0.008
#> T72_CT_E07 4 0.2081 0.754357 0.000 0.012 0.000 0.916 0.036 0.036
#> T72_CT_F01 4 0.3262 0.675238 0.000 0.196 0.000 0.788 0.008 0.008
#> T72_CT_F05 2 0.4543 0.404126 0.000 0.604 0.000 0.356 0.004 0.036
#> T72_CT_F07 5 0.2773 0.763947 0.152 0.000 0.000 0.004 0.836 0.008
#> T72_CT_F10 4 0.1219 0.751319 0.000 0.048 0.000 0.948 0.004 0.000
#> T72_CT_F11 4 0.0653 0.752760 0.000 0.004 0.000 0.980 0.004 0.012
#> T72_CT_G03 1 0.0458 0.838658 0.984 0.000 0.000 0.000 0.016 0.000
#> T72_CT_G04 1 0.1124 0.836359 0.956 0.000 0.000 0.000 0.036 0.008
#> T72_CT_G06 2 0.7853 0.219194 0.000 0.388 0.108 0.296 0.048 0.160
#> T72_CT_G08 3 0.8815 -0.236820 0.012 0.116 0.288 0.104 0.216 0.264
#> T72_CT_G10 4 0.3812 0.575093 0.000 0.268 0.000 0.712 0.004 0.016
#> T72_CT_G11 5 0.5646 0.153238 0.096 0.016 0.000 0.000 0.460 0.428
#> T72_CT_H01 4 0.3941 0.600359 0.000 0.232 0.000 0.732 0.008 0.028
#> T72_CT_H03 4 0.2553 0.715893 0.000 0.144 0.000 0.848 0.000 0.008
#> T72_CT_H05 3 0.5047 0.714262 0.000 0.008 0.720 0.140 0.048 0.084
#> T72_CT_H08 4 0.5645 0.251172 0.000 0.008 0.360 0.540 0.024 0.068
#> T72_CT_H09 3 0.3455 0.759326 0.004 0.000 0.832 0.068 0.084 0.012
#> T72_CT_H10 5 0.2633 0.775227 0.104 0.000 0.000 0.000 0.864 0.032
#> T72_CT_H11 5 0.2309 0.773897 0.084 0.000 0.000 0.000 0.888 0.028
#> T72_CT_H12 4 0.3512 0.579482 0.000 0.272 0.000 0.720 0.000 0.008
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> MAD:skmeans 266 1.71e-02 2.51e-02 1.45e-20 2
#> MAD:skmeans 261 2.74e-36 7.23e-39 1.58e-50 3
#> MAD:skmeans 248 4.08e-37 7.20e-37 1.20e-43 4
#> MAD:skmeans 225 2.59e-36 7.98e-33 3.56e-44 5
#> MAD:skmeans 213 2.08e-37 2.80e-33 4.35e-44 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["MAD", "pam"]
# you can also extract it by
# res = res_list["MAD:pam"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'MAD' method.
#> Subgroups are detected by 'pam' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.432 0.730 0.881 0.4973 0.500 0.500
#> 3 3 0.453 0.693 0.867 0.0663 0.915 0.839
#> 4 4 0.449 0.650 0.813 0.2626 0.778 0.567
#> 5 5 0.496 0.604 0.764 0.1110 0.891 0.684
#> 6 6 0.522 0.544 0.742 0.0413 0.964 0.862
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.0000 0.86631 1.000 0.000
#> T0_CT_A03 1 0.0000 0.86631 1.000 0.000
#> T0_CT_A05 1 0.0000 0.86631 1.000 0.000
#> T0_CT_A06 1 0.0000 0.86631 1.000 0.000
#> T0_CT_A07 1 0.0672 0.86394 0.992 0.008
#> T0_CT_A08 1 0.0000 0.86631 1.000 0.000
#> T0_CT_A10 1 0.0000 0.86631 1.000 0.000
#> T0_CT_A11 2 0.9983 0.03822 0.476 0.524
#> T0_CT_B01 1 0.2778 0.84730 0.952 0.048
#> T0_CT_B03 1 0.1184 0.86088 0.984 0.016
#> T0_CT_B05 1 0.0000 0.86631 1.000 0.000
#> T0_CT_B07 1 0.0000 0.86631 1.000 0.000
#> T0_CT_B08 1 0.0000 0.86631 1.000 0.000
#> T0_CT_B09 1 0.0000 0.86631 1.000 0.000
#> T0_CT_C02 1 0.0000 0.86631 1.000 0.000
#> T0_CT_C03 1 0.0000 0.86631 1.000 0.000
#> T0_CT_C05 2 0.9580 0.42940 0.380 0.620
#> T0_CT_C06 1 0.9963 0.15728 0.536 0.464
#> T0_CT_C07 1 0.0000 0.86631 1.000 0.000
#> T0_CT_C08 1 0.0000 0.86631 1.000 0.000
#> T0_CT_C09 1 0.9983 0.07471 0.524 0.476
#> T0_CT_C11 2 0.0376 0.84879 0.004 0.996
#> T0_CT_C12 1 0.0000 0.86631 1.000 0.000
#> T0_CT_D01 1 0.5178 0.79095 0.884 0.116
#> T0_CT_D02 1 0.0000 0.86631 1.000 0.000
#> T0_CT_D03 1 0.0000 0.86631 1.000 0.000
#> T0_CT_D05 1 0.0672 0.86404 0.992 0.008
#> T0_CT_D06 1 0.1843 0.85637 0.972 0.028
#> T0_CT_D07 1 0.0000 0.86631 1.000 0.000
#> T0_CT_D08 1 0.2603 0.84685 0.956 0.044
#> T0_CT_D09 2 0.9983 0.16196 0.476 0.524
#> T0_CT_D11 2 0.9996 0.13323 0.488 0.512
#> T0_CT_D12 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E01 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E03 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E04 2 0.9686 0.39442 0.396 0.604
#> T0_CT_E05 2 0.9427 0.45252 0.360 0.640
#> T0_CT_E06 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E07 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E08 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E09 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E10 1 0.9522 0.43527 0.628 0.372
#> T0_CT_E11 1 0.0000 0.86631 1.000 0.000
#> T0_CT_E12 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F01 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F02 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F03 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F04 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F05 1 0.7815 0.64357 0.768 0.232
#> T0_CT_F06 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F07 1 0.1414 0.85900 0.980 0.020
#> T0_CT_F09 2 0.0938 0.84869 0.012 0.988
#> T0_CT_F11 1 0.0000 0.86631 1.000 0.000
#> T0_CT_F12 1 0.0000 0.86631 1.000 0.000
#> T0_CT_G01 1 0.0000 0.86631 1.000 0.000
#> T0_CT_G02 1 0.0000 0.86631 1.000 0.000
#> T0_CT_G03 1 0.0000 0.86631 1.000 0.000
#> T0_CT_G04 1 0.0000 0.86631 1.000 0.000
#> T0_CT_G07 1 0.0376 0.86506 0.996 0.004
#> T0_CT_G08 1 0.0000 0.86631 1.000 0.000
#> T0_CT_G09 1 0.4815 0.81771 0.896 0.104
#> T0_CT_G11 1 0.3879 0.83110 0.924 0.076
#> T0_CT_H01 1 0.7219 0.73310 0.800 0.200
#> T0_CT_H02 1 0.9044 0.48435 0.680 0.320
#> T0_CT_H04 1 0.0000 0.86631 1.000 0.000
#> T0_CT_H05 1 0.1414 0.86156 0.980 0.020
#> T0_CT_H08 1 0.1184 0.86093 0.984 0.016
#> T0_CT_H09 1 0.8267 0.61821 0.740 0.260
#> T0_CT_H12 1 0.0000 0.86631 1.000 0.000
#> T24_CT_A01 1 0.0000 0.86631 1.000 0.000
#> T24_CT_A03 2 0.7745 0.69856 0.228 0.772
#> T24_CT_A04 1 0.8327 0.60489 0.736 0.264
#> T24_CT_A05 1 0.0000 0.86631 1.000 0.000
#> T24_CT_A07 2 0.0000 0.84816 0.000 1.000
#> T24_CT_A08 1 0.0000 0.86631 1.000 0.000
#> T24_CT_A09 1 0.0000 0.86631 1.000 0.000
#> T24_CT_A10 1 0.9129 0.52847 0.672 0.328
#> T24_CT_B01 1 0.7299 0.70645 0.796 0.204
#> T24_CT_B02 1 0.0000 0.86631 1.000 0.000
#> T24_CT_B03 2 0.5519 0.78777 0.128 0.872
#> T24_CT_B05 2 0.0672 0.84863 0.008 0.992
#> T24_CT_B06 2 0.0938 0.84855 0.012 0.988
#> T24_CT_B07 1 0.0000 0.86631 1.000 0.000
#> T24_CT_B08 2 0.0672 0.84860 0.008 0.992
#> T24_CT_B09 1 0.0000 0.86631 1.000 0.000
#> T24_CT_B11 1 0.0000 0.86631 1.000 0.000
#> T24_CT_C01 1 0.5408 0.79645 0.876 0.124
#> T24_CT_C02 2 0.1184 0.84901 0.016 0.984
#> T24_CT_C03 1 0.8016 0.67403 0.756 0.244
#> T24_CT_C05 2 0.7139 0.72246 0.196 0.804
#> T24_CT_C07 2 0.0000 0.84816 0.000 1.000
#> T24_CT_C08 2 0.1633 0.84448 0.024 0.976
#> T24_CT_C09 2 0.2948 0.83712 0.052 0.948
#> T24_CT_C10 1 0.5059 0.80611 0.888 0.112
#> T24_CT_C11 2 0.9522 0.42976 0.372 0.628
#> T24_CT_C12 2 0.0672 0.84898 0.008 0.992
#> T24_CT_D01 2 0.0000 0.84816 0.000 1.000
#> T24_CT_D02 2 0.8499 0.61459 0.276 0.724
#> T24_CT_D03 2 0.1633 0.84513 0.024 0.976
#> T24_CT_D04 1 0.0672 0.86434 0.992 0.008
#> T24_CT_D05 1 0.1633 0.85735 0.976 0.024
#> T24_CT_D06 1 0.0672 0.86489 0.992 0.008
#> T24_CT_D07 1 0.6801 0.73183 0.820 0.180
#> T24_CT_D08 2 0.0376 0.84883 0.004 0.996
#> T24_CT_D09 2 0.7883 0.65982 0.236 0.764
#> T24_CT_D10 2 0.8955 0.55673 0.312 0.688
#> T24_CT_D11 2 0.0000 0.84816 0.000 1.000
#> T24_CT_E01 2 0.8327 0.63501 0.264 0.736
#> T24_CT_E02 1 0.8861 0.57990 0.696 0.304
#> T24_CT_E04 2 0.0000 0.84816 0.000 1.000
#> T24_CT_E05 1 0.0000 0.86631 1.000 0.000
#> T24_CT_E07 2 0.6343 0.76370 0.160 0.840
#> T24_CT_E09 1 0.0000 0.86631 1.000 0.000
#> T24_CT_E11 1 0.8267 0.62790 0.740 0.260
#> T24_CT_E12 2 0.0000 0.84816 0.000 1.000
#> T24_CT_F01 2 0.0000 0.84816 0.000 1.000
#> T24_CT_F02 2 0.8713 0.58483 0.292 0.708
#> T24_CT_F03 1 0.8661 0.58822 0.712 0.288
#> T24_CT_F04 1 0.9044 0.54015 0.680 0.320
#> T24_CT_F05 2 0.8955 0.54893 0.312 0.688
#> T24_CT_F07 2 0.9635 0.35386 0.388 0.612
#> T24_CT_F08 1 0.0672 0.86396 0.992 0.008
#> T24_CT_F09 1 0.9993 -0.05684 0.516 0.484
#> T24_CT_F10 1 0.4431 0.81428 0.908 0.092
#> T24_CT_F11 2 0.4562 0.80949 0.096 0.904
#> T24_CT_F12 2 0.9833 0.32448 0.424 0.576
#> T24_CT_G01 2 0.5946 0.77931 0.144 0.856
#> T24_CT_G02 1 0.2603 0.84748 0.956 0.044
#> T24_CT_G03 1 0.0000 0.86631 1.000 0.000
#> T24_CT_G04 2 0.7528 0.70395 0.216 0.784
#> T24_CT_G05 2 0.1843 0.84451 0.028 0.972
#> T24_CT_G06 1 0.0938 0.86348 0.988 0.012
#> T24_CT_G08 1 0.0000 0.86631 1.000 0.000
#> T24_CT_G10 2 0.2423 0.83988 0.040 0.960
#> T24_CT_G11 1 0.0672 0.86438 0.992 0.008
#> T24_CT_G12 1 0.0000 0.86631 1.000 0.000
#> T24_CT_H01 1 0.0000 0.86631 1.000 0.000
#> T24_CT_H02 1 0.4939 0.80561 0.892 0.108
#> T24_CT_H03 2 0.9491 0.45196 0.368 0.632
#> T24_CT_H05 1 0.8327 0.62568 0.736 0.264
#> T24_CT_H07 1 0.4161 0.82329 0.916 0.084
#> T24_CT_H09 1 0.5178 0.80956 0.884 0.116
#> T24_CT_H12 1 0.0000 0.86631 1.000 0.000
#> T48_CT_A01 2 0.0376 0.84855 0.004 0.996
#> T48_CT_A02 2 0.0000 0.84816 0.000 1.000
#> T48_CT_A03 1 0.1414 0.86129 0.980 0.020
#> T48_CT_A04 2 0.0000 0.84816 0.000 1.000
#> T48_CT_A05 2 0.2948 0.83751 0.052 0.948
#> T48_CT_A06 1 0.0000 0.86631 1.000 0.000
#> T48_CT_A07 1 0.7745 0.66067 0.772 0.228
#> T48_CT_A08 2 0.0938 0.84909 0.012 0.988
#> T48_CT_A09 1 0.9710 0.36511 0.600 0.400
#> T48_CT_A10 2 0.0000 0.84816 0.000 1.000
#> T48_CT_A11 2 0.0000 0.84816 0.000 1.000
#> T48_CT_A12 1 0.9833 0.31270 0.576 0.424
#> T48_CT_B01 2 0.0938 0.84874 0.012 0.988
#> T48_CT_B02 2 0.1843 0.84493 0.028 0.972
#> T48_CT_B03 1 0.0000 0.86631 1.000 0.000
#> T48_CT_B04 1 0.2603 0.84971 0.956 0.044
#> T48_CT_B06 2 0.0000 0.84816 0.000 1.000
#> T48_CT_B08 1 0.8267 0.62870 0.740 0.260
#> T48_CT_B10 2 0.0000 0.84816 0.000 1.000
#> T48_CT_B11 2 0.0000 0.84816 0.000 1.000
#> T48_CT_B12 2 0.5178 0.79824 0.116 0.884
#> T48_CT_C01 2 0.0376 0.84865 0.004 0.996
#> T48_CT_C02 1 0.0376 0.86537 0.996 0.004
#> T48_CT_C03 2 0.0672 0.84875 0.008 0.992
#> T48_CT_C04 1 0.0376 0.86522 0.996 0.004
#> T48_CT_C05 2 0.4939 0.81222 0.108 0.892
#> T48_CT_C06 2 0.0000 0.84816 0.000 1.000
#> T48_CT_C07 2 0.9775 0.30721 0.412 0.588
#> T48_CT_C09 2 0.9552 0.44384 0.376 0.624
#> T48_CT_C10 1 0.9850 0.27297 0.572 0.428
#> T48_CT_C11 2 0.0000 0.84816 0.000 1.000
#> T48_CT_D01 2 0.0000 0.84816 0.000 1.000
#> T48_CT_D02 2 0.4562 0.81248 0.096 0.904
#> T48_CT_D03 1 0.0000 0.86631 1.000 0.000
#> T48_CT_D04 2 0.1184 0.84825 0.016 0.984
#> T48_CT_D06 2 0.1414 0.84653 0.020 0.980
#> T48_CT_D07 2 0.0000 0.84816 0.000 1.000
#> T48_CT_D08 1 0.9988 0.11036 0.520 0.480
#> T48_CT_D09 2 0.0376 0.84865 0.004 0.996
#> T48_CT_D10 2 0.2423 0.84220 0.040 0.960
#> T48_CT_D11 2 0.9944 0.22190 0.456 0.544
#> T48_CT_D12 1 0.5737 0.78613 0.864 0.136
#> T48_CT_E01 2 0.4298 0.82238 0.088 0.912
#> T48_CT_E02 2 0.6343 0.76549 0.160 0.840
#> T48_CT_E03 2 0.9896 0.22555 0.440 0.560
#> T48_CT_E04 2 0.9209 0.50414 0.336 0.664
#> T48_CT_E05 2 0.0000 0.84816 0.000 1.000
#> T48_CT_E06 1 0.9608 0.41144 0.616 0.384
#> T48_CT_E07 1 0.5294 0.79491 0.880 0.120
#> T48_CT_E08 2 0.0000 0.84816 0.000 1.000
#> T48_CT_E10 1 0.9922 0.20077 0.552 0.448
#> T48_CT_E11 1 0.8608 0.59494 0.716 0.284
#> T48_CT_E12 1 0.7528 0.68435 0.784 0.216
#> T48_CT_F01 2 0.0938 0.84812 0.012 0.988
#> T48_CT_F02 1 0.9970 0.12725 0.532 0.468
#> T48_CT_F03 1 0.9993 0.11353 0.516 0.484
#> T48_CT_F05 2 0.4562 0.81451 0.096 0.904
#> T48_CT_F07 1 0.8016 0.67025 0.756 0.244
#> T48_CT_F09 2 0.2603 0.83895 0.044 0.956
#> T48_CT_F10 2 0.9129 0.50746 0.328 0.672
#> T48_CT_F11 1 0.9087 0.52787 0.676 0.324
#> T48_CT_G01 1 0.0000 0.86631 1.000 0.000
#> T48_CT_G02 2 0.0000 0.84816 0.000 1.000
#> T48_CT_G03 2 0.0000 0.84816 0.000 1.000
#> T48_CT_G07 2 0.0376 0.84872 0.004 0.996
#> T48_CT_G08 2 0.1414 0.84815 0.020 0.980
#> T48_CT_G09 2 0.0672 0.84886 0.008 0.992
#> T48_CT_G10 1 0.0000 0.86631 1.000 0.000
#> T48_CT_G11 1 0.9248 0.50565 0.660 0.340
#> T48_CT_G12 2 0.3733 0.83015 0.072 0.928
#> T48_CT_H01 2 0.9909 0.19329 0.444 0.556
#> T48_CT_H02 2 0.9427 0.49711 0.360 0.640
#> T48_CT_H04 1 0.0000 0.86631 1.000 0.000
#> T48_CT_H05 2 0.0376 0.84865 0.004 0.996
#> T48_CT_H06 2 0.0938 0.84858 0.012 0.988
#> T48_CT_H07 2 0.5059 0.80608 0.112 0.888
#> T48_CT_H08 2 0.3114 0.83522 0.056 0.944
#> T48_CT_H11 2 0.4690 0.81344 0.100 0.900
#> T48_CT_H12 2 0.2236 0.84063 0.036 0.964
#> T72_CT_A01 2 0.0672 0.84902 0.008 0.992
#> T72_CT_A05 2 0.9580 0.43167 0.380 0.620
#> T72_CT_A08 1 0.8555 0.60686 0.720 0.280
#> T72_CT_A09 2 0.0376 0.84878 0.004 0.996
#> T72_CT_A11 2 0.0000 0.84816 0.000 1.000
#> T72_CT_B01 2 0.2423 0.84195 0.040 0.960
#> T72_CT_B02 1 0.8207 0.63393 0.744 0.256
#> T72_CT_B03 1 0.9983 0.12496 0.524 0.476
#> T72_CT_B04 1 0.8955 0.56070 0.688 0.312
#> T72_CT_B05 2 0.3733 0.82712 0.072 0.928
#> T72_CT_B06 1 0.6438 0.76803 0.836 0.164
#> T72_CT_B08 1 0.6148 0.75627 0.848 0.152
#> T72_CT_B09 1 0.6048 0.76692 0.852 0.148
#> T72_CT_B11 2 0.9775 0.32588 0.412 0.588
#> T72_CT_B12 2 0.0000 0.84816 0.000 1.000
#> T72_CT_C04 2 0.0376 0.84852 0.004 0.996
#> T72_CT_C06 2 0.6343 0.76556 0.160 0.840
#> T72_CT_C07 2 0.9922 0.26573 0.448 0.552
#> T72_CT_C09 2 0.3114 0.83692 0.056 0.944
#> T72_CT_C11 2 0.9896 0.29514 0.440 0.560
#> T72_CT_D01 2 0.0000 0.84816 0.000 1.000
#> T72_CT_D03 1 0.9998 0.00561 0.508 0.492
#> T72_CT_D04 2 0.0000 0.84816 0.000 1.000
#> T72_CT_D05 1 0.9896 0.24445 0.560 0.440
#> T72_CT_D07 2 0.8144 0.65182 0.252 0.748
#> T72_CT_D10 2 0.4022 0.82356 0.080 0.920
#> T72_CT_D11 1 0.1843 0.85762 0.972 0.028
#> T72_CT_E04 2 0.5946 0.77758 0.144 0.856
#> T72_CT_E05 2 0.0000 0.84816 0.000 1.000
#> T72_CT_E07 1 0.8608 0.55784 0.716 0.284
#> T72_CT_F01 2 0.0000 0.84816 0.000 1.000
#> T72_CT_F05 2 0.0672 0.84887 0.008 0.992
#> T72_CT_F07 2 0.8081 0.65671 0.248 0.752
#> T72_CT_F10 2 0.0000 0.84816 0.000 1.000
#> T72_CT_F11 2 0.8713 0.60580 0.292 0.708
#> T72_CT_G03 1 0.1414 0.85978 0.980 0.020
#> T72_CT_G04 1 0.0000 0.86631 1.000 0.000
#> T72_CT_G06 2 0.9881 0.29782 0.436 0.564
#> T72_CT_G08 2 0.9996 0.06453 0.488 0.512
#> T72_CT_G10 2 0.0000 0.84816 0.000 1.000
#> T72_CT_G11 2 0.9993 0.01743 0.484 0.516
#> T72_CT_H01 2 0.0000 0.84816 0.000 1.000
#> T72_CT_H03 2 0.0000 0.84816 0.000 1.000
#> T72_CT_H05 1 0.6712 0.73024 0.824 0.176
#> T72_CT_H08 1 0.4562 0.80758 0.904 0.096
#> T72_CT_H09 1 0.0000 0.86631 1.000 0.000
#> T72_CT_H10 2 0.4161 0.82279 0.084 0.916
#> T72_CT_H11 2 0.6801 0.74896 0.180 0.820
#> T72_CT_H12 2 0.0000 0.84816 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_A03 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_A05 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_A06 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_A07 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_A08 1 0.1411 0.81907 0.964 0.000 0.036
#> T0_CT_A10 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_A11 3 0.1453 0.90838 0.008 0.024 0.968
#> T0_CT_B01 1 0.2229 0.81586 0.944 0.044 0.012
#> T0_CT_B03 1 0.1337 0.82111 0.972 0.016 0.012
#> T0_CT_B05 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_B07 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_B08 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_B09 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_C02 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_C03 1 0.1031 0.82319 0.976 0.000 0.024
#> T0_CT_C05 2 0.6483 0.33701 0.392 0.600 0.008
#> T0_CT_C06 1 0.7043 0.19311 0.532 0.448 0.020
#> T0_CT_C07 1 0.0237 0.82539 0.996 0.000 0.004
#> T0_CT_C08 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_C09 3 0.1905 0.90616 0.016 0.028 0.956
#> T0_CT_C11 2 0.0237 0.82127 0.004 0.996 0.000
#> T0_CT_C12 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_D01 1 0.3377 0.77449 0.896 0.092 0.012
#> T0_CT_D02 1 0.0592 0.82592 0.988 0.000 0.012
#> T0_CT_D03 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_D05 1 0.0475 0.82644 0.992 0.004 0.004
#> T0_CT_D06 1 0.1877 0.81548 0.956 0.032 0.012
#> T0_CT_D07 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_D08 1 0.2116 0.81095 0.948 0.040 0.012
#> T0_CT_D09 1 0.6771 0.16696 0.548 0.440 0.012
#> T0_CT_D11 1 0.6647 0.12296 0.540 0.452 0.008
#> T0_CT_D12 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_E01 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_E03 1 0.0000 0.82544 1.000 0.000 0.000
#> T0_CT_E04 2 0.6786 0.18953 0.448 0.540 0.012
#> T0_CT_E05 2 0.6597 0.51969 0.312 0.664 0.024
#> T0_CT_E06 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_E07 1 0.0237 0.82553 0.996 0.000 0.004
#> T0_CT_E08 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_E09 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_E10 3 0.1751 0.90740 0.012 0.028 0.960
#> T0_CT_E11 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_E12 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_F01 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_F02 1 0.0237 0.82557 0.996 0.000 0.004
#> T0_CT_F03 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_F04 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_F05 1 0.4861 0.68243 0.808 0.180 0.012
#> T0_CT_F06 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_F07 1 0.1337 0.82178 0.972 0.016 0.012
#> T0_CT_F09 2 0.0424 0.82156 0.008 0.992 0.000
#> T0_CT_F11 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_F12 1 0.0000 0.82544 1.000 0.000 0.000
#> T0_CT_G01 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_G02 1 0.0237 0.82539 0.996 0.000 0.004
#> T0_CT_G03 1 0.0237 0.82525 0.996 0.000 0.004
#> T0_CT_G04 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_G07 1 0.0848 0.82473 0.984 0.008 0.008
#> T0_CT_G08 1 0.0592 0.82471 0.988 0.000 0.012
#> T0_CT_G09 1 0.3112 0.78688 0.900 0.096 0.004
#> T0_CT_G11 1 0.3091 0.79954 0.912 0.072 0.016
#> T0_CT_H01 1 0.4700 0.72626 0.812 0.180 0.008
#> T0_CT_H02 1 0.6019 0.54514 0.700 0.288 0.012
#> T0_CT_H04 1 0.0424 0.82525 0.992 0.000 0.008
#> T0_CT_H05 1 0.1774 0.82490 0.960 0.024 0.016
#> T0_CT_H08 1 0.1170 0.82501 0.976 0.008 0.016
#> T0_CT_H09 1 0.5659 0.62476 0.740 0.248 0.012
#> T0_CT_H12 1 0.0592 0.82565 0.988 0.000 0.012
#> T24_CT_A01 1 0.1411 0.81907 0.964 0.000 0.036
#> T24_CT_A03 2 0.5619 0.65849 0.244 0.744 0.012
#> T24_CT_A04 1 0.5698 0.61049 0.736 0.252 0.012
#> T24_CT_A05 1 0.0892 0.82364 0.980 0.000 0.020
#> T24_CT_A07 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_A08 1 0.1411 0.82445 0.964 0.000 0.036
#> T24_CT_A09 1 0.1411 0.82169 0.964 0.000 0.036
#> T24_CT_A10 1 0.7150 0.44699 0.616 0.348 0.036
#> T24_CT_B01 1 0.6168 0.64259 0.740 0.224 0.036
#> T24_CT_B02 1 0.1163 0.82162 0.972 0.000 0.028
#> T24_CT_B03 2 0.3607 0.77231 0.112 0.880 0.008
#> T24_CT_B05 2 0.0424 0.82132 0.008 0.992 0.000
#> T24_CT_B06 2 0.0747 0.82080 0.016 0.984 0.000
#> T24_CT_B07 1 0.1411 0.81907 0.964 0.000 0.036
#> T24_CT_B08 2 0.0424 0.82210 0.008 0.992 0.000
#> T24_CT_B09 1 0.1643 0.82136 0.956 0.000 0.044
#> T24_CT_B11 1 0.0592 0.82471 0.988 0.000 0.012
#> T24_CT_C01 1 0.5111 0.73327 0.820 0.144 0.036
#> T24_CT_C02 2 0.6255 0.49698 0.012 0.668 0.320
#> T24_CT_C03 1 0.6262 0.59868 0.696 0.284 0.020
#> T24_CT_C05 2 0.3816 0.74867 0.148 0.852 0.000
#> T24_CT_C07 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_C08 2 0.1031 0.81693 0.024 0.976 0.000
#> T24_CT_C09 2 0.6543 0.44667 0.016 0.640 0.344
#> T24_CT_C10 1 0.4349 0.75504 0.852 0.128 0.020
#> T24_CT_C11 2 0.6297 0.46695 0.352 0.640 0.008
#> T24_CT_C12 2 0.0661 0.82134 0.008 0.988 0.004
#> T24_CT_D01 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_D02 2 0.6143 0.52441 0.304 0.684 0.012
#> T24_CT_D03 2 0.0747 0.82014 0.016 0.984 0.000
#> T24_CT_D04 1 0.1170 0.82534 0.976 0.008 0.016
#> T24_CT_D05 1 0.1399 0.82255 0.968 0.028 0.004
#> T24_CT_D06 1 0.1337 0.82604 0.972 0.012 0.016
#> T24_CT_D07 1 0.4645 0.70962 0.816 0.176 0.008
#> T24_CT_D08 2 0.0237 0.82133 0.004 0.996 0.000
#> T24_CT_D09 2 0.5656 0.56799 0.264 0.728 0.008
#> T24_CT_D10 2 0.6297 0.43405 0.352 0.640 0.008
#> T24_CT_D11 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_E01 2 0.6224 0.63407 0.240 0.728 0.032
#> T24_CT_E02 1 0.7128 0.46424 0.620 0.344 0.036
#> T24_CT_E04 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_E05 1 0.1411 0.81907 0.964 0.000 0.036
#> T24_CT_E07 2 0.3752 0.75782 0.144 0.856 0.000
#> T24_CT_E09 1 0.1289 0.82035 0.968 0.000 0.032
#> T24_CT_E11 1 0.6698 0.55970 0.684 0.280 0.036
#> T24_CT_E12 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.82037 0.000 1.000 0.000
#> T24_CT_F02 2 0.6275 0.44900 0.348 0.644 0.008
#> T24_CT_F03 1 0.6855 0.50213 0.652 0.316 0.032
#> T24_CT_F04 1 0.9015 0.28703 0.508 0.348 0.144
#> T24_CT_F05 2 0.6143 0.61697 0.256 0.720 0.024
#> T24_CT_F07 2 0.9693 -0.03324 0.216 0.404 0.380
#> T24_CT_F08 1 0.1585 0.82295 0.964 0.008 0.028
#> T24_CT_F09 1 0.6598 0.20739 0.564 0.428 0.008
#> T24_CT_F10 1 0.2584 0.80355 0.928 0.064 0.008
#> T24_CT_F11 2 0.3129 0.78122 0.088 0.904 0.008
#> T24_CT_F12 2 0.6647 0.16235 0.452 0.540 0.008
#> T24_CT_G01 2 0.4293 0.72534 0.164 0.832 0.004
#> T24_CT_G02 1 0.2681 0.81464 0.932 0.040 0.028
#> T24_CT_G03 1 0.1411 0.82169 0.964 0.000 0.036
#> T24_CT_G04 2 0.4755 0.71372 0.184 0.808 0.008
#> T24_CT_G05 2 0.0892 0.81933 0.020 0.980 0.000
#> T24_CT_G06 1 0.2297 0.81580 0.944 0.020 0.036
#> T24_CT_G08 1 0.1411 0.81907 0.964 0.000 0.036
#> T24_CT_G10 2 0.1643 0.81094 0.044 0.956 0.000
#> T24_CT_G11 1 0.1585 0.82207 0.964 0.008 0.028
#> T24_CT_G12 1 0.0237 0.82525 0.996 0.000 0.004
#> T24_CT_H01 1 0.0592 0.82471 0.988 0.000 0.012
#> T24_CT_H02 1 0.4519 0.75481 0.852 0.116 0.032
#> T24_CT_H03 2 0.6148 0.42802 0.356 0.640 0.004
#> T24_CT_H05 1 0.6730 0.55721 0.680 0.284 0.036
#> T24_CT_H07 1 0.3610 0.77944 0.888 0.096 0.016
#> T24_CT_H09 1 0.4708 0.76297 0.844 0.120 0.036
#> T24_CT_H12 1 0.1031 0.82318 0.976 0.000 0.024
#> T48_CT_A01 2 0.0237 0.82084 0.004 0.996 0.000
#> T48_CT_A02 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_A03 1 0.2297 0.81591 0.944 0.020 0.036
#> T48_CT_A04 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_A05 2 0.2165 0.80553 0.064 0.936 0.000
#> T48_CT_A06 1 0.0892 0.82477 0.980 0.000 0.020
#> T48_CT_A07 1 0.5020 0.67720 0.796 0.192 0.012
#> T48_CT_A08 2 0.0829 0.82166 0.012 0.984 0.004
#> T48_CT_A09 1 0.7114 0.35632 0.584 0.388 0.028
#> T48_CT_A10 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_A12 1 0.6888 0.26147 0.552 0.432 0.016
#> T48_CT_B01 2 0.0592 0.82165 0.012 0.988 0.000
#> T48_CT_B02 2 0.0892 0.82001 0.020 0.980 0.000
#> T48_CT_B03 1 0.0592 0.82478 0.988 0.000 0.012
#> T48_CT_B04 1 0.3148 0.80646 0.916 0.048 0.036
#> T48_CT_B06 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_B08 1 0.6522 0.57583 0.696 0.272 0.032
#> T48_CT_B10 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_B12 2 0.3769 0.77278 0.104 0.880 0.016
#> T48_CT_C01 2 0.0237 0.82100 0.004 0.996 0.000
#> T48_CT_C02 3 0.0747 0.90541 0.016 0.000 0.984
#> T48_CT_C03 2 0.0592 0.82092 0.012 0.988 0.000
#> T48_CT_C04 1 0.1878 0.82205 0.952 0.004 0.044
#> T48_CT_C05 2 0.3784 0.76761 0.132 0.864 0.004
#> T48_CT_C06 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_C07 2 0.6796 0.38626 0.368 0.612 0.020
#> T48_CT_C09 2 0.6804 0.15753 0.460 0.528 0.012
#> T48_CT_C10 1 0.7480 0.12641 0.508 0.456 0.036
#> T48_CT_C11 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_D02 2 0.3752 0.77244 0.096 0.884 0.020
#> T48_CT_D03 1 0.1411 0.81907 0.964 0.000 0.036
#> T48_CT_D04 2 0.0747 0.82135 0.016 0.984 0.000
#> T48_CT_D06 2 0.0892 0.81844 0.020 0.980 0.000
#> T48_CT_D07 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_D08 2 0.7377 0.07513 0.452 0.516 0.032
#> T48_CT_D09 2 0.0237 0.82100 0.004 0.996 0.000
#> T48_CT_D10 2 0.1751 0.81528 0.028 0.960 0.012
#> T48_CT_D11 1 0.6683 0.00797 0.500 0.492 0.008
#> T48_CT_D12 1 0.5413 0.71954 0.800 0.164 0.036
#> T48_CT_E01 2 0.3030 0.79338 0.092 0.904 0.004
#> T48_CT_E02 2 0.4921 0.71926 0.164 0.816 0.020
#> T48_CT_E03 2 0.6786 0.16548 0.448 0.540 0.012
#> T48_CT_E04 2 0.6427 0.46051 0.348 0.640 0.012
#> T48_CT_E05 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_E06 1 0.7860 0.24345 0.528 0.416 0.056
#> T48_CT_E07 1 0.4609 0.74591 0.844 0.128 0.028
#> T48_CT_E08 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_E10 1 0.7471 0.15876 0.516 0.448 0.036
#> T48_CT_E11 1 0.6793 0.54203 0.672 0.292 0.036
#> T48_CT_E12 1 0.4861 0.70135 0.808 0.180 0.012
#> T48_CT_F01 2 0.0747 0.81924 0.016 0.984 0.000
#> T48_CT_F02 1 0.6804 0.13285 0.528 0.460 0.012
#> T48_CT_F03 2 0.7841 -0.06009 0.472 0.476 0.052
#> T48_CT_F05 2 0.3573 0.76435 0.120 0.876 0.004
#> T48_CT_F07 1 0.6187 0.63224 0.724 0.248 0.028
#> T48_CT_F09 2 0.1643 0.81001 0.044 0.956 0.000
#> T48_CT_F10 2 0.9168 0.29368 0.184 0.528 0.288
#> T48_CT_F11 1 0.7190 0.41862 0.608 0.356 0.036
#> T48_CT_G01 1 0.1170 0.82517 0.976 0.008 0.016
#> T48_CT_G02 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.82037 0.000 1.000 0.000
#> T48_CT_G07 2 0.0237 0.82114 0.004 0.996 0.000
#> T48_CT_G08 2 0.0747 0.82188 0.016 0.984 0.000
#> T48_CT_G09 2 0.0424 0.82157 0.008 0.992 0.000
#> T48_CT_G10 1 0.0592 0.82460 0.988 0.000 0.012
#> T48_CT_G11 1 0.6600 0.38809 0.604 0.384 0.012
#> T48_CT_G12 2 0.2400 0.80321 0.064 0.932 0.004
#> T48_CT_H01 2 0.9775 0.13567 0.288 0.440 0.272
#> T48_CT_H02 2 0.6577 0.30783 0.420 0.572 0.008
#> T48_CT_H04 3 0.1031 0.90627 0.024 0.000 0.976
#> T48_CT_H05 2 0.0237 0.82100 0.004 0.996 0.000
#> T48_CT_H06 2 0.0592 0.82181 0.012 0.988 0.000
#> T48_CT_H07 2 0.3690 0.77820 0.100 0.884 0.016
#> T48_CT_H08 2 0.1989 0.81224 0.048 0.948 0.004
#> T48_CT_H11 2 0.3528 0.78476 0.092 0.892 0.016
#> T48_CT_H12 2 0.1832 0.80840 0.036 0.956 0.008
#> T72_CT_A01 2 0.0592 0.82164 0.012 0.988 0.000
#> T72_CT_A05 2 0.6793 0.16692 0.452 0.536 0.012
#> T72_CT_A08 1 0.6653 0.55536 0.680 0.288 0.032
#> T72_CT_A09 2 0.0475 0.82154 0.004 0.992 0.004
#> T72_CT_A11 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_B01 2 0.2356 0.80049 0.072 0.928 0.000
#> T72_CT_B02 1 0.6632 0.57326 0.692 0.272 0.036
#> T72_CT_B03 1 0.6825 0.03749 0.496 0.492 0.012
#> T72_CT_B04 1 0.6931 0.49583 0.640 0.328 0.032
#> T72_CT_B05 2 0.2590 0.80116 0.072 0.924 0.004
#> T72_CT_B06 1 0.5355 0.73832 0.804 0.160 0.036
#> T72_CT_B08 1 0.4128 0.74325 0.856 0.132 0.012
#> T72_CT_B09 3 0.7801 0.49392 0.276 0.088 0.636
#> T72_CT_B11 2 0.7069 0.27410 0.408 0.568 0.024
#> T72_CT_B12 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_C04 2 0.0237 0.82077 0.004 0.996 0.000
#> T72_CT_C06 2 0.4782 0.72670 0.164 0.820 0.016
#> T72_CT_C07 1 0.6799 0.10419 0.532 0.456 0.012
#> T72_CT_C09 2 0.1964 0.81018 0.056 0.944 0.000
#> T72_CT_C11 1 0.6809 0.06361 0.524 0.464 0.012
#> T72_CT_D01 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_D03 2 0.7074 0.04384 0.480 0.500 0.020
#> T72_CT_D04 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_D05 1 0.7021 0.23166 0.544 0.436 0.020
#> T72_CT_D07 2 0.5899 0.63517 0.244 0.736 0.020
#> T72_CT_D10 2 0.2772 0.79693 0.080 0.916 0.004
#> T72_CT_D11 1 0.2564 0.81985 0.936 0.028 0.036
#> T72_CT_E04 2 0.4342 0.75924 0.120 0.856 0.024
#> T72_CT_E05 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_E07 1 0.5698 0.61040 0.736 0.252 0.012
#> T72_CT_F01 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_F05 2 0.0592 0.82133 0.012 0.988 0.000
#> T72_CT_F07 2 0.5461 0.67125 0.216 0.768 0.016
#> T72_CT_F10 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_F11 2 0.6510 0.42301 0.364 0.624 0.012
#> T72_CT_G03 1 0.2176 0.81716 0.948 0.020 0.032
#> T72_CT_G04 1 0.0983 0.82515 0.980 0.004 0.016
#> T72_CT_G06 2 0.6822 0.07123 0.480 0.508 0.012
#> T72_CT_G08 1 0.6500 0.14063 0.532 0.464 0.004
#> T72_CT_G10 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_G11 2 0.7043 0.27285 0.400 0.576 0.024
#> T72_CT_H01 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.82037 0.000 1.000 0.000
#> T72_CT_H05 1 0.4261 0.73289 0.848 0.140 0.012
#> T72_CT_H08 1 0.3120 0.78269 0.908 0.080 0.012
#> T72_CT_H09 1 0.0424 0.82525 0.992 0.000 0.008
#> T72_CT_H10 2 0.3120 0.79415 0.080 0.908 0.012
#> T72_CT_H11 2 0.5315 0.68058 0.216 0.772 0.012
#> T72_CT_H12 2 0.0000 0.82037 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.1211 0.7006 0.040 0.000 0.960 0.000
#> T0_CT_A03 3 0.3123 0.6535 0.156 0.000 0.844 0.000
#> T0_CT_A05 3 0.1637 0.6992 0.060 0.000 0.940 0.000
#> T0_CT_A06 3 0.3942 0.5650 0.236 0.000 0.764 0.000
#> T0_CT_A07 3 0.0592 0.7002 0.016 0.000 0.984 0.000
#> T0_CT_A08 1 0.1940 0.7257 0.924 0.000 0.076 0.000
#> T0_CT_A10 1 0.4730 0.5564 0.636 0.000 0.364 0.000
#> T0_CT_A11 4 0.0000 1.0000 0.000 0.000 0.000 1.000
#> T0_CT_B01 1 0.5152 0.5856 0.664 0.020 0.316 0.000
#> T0_CT_B03 3 0.1716 0.7008 0.064 0.000 0.936 0.000
#> T0_CT_B05 1 0.4585 0.5848 0.668 0.000 0.332 0.000
#> T0_CT_B07 3 0.4624 0.3917 0.340 0.000 0.660 0.000
#> T0_CT_B08 3 0.2081 0.6965 0.084 0.000 0.916 0.000
#> T0_CT_B09 3 0.2814 0.6720 0.132 0.000 0.868 0.000
#> T0_CT_C02 3 0.0707 0.7020 0.020 0.000 0.980 0.000
#> T0_CT_C03 1 0.4382 0.6270 0.704 0.000 0.296 0.000
#> T0_CT_C05 3 0.5414 0.4624 0.020 0.376 0.604 0.000
#> T0_CT_C06 1 0.7860 0.1904 0.372 0.356 0.272 0.000
#> T0_CT_C07 3 0.5000 -0.2244 0.496 0.000 0.504 0.000
#> T0_CT_C08 3 0.1474 0.7015 0.052 0.000 0.948 0.000
#> T0_CT_C09 4 0.0000 1.0000 0.000 0.000 0.000 1.000
#> T0_CT_C11 2 0.0921 0.8721 0.000 0.972 0.028 0.000
#> T0_CT_C12 3 0.2408 0.6906 0.104 0.000 0.896 0.000
#> T0_CT_D01 3 0.0895 0.7031 0.004 0.020 0.976 0.000
#> T0_CT_D02 3 0.4967 0.1294 0.452 0.000 0.548 0.000
#> T0_CT_D03 3 0.0592 0.7002 0.016 0.000 0.984 0.000
#> T0_CT_D05 3 0.4730 0.2150 0.364 0.000 0.636 0.000
#> T0_CT_D06 3 0.1792 0.7015 0.068 0.000 0.932 0.000
#> T0_CT_D07 3 0.3219 0.6466 0.164 0.000 0.836 0.000
#> T0_CT_D08 3 0.2412 0.7002 0.084 0.008 0.908 0.000
#> T0_CT_D09 3 0.2918 0.6833 0.008 0.116 0.876 0.000
#> T0_CT_D11 3 0.6824 0.4184 0.120 0.324 0.556 0.000
#> T0_CT_D12 3 0.4406 0.5186 0.300 0.000 0.700 0.000
#> T0_CT_E01 1 0.4406 0.5861 0.700 0.000 0.300 0.000
#> T0_CT_E03 3 0.4994 -0.1248 0.480 0.000 0.520 0.000
#> T0_CT_E04 3 0.3768 0.6477 0.008 0.184 0.808 0.000
#> T0_CT_E05 2 0.5773 0.4810 0.320 0.632 0.048 0.000
#> T0_CT_E06 3 0.2469 0.6758 0.108 0.000 0.892 0.000
#> T0_CT_E07 3 0.4967 0.1135 0.452 0.000 0.548 0.000
#> T0_CT_E08 3 0.2081 0.6967 0.084 0.000 0.916 0.000
#> T0_CT_E09 3 0.1211 0.7028 0.040 0.000 0.960 0.000
#> T0_CT_E10 4 0.0000 1.0000 0.000 0.000 0.000 1.000
#> T0_CT_E11 1 0.4730 0.5060 0.636 0.000 0.364 0.000
#> T0_CT_E12 1 0.4406 0.6187 0.700 0.000 0.300 0.000
#> T0_CT_F01 1 0.4406 0.5861 0.700 0.000 0.300 0.000
#> T0_CT_F02 1 0.4977 0.2318 0.540 0.000 0.460 0.000
#> T0_CT_F03 3 0.2589 0.6883 0.116 0.000 0.884 0.000
#> T0_CT_F04 3 0.3219 0.6481 0.164 0.000 0.836 0.000
#> T0_CT_F05 3 0.1888 0.7071 0.016 0.044 0.940 0.000
#> T0_CT_F06 3 0.0817 0.7017 0.024 0.000 0.976 0.000
#> T0_CT_F07 3 0.2868 0.6595 0.136 0.000 0.864 0.000
#> T0_CT_F09 2 0.0921 0.8722 0.000 0.972 0.028 0.000
#> T0_CT_F11 3 0.4406 0.4420 0.300 0.000 0.700 0.000
#> T0_CT_F12 1 0.4972 0.3277 0.544 0.000 0.456 0.000
#> T0_CT_G01 3 0.2281 0.6792 0.096 0.000 0.904 0.000
#> T0_CT_G02 3 0.4888 0.0652 0.412 0.000 0.588 0.000
#> T0_CT_G03 1 0.4585 0.5641 0.668 0.000 0.332 0.000
#> T0_CT_G04 3 0.0817 0.7016 0.024 0.000 0.976 0.000
#> T0_CT_G07 3 0.2281 0.6947 0.096 0.000 0.904 0.000
#> T0_CT_G08 3 0.3400 0.6461 0.180 0.000 0.820 0.000
#> T0_CT_G09 1 0.5859 0.5510 0.652 0.064 0.284 0.000
#> T0_CT_G11 1 0.5367 0.6133 0.664 0.032 0.304 0.000
#> T0_CT_H01 1 0.6839 0.4764 0.552 0.120 0.328 0.000
#> T0_CT_H02 3 0.3015 0.6943 0.024 0.092 0.884 0.000
#> T0_CT_H04 3 0.4382 0.5098 0.296 0.000 0.704 0.000
#> T0_CT_H05 3 0.4804 0.1663 0.384 0.000 0.616 0.000
#> T0_CT_H08 3 0.3074 0.6558 0.152 0.000 0.848 0.000
#> T0_CT_H09 3 0.7702 0.0285 0.360 0.224 0.416 0.000
#> T0_CT_H12 1 0.4972 0.3278 0.544 0.000 0.456 0.000
#> T24_CT_A01 1 0.3024 0.7196 0.852 0.000 0.148 0.000
#> T24_CT_A03 3 0.6330 0.0873 0.060 0.448 0.492 0.000
#> T24_CT_A04 3 0.3966 0.6951 0.088 0.072 0.840 0.000
#> T24_CT_A05 1 0.3610 0.6698 0.800 0.000 0.200 0.000
#> T24_CT_A07 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T24_CT_A08 3 0.4994 -0.0349 0.480 0.000 0.520 0.000
#> T24_CT_A09 1 0.3837 0.6775 0.776 0.000 0.224 0.000
#> T24_CT_A10 1 0.2983 0.7170 0.892 0.068 0.040 0.000
#> T24_CT_B01 1 0.2111 0.7298 0.932 0.024 0.044 0.000
#> T24_CT_B02 1 0.2281 0.7260 0.904 0.000 0.096 0.000
#> T24_CT_B03 2 0.4057 0.7896 0.160 0.812 0.028 0.000
#> T24_CT_B05 2 0.0524 0.8739 0.008 0.988 0.004 0.000
#> T24_CT_B06 2 0.2081 0.8519 0.000 0.916 0.084 0.000
#> T24_CT_B07 1 0.1637 0.7223 0.940 0.000 0.060 0.000
#> T24_CT_B08 2 0.0927 0.8742 0.008 0.976 0.016 0.000
#> T24_CT_B09 1 0.4746 0.4517 0.632 0.000 0.368 0.000
#> T24_CT_B11 3 0.3942 0.5740 0.236 0.000 0.764 0.000
#> T24_CT_C01 1 0.1629 0.7214 0.952 0.024 0.024 0.000
#> T24_CT_C02 2 0.5403 0.4955 0.000 0.628 0.024 0.348
#> T24_CT_C03 1 0.4428 0.7204 0.816 0.064 0.116 0.004
#> T24_CT_C05 2 0.4136 0.7283 0.196 0.788 0.016 0.000
#> T24_CT_C07 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T24_CT_C08 2 0.1022 0.8685 0.000 0.968 0.032 0.000
#> T24_CT_C09 2 0.5400 0.4545 0.020 0.608 0.000 0.372
#> T24_CT_C10 1 0.1767 0.7284 0.944 0.012 0.044 0.000
#> T24_CT_C11 2 0.6669 0.3015 0.332 0.564 0.104 0.000
#> T24_CT_C12 2 0.2002 0.8649 0.020 0.936 0.044 0.000
#> T24_CT_D01 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T24_CT_D02 3 0.5693 0.1916 0.024 0.472 0.504 0.000
#> T24_CT_D03 2 0.0672 0.8731 0.008 0.984 0.008 0.000
#> T24_CT_D04 1 0.3311 0.6994 0.828 0.000 0.172 0.000
#> T24_CT_D05 1 0.5206 0.5926 0.668 0.024 0.308 0.000
#> T24_CT_D06 1 0.4564 0.5664 0.672 0.000 0.328 0.000
#> T24_CT_D07 1 0.6788 0.2031 0.480 0.096 0.424 0.000
#> T24_CT_D08 2 0.0336 0.8747 0.000 0.992 0.008 0.000
#> T24_CT_D09 3 0.4967 0.2516 0.000 0.452 0.548 0.000
#> T24_CT_D10 3 0.4936 0.4629 0.004 0.372 0.624 0.000
#> T24_CT_D11 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T24_CT_E01 2 0.6292 0.4876 0.332 0.592 0.076 0.000
#> T24_CT_E02 1 0.4872 0.6820 0.776 0.148 0.076 0.000
#> T24_CT_E04 2 0.0188 0.8736 0.000 0.996 0.004 0.000
#> T24_CT_E05 1 0.1940 0.7255 0.924 0.000 0.076 0.000
#> T24_CT_E07 2 0.4700 0.7788 0.124 0.792 0.084 0.000
#> T24_CT_E09 1 0.4134 0.6162 0.740 0.000 0.260 0.000
#> T24_CT_E11 1 0.2660 0.7239 0.908 0.056 0.036 0.000
#> T24_CT_E12 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T24_CT_F02 3 0.5371 0.4787 0.020 0.364 0.616 0.000
#> T24_CT_F03 1 0.4727 0.6792 0.792 0.108 0.100 0.000
#> T24_CT_F04 1 0.6966 0.6054 0.664 0.156 0.040 0.140
#> T24_CT_F05 2 0.5606 0.1737 0.480 0.500 0.020 0.000
#> T24_CT_F07 1 0.7916 0.0570 0.420 0.208 0.008 0.364
#> T24_CT_F08 1 0.1940 0.7237 0.924 0.000 0.076 0.000
#> T24_CT_F09 3 0.4793 0.6252 0.040 0.204 0.756 0.000
#> T24_CT_F10 1 0.6229 0.3006 0.528 0.056 0.416 0.000
#> T24_CT_F11 2 0.2060 0.8549 0.052 0.932 0.016 0.000
#> T24_CT_F12 3 0.5955 0.5028 0.056 0.328 0.616 0.000
#> T24_CT_G01 2 0.4422 0.6468 0.008 0.736 0.256 0.000
#> T24_CT_G02 3 0.4990 0.3284 0.352 0.008 0.640 0.000
#> T24_CT_G03 1 0.2647 0.7274 0.880 0.000 0.120 0.000
#> T24_CT_G04 2 0.5716 0.5531 0.272 0.668 0.060 0.000
#> T24_CT_G05 2 0.0336 0.8735 0.008 0.992 0.000 0.000
#> T24_CT_G06 1 0.1118 0.7189 0.964 0.000 0.036 0.000
#> T24_CT_G08 1 0.1940 0.7258 0.924 0.000 0.076 0.000
#> T24_CT_G10 2 0.1940 0.8526 0.000 0.924 0.076 0.000
#> T24_CT_G11 1 0.2081 0.7251 0.916 0.000 0.084 0.000
#> T24_CT_G12 1 0.4040 0.6514 0.752 0.000 0.248 0.000
#> T24_CT_H01 3 0.2149 0.6816 0.088 0.000 0.912 0.000
#> T24_CT_H02 1 0.2060 0.7276 0.932 0.016 0.052 0.000
#> T24_CT_H03 2 0.7080 0.2991 0.236 0.568 0.196 0.000
#> T24_CT_H05 1 0.3972 0.7217 0.840 0.080 0.080 0.000
#> T24_CT_H07 1 0.4539 0.6600 0.720 0.008 0.272 0.000
#> T24_CT_H09 1 0.3037 0.7308 0.880 0.020 0.100 0.000
#> T24_CT_H12 1 0.2281 0.7267 0.904 0.000 0.096 0.000
#> T48_CT_A01 2 0.0469 0.8740 0.000 0.988 0.012 0.000
#> T48_CT_A02 2 0.0188 0.8735 0.004 0.996 0.000 0.000
#> T48_CT_A03 1 0.3539 0.6922 0.820 0.004 0.176 0.000
#> T48_CT_A04 2 0.0188 0.8736 0.000 0.996 0.004 0.000
#> T48_CT_A05 2 0.2844 0.8514 0.052 0.900 0.048 0.000
#> T48_CT_A06 1 0.3311 0.7170 0.828 0.000 0.172 0.000
#> T48_CT_A07 3 0.1151 0.7040 0.008 0.024 0.968 0.000
#> T48_CT_A08 2 0.3216 0.8345 0.044 0.880 0.076 0.000
#> T48_CT_A09 1 0.6552 0.4077 0.576 0.328 0.096 0.000
#> T48_CT_A10 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_A11 2 0.0188 0.8736 0.000 0.996 0.004 0.000
#> T48_CT_A12 1 0.5633 0.6215 0.716 0.184 0.100 0.000
#> T48_CT_B01 2 0.0657 0.8749 0.004 0.984 0.012 0.000
#> T48_CT_B02 2 0.0804 0.8737 0.012 0.980 0.008 0.000
#> T48_CT_B03 1 0.3123 0.7130 0.844 0.000 0.156 0.000
#> T48_CT_B04 1 0.2256 0.7299 0.924 0.020 0.056 0.000
#> T48_CT_B06 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_B08 1 0.3325 0.7197 0.864 0.024 0.112 0.000
#> T48_CT_B10 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_B12 2 0.3636 0.7880 0.172 0.820 0.008 0.000
#> T48_CT_C01 2 0.0592 0.8750 0.000 0.984 0.016 0.000
#> T48_CT_C02 4 0.0000 1.0000 0.000 0.000 0.000 1.000
#> T48_CT_C03 2 0.0817 0.8740 0.000 0.976 0.024 0.000
#> T48_CT_C04 1 0.4907 0.3168 0.580 0.000 0.420 0.000
#> T48_CT_C05 2 0.4864 0.7240 0.060 0.768 0.172 0.000
#> T48_CT_C06 2 0.0592 0.8728 0.000 0.984 0.016 0.000
#> T48_CT_C07 2 0.6445 0.1307 0.444 0.488 0.068 0.000
#> T48_CT_C09 3 0.3355 0.6617 0.004 0.160 0.836 0.000
#> T48_CT_C10 1 0.4746 0.6330 0.776 0.168 0.056 0.000
#> T48_CT_C11 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_D01 2 0.0336 0.8729 0.008 0.992 0.000 0.000
#> T48_CT_D02 2 0.2413 0.8474 0.064 0.916 0.020 0.000
#> T48_CT_D03 1 0.2281 0.7249 0.904 0.000 0.096 0.000
#> T48_CT_D04 2 0.0188 0.8744 0.000 0.996 0.004 0.000
#> T48_CT_D06 2 0.0817 0.8722 0.000 0.976 0.024 0.000
#> T48_CT_D07 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_D08 1 0.5471 0.5680 0.684 0.268 0.048 0.000
#> T48_CT_D09 2 0.0188 0.8744 0.000 0.996 0.004 0.000
#> T48_CT_D10 2 0.1743 0.8612 0.056 0.940 0.004 0.000
#> T48_CT_D11 3 0.4428 0.5774 0.004 0.276 0.720 0.000
#> T48_CT_D12 1 0.4436 0.7127 0.800 0.052 0.148 0.000
#> T48_CT_E01 2 0.4907 0.7477 0.060 0.764 0.176 0.000
#> T48_CT_E02 2 0.3899 0.8049 0.108 0.840 0.052 0.000
#> T48_CT_E03 2 0.7688 0.1907 0.260 0.456 0.284 0.000
#> T48_CT_E04 2 0.7155 0.3956 0.168 0.540 0.292 0.000
#> T48_CT_E05 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_E06 1 0.3301 0.7090 0.880 0.088 0.012 0.020
#> T48_CT_E07 1 0.2408 0.7296 0.896 0.000 0.104 0.000
#> T48_CT_E08 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_E10 1 0.6587 0.4438 0.576 0.324 0.100 0.000
#> T48_CT_E11 1 0.2101 0.7151 0.928 0.060 0.012 0.000
#> T48_CT_E12 3 0.4231 0.6817 0.096 0.080 0.824 0.000
#> T48_CT_F01 2 0.1109 0.8723 0.004 0.968 0.028 0.000
#> T48_CT_F02 1 0.6737 0.2947 0.532 0.368 0.100 0.000
#> T48_CT_F03 1 0.6910 0.4708 0.588 0.320 0.056 0.036
#> T48_CT_F05 2 0.3942 0.6700 0.000 0.764 0.236 0.000
#> T48_CT_F07 1 0.5932 0.6347 0.696 0.172 0.132 0.000
#> T48_CT_F09 2 0.1637 0.8613 0.000 0.940 0.060 0.000
#> T48_CT_F10 2 0.8305 -0.0280 0.324 0.392 0.016 0.268
#> T48_CT_F11 1 0.3182 0.6946 0.876 0.096 0.028 0.000
#> T48_CT_G01 1 0.4511 0.6236 0.724 0.008 0.268 0.000
#> T48_CT_G02 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0188 0.8739 0.000 0.996 0.004 0.000
#> T48_CT_G08 2 0.2060 0.8594 0.052 0.932 0.016 0.000
#> T48_CT_G09 2 0.2282 0.8573 0.052 0.924 0.024 0.000
#> T48_CT_G10 1 0.3975 0.6425 0.760 0.000 0.240 0.000
#> T48_CT_G11 1 0.3694 0.6913 0.844 0.124 0.032 0.000
#> T48_CT_G12 2 0.3107 0.8290 0.036 0.884 0.080 0.000
#> T48_CT_H01 2 0.9166 -0.1023 0.308 0.372 0.076 0.244
#> T48_CT_H02 3 0.6586 0.2736 0.088 0.368 0.544 0.000
#> T48_CT_H04 4 0.0000 1.0000 0.000 0.000 0.000 1.000
#> T48_CT_H05 2 0.0469 0.8751 0.000 0.988 0.012 0.000
#> T48_CT_H06 2 0.0469 0.8751 0.000 0.988 0.012 0.000
#> T48_CT_H07 2 0.2892 0.8419 0.068 0.896 0.036 0.000
#> T48_CT_H08 2 0.2319 0.8614 0.036 0.924 0.040 0.000
#> T48_CT_H11 2 0.3300 0.8115 0.144 0.848 0.008 0.000
#> T48_CT_H12 2 0.1792 0.8522 0.000 0.932 0.068 0.000
#> T72_CT_A01 2 0.0817 0.8735 0.000 0.976 0.024 0.000
#> T72_CT_A05 3 0.3837 0.6203 0.000 0.224 0.776 0.000
#> T72_CT_A08 1 0.3557 0.6866 0.856 0.108 0.036 0.000
#> T72_CT_A09 2 0.3198 0.8368 0.040 0.880 0.080 0.000
#> T72_CT_A11 2 0.0336 0.8732 0.000 0.992 0.008 0.000
#> T72_CT_B01 2 0.3400 0.7662 0.000 0.820 0.180 0.000
#> T72_CT_B02 1 0.1452 0.7225 0.956 0.008 0.036 0.000
#> T72_CT_B03 1 0.6694 0.2479 0.516 0.392 0.092 0.000
#> T72_CT_B04 1 0.3217 0.6753 0.860 0.128 0.012 0.000
#> T72_CT_B05 2 0.4869 0.7714 0.088 0.780 0.132 0.000
#> T72_CT_B06 3 0.6688 0.2889 0.368 0.096 0.536 0.000
#> T72_CT_B08 3 0.1724 0.7047 0.032 0.020 0.948 0.000
#> T72_CT_B09 1 0.5257 0.1862 0.548 0.000 0.008 0.444
#> T72_CT_B11 2 0.6607 0.4566 0.296 0.592 0.112 0.000
#> T72_CT_B12 2 0.0469 0.8728 0.000 0.988 0.012 0.000
#> T72_CT_C04 2 0.0592 0.8742 0.000 0.984 0.016 0.000
#> T72_CT_C06 2 0.4514 0.7761 0.136 0.800 0.064 0.000
#> T72_CT_C07 3 0.2401 0.6945 0.004 0.092 0.904 0.000
#> T72_CT_C09 2 0.3037 0.8354 0.100 0.880 0.020 0.000
#> T72_CT_C11 3 0.2466 0.6891 0.004 0.096 0.900 0.000
#> T72_CT_D01 2 0.0000 0.8734 0.000 1.000 0.000 0.000
#> T72_CT_D03 3 0.7591 0.2308 0.208 0.340 0.452 0.000
#> T72_CT_D04 2 0.1022 0.8718 0.000 0.968 0.032 0.000
#> T72_CT_D05 1 0.7815 0.1596 0.392 0.352 0.256 0.000
#> T72_CT_D07 2 0.4995 0.6706 0.248 0.720 0.032 0.000
#> T72_CT_D10 2 0.3754 0.8261 0.084 0.852 0.064 0.000
#> T72_CT_D11 1 0.5250 0.1854 0.552 0.008 0.440 0.000
#> T72_CT_E04 2 0.4281 0.7690 0.180 0.792 0.028 0.000
#> T72_CT_E05 2 0.0469 0.8735 0.000 0.988 0.012 0.000
#> T72_CT_E07 3 0.3687 0.6950 0.080 0.064 0.856 0.000
#> T72_CT_F01 2 0.0188 0.8735 0.000 0.996 0.004 0.000
#> T72_CT_F05 2 0.1118 0.8701 0.000 0.964 0.036 0.000
#> T72_CT_F07 2 0.5050 0.6448 0.268 0.704 0.028 0.000
#> T72_CT_F10 2 0.0469 0.8728 0.000 0.988 0.012 0.000
#> T72_CT_F11 3 0.4382 0.5204 0.000 0.296 0.704 0.000
#> T72_CT_G03 1 0.2011 0.7251 0.920 0.000 0.080 0.000
#> T72_CT_G04 1 0.3873 0.6681 0.772 0.000 0.228 0.000
#> T72_CT_G06 3 0.4993 0.5795 0.028 0.260 0.712 0.000
#> T72_CT_G08 3 0.7448 0.1488 0.172 0.400 0.428 0.000
#> T72_CT_G10 2 0.0336 0.8732 0.000 0.992 0.008 0.000
#> T72_CT_G11 1 0.5452 0.4471 0.616 0.360 0.024 0.000
#> T72_CT_H01 2 0.0188 0.8736 0.000 0.996 0.004 0.000
#> T72_CT_H03 2 0.0592 0.8728 0.000 0.984 0.016 0.000
#> T72_CT_H05 3 0.1174 0.7036 0.012 0.020 0.968 0.000
#> T72_CT_H08 3 0.3279 0.6996 0.096 0.032 0.872 0.000
#> T72_CT_H09 3 0.4454 0.4631 0.308 0.000 0.692 0.000
#> T72_CT_H10 2 0.3652 0.8254 0.092 0.856 0.052 0.000
#> T72_CT_H11 2 0.5484 0.7146 0.104 0.732 0.164 0.000
#> T72_CT_H12 2 0.0469 0.8728 0.000 0.988 0.012 0.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0771 0.710440 0.020 0.000 0.976 0.000 0.004
#> T0_CT_A03 3 0.3278 0.655933 0.156 0.000 0.824 0.000 0.020
#> T0_CT_A05 3 0.1701 0.704139 0.048 0.000 0.936 0.000 0.016
#> T0_CT_A06 3 0.3999 0.574000 0.240 0.000 0.740 0.000 0.020
#> T0_CT_A07 3 0.0162 0.709066 0.000 0.000 0.996 0.000 0.004
#> T0_CT_A08 1 0.3182 0.691893 0.844 0.000 0.032 0.000 0.124
#> T0_CT_A10 1 0.4522 0.571171 0.660 0.000 0.316 0.000 0.024
#> T0_CT_A11 4 0.0000 1.000000 0.000 0.000 0.000 1.000 0.000
#> T0_CT_B01 1 0.5040 0.601864 0.664 0.012 0.284 0.000 0.040
#> T0_CT_B03 3 0.1774 0.711019 0.052 0.000 0.932 0.000 0.016
#> T0_CT_B05 1 0.4503 0.615289 0.696 0.000 0.268 0.000 0.036
#> T0_CT_B07 3 0.4451 0.436512 0.340 0.000 0.644 0.000 0.016
#> T0_CT_B08 3 0.1571 0.707329 0.060 0.000 0.936 0.000 0.004
#> T0_CT_B09 3 0.3016 0.667816 0.132 0.000 0.848 0.000 0.020
#> T0_CT_C02 3 0.0579 0.711461 0.008 0.000 0.984 0.000 0.008
#> T0_CT_C03 1 0.4873 0.549995 0.644 0.000 0.312 0.000 0.044
#> T0_CT_C05 3 0.5707 0.438730 0.024 0.348 0.580 0.000 0.048
#> T0_CT_C06 2 0.7560 -0.139704 0.324 0.396 0.232 0.000 0.048
#> T0_CT_C07 1 0.4882 0.282737 0.532 0.000 0.444 0.000 0.024
#> T0_CT_C08 3 0.1725 0.705154 0.044 0.000 0.936 0.000 0.020
#> T0_CT_C09 4 0.0000 1.000000 0.000 0.000 0.000 1.000 0.000
#> T0_CT_C11 2 0.0898 0.833409 0.000 0.972 0.020 0.000 0.008
#> T0_CT_C12 3 0.2017 0.701196 0.080 0.000 0.912 0.000 0.008
#> T0_CT_D01 3 0.1341 0.710415 0.000 0.000 0.944 0.000 0.056
#> T0_CT_D02 3 0.4443 0.141996 0.472 0.000 0.524 0.000 0.004
#> T0_CT_D03 3 0.0324 0.709090 0.004 0.000 0.992 0.000 0.004
#> T0_CT_D05 3 0.4833 0.059055 0.412 0.000 0.564 0.000 0.024
#> T0_CT_D06 3 0.2124 0.712261 0.056 0.000 0.916 0.000 0.028
#> T0_CT_D07 3 0.3194 0.658863 0.148 0.000 0.832 0.000 0.020
#> T0_CT_D08 3 0.2362 0.707231 0.076 0.000 0.900 0.000 0.024
#> T0_CT_D09 3 0.2878 0.705407 0.004 0.048 0.880 0.000 0.068
#> T0_CT_D11 3 0.6889 0.399450 0.128 0.300 0.524 0.000 0.048
#> T0_CT_D12 3 0.4108 0.538835 0.308 0.000 0.684 0.000 0.008
#> T0_CT_E01 1 0.3550 0.621159 0.760 0.000 0.236 0.000 0.004
#> T0_CT_E03 1 0.4826 0.146301 0.508 0.000 0.472 0.000 0.020
#> T0_CT_E04 3 0.4293 0.653071 0.004 0.160 0.772 0.000 0.064
#> T0_CT_E05 2 0.5636 0.411538 0.276 0.640 0.044 0.000 0.040
#> T0_CT_E06 3 0.2464 0.680040 0.096 0.000 0.888 0.000 0.016
#> T0_CT_E07 3 0.4440 0.137593 0.468 0.000 0.528 0.000 0.004
#> T0_CT_E08 3 0.1410 0.707483 0.060 0.000 0.940 0.000 0.000
#> T0_CT_E09 3 0.0609 0.711633 0.020 0.000 0.980 0.000 0.000
#> T0_CT_E10 4 0.0000 1.000000 0.000 0.000 0.000 1.000 0.000
#> T0_CT_E11 1 0.3837 0.571623 0.692 0.000 0.308 0.000 0.000
#> T0_CT_E12 1 0.3970 0.625096 0.744 0.000 0.236 0.000 0.020
#> T0_CT_F01 1 0.3521 0.625351 0.764 0.000 0.232 0.000 0.004
#> T0_CT_F02 1 0.4410 0.235332 0.556 0.000 0.440 0.000 0.004
#> T0_CT_F03 3 0.2338 0.692640 0.112 0.000 0.884 0.000 0.004
#> T0_CT_F04 3 0.3194 0.661512 0.148 0.000 0.832 0.000 0.020
#> T0_CT_F05 3 0.0932 0.715887 0.004 0.020 0.972 0.000 0.004
#> T0_CT_F06 3 0.0290 0.710484 0.008 0.000 0.992 0.000 0.000
#> T0_CT_F07 3 0.3098 0.655092 0.148 0.000 0.836 0.000 0.016
#> T0_CT_F09 2 0.1774 0.833182 0.000 0.932 0.016 0.000 0.052
#> T0_CT_F11 3 0.4339 0.443582 0.296 0.000 0.684 0.000 0.020
#> T0_CT_F12 1 0.4610 0.416497 0.596 0.000 0.388 0.000 0.016
#> T0_CT_G01 3 0.2331 0.683405 0.080 0.000 0.900 0.000 0.020
#> T0_CT_G02 3 0.5118 0.023777 0.412 0.000 0.548 0.000 0.040
#> T0_CT_G03 1 0.3942 0.619778 0.728 0.000 0.260 0.000 0.012
#> T0_CT_G04 3 0.0162 0.709774 0.004 0.000 0.996 0.000 0.000
#> T0_CT_G07 3 0.2300 0.709247 0.072 0.000 0.904 0.000 0.024
#> T0_CT_G08 3 0.2732 0.662773 0.160 0.000 0.840 0.000 0.000
#> T0_CT_G09 5 0.5470 0.557628 0.252 0.000 0.112 0.000 0.636
#> T0_CT_G11 1 0.5265 0.618515 0.680 0.036 0.248 0.000 0.036
#> T0_CT_H01 1 0.6860 0.465089 0.528 0.104 0.308 0.000 0.060
#> T0_CT_H02 3 0.2615 0.707283 0.008 0.080 0.892 0.000 0.020
#> T0_CT_H04 3 0.4046 0.542643 0.296 0.000 0.696 0.000 0.008
#> T0_CT_H05 3 0.4876 0.043706 0.396 0.000 0.576 0.000 0.028
#> T0_CT_H08 3 0.3339 0.660380 0.124 0.000 0.836 0.000 0.040
#> T0_CT_H09 3 0.7018 0.000693 0.352 0.216 0.416 0.000 0.016
#> T0_CT_H12 1 0.4924 0.340417 0.552 0.000 0.420 0.000 0.028
#> T24_CT_A01 1 0.2616 0.701000 0.880 0.000 0.100 0.000 0.020
#> T24_CT_A03 3 0.7147 -0.102463 0.012 0.324 0.336 0.000 0.328
#> T24_CT_A04 3 0.2959 0.703806 0.100 0.036 0.864 0.000 0.000
#> T24_CT_A05 1 0.2909 0.674237 0.848 0.000 0.140 0.000 0.012
#> T24_CT_A07 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A08 3 0.6616 -0.092710 0.344 0.000 0.432 0.000 0.224
#> T24_CT_A09 1 0.4559 0.682732 0.748 0.000 0.100 0.000 0.152
#> T24_CT_A10 1 0.5806 0.412211 0.600 0.052 0.032 0.000 0.316
#> T24_CT_B01 1 0.4228 0.697448 0.800 0.032 0.040 0.000 0.128
#> T24_CT_B02 1 0.2740 0.697627 0.876 0.000 0.028 0.000 0.096
#> T24_CT_B03 5 0.5285 0.641484 0.108 0.192 0.008 0.000 0.692
#> T24_CT_B05 2 0.0703 0.827869 0.000 0.976 0.000 0.000 0.024
#> T24_CT_B06 2 0.4010 0.753111 0.000 0.796 0.088 0.000 0.116
#> T24_CT_B07 1 0.2329 0.680812 0.876 0.000 0.000 0.000 0.124
#> T24_CT_B08 2 0.1591 0.830735 0.004 0.940 0.004 0.000 0.052
#> T24_CT_B09 1 0.6195 0.310349 0.488 0.000 0.368 0.000 0.144
#> T24_CT_B11 3 0.3819 0.579559 0.228 0.000 0.756 0.000 0.016
#> T24_CT_C01 1 0.3398 0.653418 0.780 0.000 0.004 0.000 0.216
#> T24_CT_C02 2 0.4837 0.459323 0.000 0.624 0.020 0.348 0.008
#> T24_CT_C03 1 0.4066 0.695285 0.820 0.080 0.072 0.000 0.028
#> T24_CT_C05 2 0.3643 0.637301 0.212 0.776 0.004 0.000 0.008
#> T24_CT_C07 2 0.0290 0.835527 0.000 0.992 0.000 0.000 0.008
#> T24_CT_C08 2 0.1403 0.835365 0.000 0.952 0.024 0.000 0.024
#> T24_CT_C09 2 0.4564 0.412227 0.016 0.612 0.000 0.372 0.000
#> T24_CT_C10 1 0.4573 0.447458 0.688 0.004 0.028 0.000 0.280
#> T24_CT_C11 2 0.6068 0.252757 0.348 0.556 0.068 0.000 0.028
#> T24_CT_C12 2 0.4558 0.482296 0.000 0.652 0.024 0.000 0.324
#> T24_CT_D01 2 0.0609 0.837162 0.000 0.980 0.000 0.000 0.020
#> T24_CT_D02 3 0.6439 0.180541 0.024 0.424 0.456 0.000 0.096
#> T24_CT_D03 2 0.0693 0.830521 0.008 0.980 0.012 0.000 0.000
#> T24_CT_D04 1 0.3012 0.711015 0.860 0.000 0.104 0.000 0.036
#> T24_CT_D05 1 0.5434 0.641909 0.696 0.020 0.180 0.000 0.104
#> T24_CT_D06 1 0.4823 0.604106 0.672 0.000 0.276 0.000 0.052
#> T24_CT_D07 1 0.7003 0.210917 0.468 0.076 0.372 0.000 0.084
#> T24_CT_D08 2 0.0798 0.837356 0.000 0.976 0.008 0.000 0.016
#> T24_CT_D09 3 0.6066 0.327987 0.000 0.352 0.516 0.000 0.132
#> T24_CT_D10 3 0.5756 0.426472 0.000 0.312 0.576 0.000 0.112
#> T24_CT_D11 2 0.0290 0.835087 0.000 0.992 0.000 0.000 0.008
#> T24_CT_E01 5 0.5081 0.633842 0.092 0.140 0.028 0.000 0.740
#> T24_CT_E02 1 0.5680 0.629108 0.688 0.092 0.040 0.000 0.180
#> T24_CT_E04 2 0.0162 0.834291 0.000 0.996 0.000 0.000 0.004
#> T24_CT_E05 1 0.2929 0.679368 0.840 0.000 0.008 0.000 0.152
#> T24_CT_E07 5 0.6300 0.673445 0.088 0.248 0.052 0.000 0.612
#> T24_CT_E09 1 0.4400 0.637860 0.736 0.000 0.212 0.000 0.052
#> T24_CT_E11 1 0.3748 0.685607 0.804 0.020 0.012 0.000 0.164
#> T24_CT_E12 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F02 3 0.6204 0.436502 0.016 0.300 0.568 0.000 0.116
#> T24_CT_F03 5 0.6274 0.119862 0.424 0.024 0.080 0.000 0.472
#> T24_CT_F04 1 0.6150 0.612962 0.684 0.132 0.032 0.128 0.024
#> T24_CT_F05 5 0.5483 0.666841 0.160 0.124 0.020 0.000 0.696
#> T24_CT_F07 1 0.7084 0.096233 0.412 0.212 0.000 0.356 0.020
#> T24_CT_F08 1 0.2228 0.703265 0.912 0.000 0.040 0.000 0.048
#> T24_CT_F09 3 0.4735 0.633601 0.036 0.196 0.740 0.000 0.028
#> T24_CT_F10 5 0.7146 0.291072 0.268 0.024 0.256 0.000 0.452
#> T24_CT_F11 2 0.2047 0.804977 0.020 0.928 0.012 0.000 0.040
#> T24_CT_F12 3 0.6392 0.493032 0.044 0.272 0.588 0.000 0.096
#> T24_CT_G01 2 0.5751 0.529841 0.008 0.632 0.240 0.000 0.120
#> T24_CT_G02 3 0.6616 0.001546 0.320 0.008 0.488 0.000 0.184
#> T24_CT_G03 1 0.4010 0.693574 0.784 0.000 0.056 0.000 0.160
#> T24_CT_G04 2 0.5872 0.434896 0.272 0.628 0.056 0.000 0.044
#> T24_CT_G05 2 0.0290 0.832588 0.008 0.992 0.000 0.000 0.000
#> T24_CT_G06 1 0.3929 0.619846 0.764 0.000 0.028 0.000 0.208
#> T24_CT_G08 1 0.3060 0.693659 0.848 0.000 0.024 0.000 0.128
#> T24_CT_G10 2 0.3710 0.768191 0.000 0.808 0.048 0.000 0.144
#> T24_CT_G11 1 0.2625 0.696448 0.876 0.000 0.016 0.000 0.108
#> T24_CT_G12 1 0.3601 0.699483 0.820 0.000 0.128 0.000 0.052
#> T24_CT_H01 3 0.2069 0.687323 0.076 0.000 0.912 0.000 0.012
#> T24_CT_H02 1 0.1768 0.693402 0.924 0.000 0.004 0.000 0.072
#> T24_CT_H03 2 0.7506 0.204795 0.224 0.512 0.156 0.000 0.108
#> T24_CT_H05 1 0.5018 0.687557 0.760 0.064 0.068 0.000 0.108
#> T24_CT_H07 1 0.4949 0.673413 0.712 0.008 0.208 0.000 0.072
#> T24_CT_H09 1 0.4359 0.670569 0.752 0.004 0.048 0.000 0.196
#> T24_CT_H12 1 0.2616 0.700898 0.888 0.000 0.036 0.000 0.076
#> T48_CT_A01 2 0.1851 0.819718 0.000 0.912 0.000 0.000 0.088
#> T48_CT_A02 2 0.1341 0.834316 0.000 0.944 0.000 0.000 0.056
#> T48_CT_A03 1 0.5336 0.602746 0.628 0.000 0.084 0.000 0.288
#> T48_CT_A04 2 0.1544 0.829997 0.000 0.932 0.000 0.000 0.068
#> T48_CT_A05 5 0.4088 0.586041 0.008 0.276 0.004 0.000 0.712
#> T48_CT_A06 1 0.4450 0.699978 0.760 0.000 0.108 0.000 0.132
#> T48_CT_A07 3 0.2077 0.710026 0.008 0.000 0.908 0.000 0.084
#> T48_CT_A08 5 0.4392 0.439767 0.000 0.380 0.008 0.000 0.612
#> T48_CT_A09 5 0.5090 0.617886 0.172 0.024 0.076 0.000 0.728
#> T48_CT_A10 2 0.0162 0.834705 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A11 2 0.2020 0.819796 0.000 0.900 0.000 0.000 0.100
#> T48_CT_A12 1 0.7297 0.328876 0.524 0.172 0.076 0.000 0.228
#> T48_CT_B01 2 0.1329 0.837542 0.004 0.956 0.008 0.000 0.032
#> T48_CT_B02 2 0.0162 0.834003 0.004 0.996 0.000 0.000 0.000
#> T48_CT_B03 1 0.3464 0.713420 0.836 0.000 0.096 0.000 0.068
#> T48_CT_B04 1 0.4067 0.647709 0.748 0.004 0.020 0.000 0.228
#> T48_CT_B06 2 0.0162 0.834418 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B08 1 0.5426 0.618825 0.680 0.016 0.088 0.000 0.216
#> T48_CT_B10 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0162 0.834947 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B12 5 0.5364 0.661486 0.076 0.284 0.004 0.000 0.636
#> T48_CT_C01 2 0.1484 0.834365 0.000 0.944 0.008 0.000 0.048
#> T48_CT_C02 4 0.0000 1.000000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_C03 2 0.0898 0.835739 0.000 0.972 0.020 0.000 0.008
#> T48_CT_C04 1 0.6531 0.348706 0.456 0.000 0.336 0.000 0.208
#> T48_CT_C05 2 0.6390 0.535957 0.056 0.632 0.136 0.000 0.176
#> T48_CT_C06 2 0.3039 0.763375 0.000 0.808 0.000 0.000 0.192
#> T48_CT_C07 5 0.6172 0.638500 0.208 0.104 0.048 0.000 0.640
#> T48_CT_C09 3 0.5090 0.605987 0.004 0.116 0.708 0.000 0.172
#> T48_CT_C10 5 0.5142 0.572544 0.168 0.052 0.048 0.000 0.732
#> T48_CT_C11 2 0.0162 0.834104 0.000 0.996 0.000 0.000 0.004
#> T48_CT_D01 2 0.0794 0.823381 0.000 0.972 0.000 0.000 0.028
#> T48_CT_D02 2 0.2313 0.791591 0.040 0.912 0.004 0.000 0.044
#> T48_CT_D03 1 0.2482 0.703196 0.892 0.000 0.084 0.000 0.024
#> T48_CT_D04 2 0.0162 0.834502 0.000 0.996 0.004 0.000 0.000
#> T48_CT_D06 2 0.2130 0.823024 0.000 0.908 0.012 0.000 0.080
#> T48_CT_D07 2 0.0794 0.836972 0.000 0.972 0.000 0.000 0.028
#> T48_CT_D08 1 0.5861 0.512703 0.648 0.228 0.028 0.000 0.096
#> T48_CT_D09 2 0.0162 0.834502 0.000 0.996 0.004 0.000 0.000
#> T48_CT_D10 2 0.2900 0.755672 0.028 0.864 0.000 0.000 0.108
#> T48_CT_D11 3 0.5681 0.532351 0.004 0.228 0.636 0.000 0.132
#> T48_CT_D12 1 0.5932 0.643561 0.660 0.048 0.084 0.000 0.208
#> T48_CT_E01 5 0.5289 0.642521 0.004 0.196 0.116 0.000 0.684
#> T48_CT_E02 2 0.4944 0.492464 0.016 0.700 0.044 0.000 0.240
#> T48_CT_E03 5 0.5101 0.639174 0.132 0.052 0.068 0.000 0.748
#> T48_CT_E04 5 0.4544 0.619958 0.064 0.032 0.120 0.000 0.784
#> T48_CT_E05 2 0.0290 0.835228 0.000 0.992 0.000 0.000 0.008
#> T48_CT_E06 1 0.4230 0.654228 0.768 0.036 0.004 0.004 0.188
#> T48_CT_E07 1 0.4058 0.641896 0.740 0.000 0.024 0.000 0.236
#> T48_CT_E08 2 0.0290 0.835820 0.000 0.992 0.000 0.000 0.008
#> T48_CT_E10 1 0.7054 0.185562 0.472 0.360 0.100 0.000 0.068
#> T48_CT_E11 1 0.4803 -0.185774 0.500 0.012 0.004 0.000 0.484
#> T48_CT_E12 3 0.5102 0.654924 0.076 0.036 0.740 0.000 0.148
#> T48_CT_F01 2 0.2777 0.801195 0.000 0.864 0.016 0.000 0.120
#> T48_CT_F02 5 0.6847 0.501620 0.296 0.092 0.072 0.000 0.540
#> T48_CT_F03 1 0.6695 0.415813 0.580 0.292 0.040 0.036 0.052
#> T48_CT_F05 2 0.4273 0.637434 0.004 0.748 0.212 0.000 0.036
#> T48_CT_F07 1 0.6247 0.565107 0.656 0.164 0.100 0.000 0.080
#> T48_CT_F09 2 0.2983 0.801556 0.000 0.864 0.040 0.000 0.096
#> T48_CT_F10 2 0.7193 -0.045154 0.312 0.404 0.004 0.268 0.012
#> T48_CT_F11 5 0.4421 0.544058 0.208 0.024 0.020 0.000 0.748
#> T48_CT_G01 1 0.3934 0.597070 0.740 0.000 0.244 0.000 0.016
#> T48_CT_G02 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0609 0.836140 0.000 0.980 0.000 0.000 0.020
#> T48_CT_G08 5 0.4288 0.601224 0.012 0.324 0.000 0.000 0.664
#> T48_CT_G09 5 0.3689 0.614826 0.004 0.256 0.000 0.000 0.740
#> T48_CT_G10 1 0.3492 0.648320 0.796 0.000 0.188 0.000 0.016
#> T48_CT_G11 1 0.5615 -0.003890 0.548 0.052 0.012 0.000 0.388
#> T48_CT_G12 2 0.4141 0.754992 0.036 0.816 0.092 0.000 0.056
#> T48_CT_H01 2 0.8086 -0.104612 0.324 0.368 0.056 0.236 0.016
#> T48_CT_H02 5 0.4505 0.562899 0.020 0.016 0.244 0.000 0.720
#> T48_CT_H04 4 0.0000 1.000000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_H05 2 0.1082 0.837242 0.000 0.964 0.008 0.000 0.028
#> T48_CT_H06 2 0.0854 0.836675 0.004 0.976 0.008 0.000 0.012
#> T48_CT_H07 2 0.3210 0.752379 0.040 0.860 0.008 0.000 0.092
#> T48_CT_H08 2 0.4692 0.716782 0.040 0.744 0.024 0.000 0.192
#> T48_CT_H11 5 0.5251 0.559712 0.044 0.376 0.004 0.000 0.576
#> T48_CT_H12 2 0.3507 0.773485 0.000 0.828 0.052 0.000 0.120
#> T72_CT_A01 2 0.2130 0.824002 0.000 0.908 0.012 0.000 0.080
#> T72_CT_A05 3 0.5375 0.565281 0.000 0.176 0.668 0.000 0.156
#> T72_CT_A08 5 0.5329 0.278287 0.340 0.032 0.020 0.000 0.608
#> T72_CT_A09 5 0.4016 0.582335 0.000 0.272 0.012 0.000 0.716
#> T72_CT_A11 2 0.1341 0.829476 0.000 0.944 0.000 0.000 0.056
#> T72_CT_B01 2 0.5120 0.645990 0.000 0.696 0.140 0.000 0.164
#> T72_CT_B02 1 0.5225 -0.095651 0.508 0.008 0.028 0.000 0.456
#> T72_CT_B03 5 0.5755 0.653265 0.168 0.064 0.076 0.000 0.692
#> T72_CT_B04 5 0.4290 0.470417 0.304 0.016 0.000 0.000 0.680
#> T72_CT_B05 5 0.4608 0.618048 0.016 0.104 0.108 0.000 0.772
#> T72_CT_B06 5 0.3767 0.571748 0.068 0.000 0.120 0.000 0.812
#> T72_CT_B08 3 0.1893 0.712541 0.024 0.000 0.928 0.000 0.048
#> T72_CT_B09 1 0.5080 0.373559 0.588 0.000 0.000 0.368 0.044
#> T72_CT_B11 5 0.6999 0.604338 0.100 0.276 0.084 0.000 0.540
#> T72_CT_B12 2 0.2424 0.797846 0.000 0.868 0.000 0.000 0.132
#> T72_CT_C04 2 0.1877 0.827832 0.000 0.924 0.012 0.000 0.064
#> T72_CT_C06 5 0.5227 0.678290 0.044 0.232 0.032 0.000 0.692
#> T72_CT_C07 3 0.3758 0.687695 0.004 0.052 0.816 0.000 0.128
#> T72_CT_C09 5 0.5363 0.544688 0.036 0.388 0.012 0.000 0.564
#> T72_CT_C11 3 0.4369 0.618913 0.000 0.052 0.740 0.000 0.208
#> T72_CT_D01 2 0.0000 0.833366 0.000 1.000 0.000 0.000 0.000
#> T72_CT_D03 3 0.8472 0.058808 0.196 0.244 0.340 0.000 0.220
#> T72_CT_D04 2 0.2900 0.802898 0.000 0.864 0.028 0.000 0.108
#> T72_CT_D05 5 0.4028 0.626853 0.080 0.008 0.104 0.000 0.808
#> T72_CT_D07 5 0.6067 0.666589 0.156 0.220 0.012 0.000 0.612
#> T72_CT_D10 5 0.4808 0.655382 0.040 0.196 0.028 0.000 0.736
#> T72_CT_D11 3 0.6411 -0.093993 0.392 0.000 0.436 0.000 0.172
#> T72_CT_E04 2 0.6043 -0.109273 0.072 0.528 0.020 0.000 0.380
#> T72_CT_E05 2 0.2329 0.807802 0.000 0.876 0.000 0.000 0.124
#> T72_CT_E07 3 0.5381 0.658993 0.088 0.036 0.716 0.000 0.160
#> T72_CT_F01 2 0.0703 0.837313 0.000 0.976 0.000 0.000 0.024
#> T72_CT_F05 2 0.3055 0.785392 0.000 0.840 0.016 0.000 0.144
#> T72_CT_F07 5 0.6720 0.589871 0.168 0.328 0.016 0.000 0.488
#> T72_CT_F10 2 0.2127 0.811705 0.000 0.892 0.000 0.000 0.108
#> T72_CT_F11 3 0.5756 0.473584 0.000 0.204 0.620 0.000 0.176
#> T72_CT_G03 1 0.3533 0.707322 0.836 0.004 0.056 0.000 0.104
#> T72_CT_G04 1 0.4803 0.678414 0.720 0.000 0.184 0.000 0.096
#> T72_CT_G06 3 0.6136 0.503719 0.016 0.216 0.612 0.000 0.156
#> T72_CT_G08 2 0.6812 -0.057030 0.168 0.428 0.388 0.000 0.016
#> T72_CT_G10 2 0.1197 0.834527 0.000 0.952 0.000 0.000 0.048
#> T72_CT_G11 1 0.5306 0.365943 0.616 0.320 0.004 0.000 0.060
#> T72_CT_H01 2 0.1197 0.834800 0.000 0.952 0.000 0.000 0.048
#> T72_CT_H03 2 0.2852 0.774346 0.000 0.828 0.000 0.000 0.172
#> T72_CT_H05 3 0.1671 0.707104 0.000 0.000 0.924 0.000 0.076
#> T72_CT_H08 3 0.4155 0.696063 0.068 0.020 0.808 0.000 0.104
#> T72_CT_H09 3 0.4456 0.463125 0.320 0.000 0.660 0.000 0.020
#> T72_CT_H10 5 0.4998 0.637378 0.008 0.328 0.032 0.000 0.632
#> T72_CT_H11 5 0.5700 0.675530 0.020 0.236 0.092 0.000 0.652
#> T72_CT_H12 2 0.2732 0.782632 0.000 0.840 0.000 0.000 0.160
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.0692 0.6968 0.020 0.000 0.976 0.000 0.004 0.000
#> T0_CT_A03 3 0.3018 0.6435 0.168 0.000 0.816 0.004 0.012 0.000
#> T0_CT_A05 3 0.1625 0.6901 0.060 0.000 0.928 0.000 0.012 0.000
#> T0_CT_A06 3 0.3828 0.5066 0.288 0.000 0.696 0.004 0.012 0.000
#> T0_CT_A07 3 0.0260 0.6963 0.000 0.000 0.992 0.000 0.008 0.000
#> T0_CT_A08 1 0.3556 0.4499 0.808 0.000 0.028 0.140 0.024 0.000
#> T0_CT_A10 1 0.3935 0.4959 0.692 0.000 0.288 0.008 0.012 0.000
#> T0_CT_A11 6 0.0000 0.9967 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_B01 1 0.4542 0.4792 0.688 0.012 0.260 0.012 0.028 0.000
#> T0_CT_B03 3 0.1500 0.6976 0.052 0.000 0.936 0.000 0.012 0.000
#> T0_CT_B05 1 0.3721 0.5220 0.752 0.000 0.220 0.016 0.012 0.000
#> T0_CT_B07 3 0.3923 0.3817 0.372 0.000 0.620 0.000 0.008 0.000
#> T0_CT_B08 3 0.1444 0.6919 0.072 0.000 0.928 0.000 0.000 0.000
#> T0_CT_B09 3 0.3056 0.6218 0.184 0.000 0.804 0.004 0.008 0.000
#> T0_CT_C02 3 0.0508 0.6989 0.004 0.000 0.984 0.000 0.012 0.000
#> T0_CT_C03 1 0.4326 0.4666 0.680 0.000 0.280 0.020 0.020 0.000
#> T0_CT_C05 3 0.5264 0.4596 0.020 0.340 0.588 0.016 0.036 0.000
#> T0_CT_C06 2 0.6986 -0.1993 0.348 0.384 0.216 0.016 0.036 0.000
#> T0_CT_C07 1 0.4329 0.3494 0.576 0.000 0.404 0.008 0.012 0.000
#> T0_CT_C08 3 0.1707 0.6908 0.056 0.000 0.928 0.004 0.012 0.000
#> T0_CT_C09 6 0.0000 0.9967 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_C11 2 0.1806 0.8001 0.000 0.908 0.004 0.000 0.088 0.000
#> T0_CT_C12 3 0.2006 0.6854 0.104 0.000 0.892 0.000 0.004 0.000
#> T0_CT_D01 3 0.1327 0.6995 0.000 0.000 0.936 0.000 0.064 0.000
#> T0_CT_D02 3 0.3993 0.1385 0.476 0.000 0.520 0.000 0.004 0.000
#> T0_CT_D03 3 0.0405 0.6962 0.004 0.000 0.988 0.000 0.008 0.000
#> T0_CT_D05 3 0.4366 -0.0155 0.440 0.000 0.540 0.004 0.016 0.000
#> T0_CT_D06 3 0.1863 0.7010 0.036 0.000 0.920 0.000 0.044 0.000
#> T0_CT_D07 3 0.3309 0.6087 0.192 0.000 0.788 0.004 0.016 0.000
#> T0_CT_D08 3 0.2231 0.6966 0.068 0.000 0.900 0.004 0.028 0.000
#> T0_CT_D09 3 0.2585 0.6948 0.004 0.048 0.880 0.000 0.068 0.000
#> T0_CT_D11 3 0.6407 0.3520 0.128 0.296 0.520 0.008 0.048 0.000
#> T0_CT_D12 3 0.3668 0.5136 0.328 0.000 0.668 0.000 0.004 0.000
#> T0_CT_E01 1 0.3023 0.4837 0.768 0.000 0.232 0.000 0.000 0.000
#> T0_CT_E03 1 0.4063 0.2783 0.572 0.000 0.420 0.004 0.004 0.000
#> T0_CT_E04 3 0.4070 0.6406 0.004 0.156 0.768 0.008 0.064 0.000
#> T0_CT_E05 2 0.5019 0.4997 0.268 0.656 0.044 0.016 0.016 0.000
#> T0_CT_E06 3 0.2584 0.6392 0.144 0.000 0.848 0.004 0.004 0.000
#> T0_CT_E07 3 0.3999 0.0593 0.496 0.000 0.500 0.000 0.004 0.000
#> T0_CT_E08 3 0.1267 0.6947 0.060 0.000 0.940 0.000 0.000 0.000
#> T0_CT_E09 3 0.0547 0.6987 0.020 0.000 0.980 0.000 0.000 0.000
#> T0_CT_E10 6 0.0000 0.9967 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_E11 1 0.3428 0.4705 0.696 0.000 0.304 0.000 0.000 0.000
#> T0_CT_E12 1 0.3089 0.5210 0.800 0.000 0.188 0.004 0.008 0.000
#> T0_CT_F01 1 0.3023 0.4837 0.768 0.000 0.232 0.000 0.000 0.000
#> T0_CT_F02 1 0.3899 0.2998 0.592 0.000 0.404 0.000 0.004 0.000
#> T0_CT_F03 3 0.2191 0.6784 0.120 0.000 0.876 0.000 0.004 0.000
#> T0_CT_F04 3 0.3154 0.6257 0.184 0.000 0.800 0.004 0.012 0.000
#> T0_CT_F05 3 0.0837 0.7029 0.004 0.020 0.972 0.000 0.004 0.000
#> T0_CT_F06 3 0.0260 0.6976 0.008 0.000 0.992 0.000 0.000 0.000
#> T0_CT_F07 3 0.2848 0.6369 0.160 0.000 0.828 0.004 0.008 0.000
#> T0_CT_F09 2 0.2001 0.8128 0.000 0.912 0.012 0.008 0.068 0.000
#> T0_CT_F11 3 0.3938 0.4244 0.312 0.000 0.672 0.004 0.012 0.000
#> T0_CT_F12 1 0.4089 0.4383 0.632 0.000 0.352 0.004 0.012 0.000
#> T0_CT_G01 3 0.2673 0.6389 0.132 0.000 0.852 0.004 0.012 0.000
#> T0_CT_G02 3 0.4797 -0.1223 0.460 0.000 0.500 0.016 0.024 0.000
#> T0_CT_G03 1 0.3109 0.5226 0.772 0.000 0.224 0.000 0.004 0.000
#> T0_CT_G04 3 0.0146 0.6970 0.004 0.000 0.996 0.000 0.000 0.000
#> T0_CT_G07 3 0.2145 0.6961 0.072 0.000 0.900 0.000 0.028 0.000
#> T0_CT_G08 3 0.2340 0.6604 0.148 0.000 0.852 0.000 0.000 0.000
#> T0_CT_G09 5 0.5148 0.5141 0.256 0.000 0.092 0.016 0.636 0.000
#> T0_CT_G11 1 0.4716 0.4896 0.696 0.036 0.236 0.016 0.016 0.000
#> T0_CT_H01 1 0.6308 0.3704 0.552 0.088 0.292 0.028 0.040 0.000
#> T0_CT_H02 3 0.2308 0.6952 0.012 0.076 0.896 0.000 0.016 0.000
#> T0_CT_H04 3 0.3653 0.5348 0.300 0.000 0.692 0.000 0.008 0.000
#> T0_CT_H05 3 0.4471 -0.0772 0.444 0.000 0.532 0.008 0.016 0.000
#> T0_CT_H08 3 0.3526 0.6107 0.172 0.000 0.792 0.016 0.020 0.000
#> T0_CT_H09 1 0.6166 0.1280 0.400 0.208 0.384 0.004 0.004 0.000
#> T0_CT_H12 1 0.4405 0.4156 0.604 0.000 0.368 0.008 0.020 0.000
#> T24_CT_A01 1 0.2214 0.5257 0.892 0.000 0.092 0.012 0.004 0.000
#> T24_CT_A03 5 0.6772 0.1062 0.012 0.276 0.200 0.040 0.472 0.000
#> T24_CT_A04 3 0.2487 0.6913 0.092 0.032 0.876 0.000 0.000 0.000
#> T24_CT_A05 1 0.2454 0.5263 0.876 0.000 0.104 0.016 0.004 0.000
#> T24_CT_A07 2 0.0000 0.8112 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A08 4 0.5662 0.5456 0.152 0.000 0.188 0.624 0.036 0.000
#> T24_CT_A09 4 0.5356 0.3249 0.436 0.000 0.044 0.488 0.032 0.000
#> T24_CT_A10 1 0.6186 0.2480 0.576 0.048 0.028 0.072 0.276 0.000
#> T24_CT_B01 1 0.3935 0.4719 0.812 0.012 0.028 0.088 0.060 0.000
#> T24_CT_B02 1 0.4195 0.3241 0.704 0.000 0.024 0.256 0.016 0.000
#> T24_CT_B03 5 0.3489 0.6034 0.036 0.088 0.004 0.036 0.836 0.000
#> T24_CT_B05 2 0.0632 0.8136 0.000 0.976 0.000 0.000 0.024 0.000
#> T24_CT_B06 2 0.4700 0.7321 0.004 0.744 0.084 0.040 0.128 0.000
#> T24_CT_B07 1 0.3898 0.2427 0.684 0.000 0.000 0.296 0.020 0.000
#> T24_CT_B08 2 0.2183 0.8081 0.012 0.912 0.004 0.020 0.052 0.000
#> T24_CT_B09 1 0.6609 0.0260 0.408 0.000 0.316 0.244 0.032 0.000
#> T24_CT_B11 3 0.3528 0.5000 0.296 0.000 0.700 0.004 0.000 0.000
#> T24_CT_C01 4 0.1858 0.5613 0.076 0.000 0.000 0.912 0.012 0.000
#> T24_CT_C02 2 0.4076 0.5032 0.000 0.636 0.012 0.004 0.000 0.348
#> T24_CT_C03 1 0.3393 0.5155 0.844 0.068 0.064 0.012 0.012 0.000
#> T24_CT_C05 2 0.3459 0.6568 0.212 0.768 0.004 0.000 0.016 0.000
#> T24_CT_C07 2 0.0260 0.8140 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_C08 2 0.1364 0.8170 0.000 0.952 0.020 0.012 0.016 0.000
#> T24_CT_C09 2 0.3819 0.4721 0.004 0.624 0.000 0.000 0.000 0.372
#> T24_CT_C10 1 0.4648 0.2825 0.656 0.000 0.012 0.048 0.284 0.000
#> T24_CT_C11 2 0.5349 0.2477 0.376 0.540 0.068 0.004 0.012 0.000
#> T24_CT_C12 2 0.4600 0.3676 0.000 0.552 0.020 0.012 0.416 0.000
#> T24_CT_D01 2 0.0692 0.8167 0.000 0.976 0.000 0.004 0.020 0.000
#> T24_CT_D02 3 0.6778 0.1929 0.016 0.364 0.420 0.036 0.164 0.000
#> T24_CT_D03 2 0.0146 0.8113 0.004 0.996 0.000 0.000 0.000 0.000
#> T24_CT_D04 1 0.3154 0.5165 0.848 0.000 0.068 0.072 0.012 0.000
#> T24_CT_D05 1 0.4726 0.5027 0.712 0.004 0.156 0.008 0.120 0.000
#> T24_CT_D06 1 0.5082 0.4662 0.656 0.000 0.216 0.116 0.012 0.000
#> T24_CT_D07 1 0.6515 0.2571 0.484 0.040 0.352 0.024 0.100 0.000
#> T24_CT_D08 2 0.1338 0.8191 0.004 0.952 0.008 0.004 0.032 0.000
#> T24_CT_D09 3 0.6404 0.3430 0.008 0.312 0.504 0.040 0.136 0.000
#> T24_CT_D10 3 0.6070 0.4532 0.008 0.276 0.560 0.032 0.124 0.000
#> T24_CT_D11 2 0.0692 0.8169 0.000 0.976 0.000 0.004 0.020 0.000
#> T24_CT_E01 5 0.5465 0.6251 0.048 0.112 0.016 0.132 0.692 0.000
#> T24_CT_E02 4 0.5274 0.5463 0.316 0.028 0.020 0.608 0.028 0.000
#> T24_CT_E04 2 0.0937 0.8143 0.000 0.960 0.000 0.000 0.040 0.000
#> T24_CT_E05 4 0.3653 0.6043 0.300 0.000 0.000 0.692 0.008 0.000
#> T24_CT_E07 5 0.4699 0.6742 0.060 0.188 0.036 0.000 0.716 0.000
#> T24_CT_E09 1 0.4406 0.4632 0.696 0.000 0.224 0.080 0.000 0.000
#> T24_CT_E11 4 0.3960 0.6633 0.224 0.000 0.008 0.736 0.032 0.000
#> T24_CT_E12 2 0.0000 0.8112 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.8112 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F02 3 0.5983 0.4625 0.020 0.280 0.568 0.016 0.116 0.000
#> T24_CT_F03 1 0.6437 -0.0751 0.428 0.028 0.072 0.044 0.428 0.000
#> T24_CT_F04 1 0.5617 0.3998 0.684 0.128 0.032 0.012 0.012 0.132
#> T24_CT_F05 5 0.5466 0.6431 0.124 0.084 0.024 0.064 0.704 0.000
#> T24_CT_F07 1 0.6575 -0.0282 0.376 0.240 0.000 0.028 0.000 0.356
#> T24_CT_F08 1 0.3384 0.4190 0.800 0.000 0.024 0.168 0.008 0.000
#> T24_CT_F09 3 0.4491 0.6089 0.036 0.192 0.736 0.012 0.024 0.000
#> T24_CT_F10 5 0.6776 0.1044 0.316 0.012 0.220 0.028 0.424 0.000
#> T24_CT_F11 2 0.1729 0.7992 0.012 0.940 0.016 0.016 0.016 0.000
#> T24_CT_F12 3 0.6346 0.5201 0.040 0.204 0.580 0.020 0.156 0.000
#> T24_CT_G01 2 0.6320 0.5259 0.012 0.568 0.208 0.040 0.172 0.000
#> T24_CT_G02 4 0.6644 0.2680 0.224 0.008 0.316 0.428 0.024 0.000
#> T24_CT_G03 4 0.4102 0.6362 0.268 0.000 0.016 0.700 0.016 0.000
#> T24_CT_G04 2 0.5677 0.4758 0.284 0.608 0.044 0.028 0.036 0.000
#> T24_CT_G05 2 0.0146 0.8113 0.004 0.996 0.000 0.000 0.000 0.000
#> T24_CT_G06 1 0.5472 -0.1626 0.504 0.000 0.000 0.364 0.132 0.000
#> T24_CT_G08 1 0.3976 0.0968 0.612 0.000 0.004 0.380 0.004 0.000
#> T24_CT_G10 2 0.5121 0.6501 0.008 0.652 0.036 0.040 0.264 0.000
#> T24_CT_G11 1 0.3302 0.3567 0.760 0.000 0.004 0.232 0.004 0.000
#> T24_CT_G12 4 0.3973 0.6082 0.232 0.000 0.036 0.728 0.004 0.000
#> T24_CT_H01 3 0.2500 0.6464 0.116 0.000 0.868 0.004 0.012 0.000
#> T24_CT_H02 4 0.3488 0.6370 0.244 0.000 0.004 0.744 0.008 0.000
#> T24_CT_H03 2 0.7386 0.2581 0.228 0.488 0.136 0.036 0.112 0.000
#> T24_CT_H05 1 0.4892 0.4655 0.752 0.064 0.056 0.104 0.024 0.000
#> T24_CT_H07 1 0.5998 0.3043 0.560 0.000 0.192 0.220 0.028 0.000
#> T24_CT_H09 1 0.4289 -0.1150 0.540 0.000 0.004 0.444 0.012 0.000
#> T24_CT_H12 4 0.3488 0.6219 0.244 0.000 0.004 0.744 0.008 0.000
#> T48_CT_A01 2 0.2839 0.7930 0.008 0.860 0.000 0.032 0.100 0.000
#> T48_CT_A02 2 0.1801 0.8136 0.004 0.924 0.000 0.016 0.056 0.000
#> T48_CT_A03 1 0.5865 0.0805 0.524 0.000 0.064 0.352 0.060 0.000
#> T48_CT_A04 2 0.2149 0.8068 0.004 0.900 0.000 0.016 0.080 0.000
#> T48_CT_A05 5 0.2964 0.5891 0.004 0.108 0.000 0.040 0.848 0.000
#> T48_CT_A06 1 0.4775 0.4000 0.704 0.000 0.080 0.192 0.024 0.000
#> T48_CT_A07 3 0.2520 0.6808 0.004 0.000 0.844 0.000 0.152 0.000
#> T48_CT_A08 5 0.4835 0.4276 0.008 0.340 0.008 0.036 0.608 0.000
#> T48_CT_A09 5 0.5317 0.6123 0.132 0.020 0.072 0.064 0.712 0.000
#> T48_CT_A10 2 0.0291 0.8139 0.000 0.992 0.000 0.004 0.004 0.000
#> T48_CT_A11 2 0.2491 0.8005 0.000 0.868 0.000 0.020 0.112 0.000
#> T48_CT_A12 1 0.7386 0.2259 0.508 0.148 0.072 0.068 0.204 0.000
#> T48_CT_B01 2 0.1476 0.8181 0.012 0.948 0.008 0.004 0.028 0.000
#> T48_CT_B02 2 0.0146 0.8123 0.004 0.996 0.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.3579 0.4721 0.816 0.000 0.060 0.108 0.016 0.000
#> T48_CT_B04 4 0.2826 0.5806 0.128 0.000 0.000 0.844 0.028 0.000
#> T48_CT_B06 2 0.0260 0.8139 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_B08 1 0.5616 0.4185 0.684 0.012 0.092 0.092 0.120 0.000
#> T48_CT_B10 2 0.0000 0.8112 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0146 0.8130 0.000 0.996 0.000 0.000 0.004 0.000
#> T48_CT_B12 5 0.4756 0.6509 0.052 0.236 0.004 0.020 0.688 0.000
#> T48_CT_C01 2 0.2400 0.7924 0.000 0.872 0.008 0.004 0.116 0.000
#> T48_CT_C02 6 0.0000 0.9967 0.000 0.000 0.000 0.000 0.000 1.000
#> T48_CT_C03 2 0.1053 0.8153 0.004 0.964 0.020 0.000 0.012 0.000
#> T48_CT_C04 4 0.6267 0.3182 0.264 0.000 0.256 0.464 0.016 0.000
#> T48_CT_C05 2 0.6758 0.4724 0.060 0.540 0.100 0.040 0.260 0.000
#> T48_CT_C06 2 0.4322 0.6644 0.008 0.672 0.000 0.032 0.288 0.000
#> T48_CT_C07 5 0.6103 0.5998 0.180 0.084 0.044 0.052 0.640 0.000
#> T48_CT_C09 3 0.5587 0.5235 0.008 0.056 0.592 0.040 0.304 0.000
#> T48_CT_C10 5 0.6420 0.5416 0.112 0.044 0.056 0.176 0.612 0.000
#> T48_CT_C11 2 0.0260 0.8133 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_D01 2 0.0603 0.8098 0.000 0.980 0.000 0.004 0.016 0.000
#> T48_CT_D02 2 0.2168 0.7869 0.028 0.916 0.004 0.036 0.016 0.000
#> T48_CT_D03 1 0.1923 0.5200 0.916 0.000 0.064 0.004 0.016 0.000
#> T48_CT_D04 2 0.0146 0.8123 0.000 0.996 0.004 0.000 0.000 0.000
#> T48_CT_D06 2 0.2846 0.7966 0.004 0.864 0.012 0.020 0.100 0.000
#> T48_CT_D07 2 0.0858 0.8169 0.000 0.968 0.000 0.004 0.028 0.000
#> T48_CT_D08 1 0.5743 0.2779 0.616 0.256 0.016 0.076 0.036 0.000
#> T48_CT_D09 2 0.0777 0.8153 0.000 0.972 0.004 0.000 0.024 0.000
#> T48_CT_D10 2 0.2887 0.7549 0.032 0.856 0.000 0.008 0.104 0.000
#> T48_CT_D11 3 0.5999 0.5290 0.012 0.204 0.608 0.036 0.140 0.000
#> T48_CT_D12 1 0.6372 0.2426 0.576 0.044 0.092 0.252 0.036 0.000
#> T48_CT_E01 5 0.2798 0.6612 0.000 0.112 0.036 0.000 0.852 0.000
#> T48_CT_E02 2 0.5339 0.4991 0.028 0.684 0.044 0.044 0.200 0.000
#> T48_CT_E03 5 0.4301 0.6266 0.084 0.024 0.048 0.048 0.796 0.000
#> T48_CT_E04 5 0.2577 0.6468 0.008 0.024 0.072 0.008 0.888 0.000
#> T48_CT_E05 2 0.0260 0.8135 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_E06 4 0.4704 0.3929 0.420 0.004 0.008 0.548 0.016 0.004
#> T48_CT_E07 1 0.5512 0.1890 0.592 0.000 0.024 0.284 0.100 0.000
#> T48_CT_E08 2 0.0260 0.8140 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_E10 1 0.6955 0.1365 0.472 0.328 0.088 0.080 0.032 0.000
#> T48_CT_E11 5 0.5604 0.1721 0.436 0.012 0.000 0.100 0.452 0.000
#> T48_CT_E12 3 0.5870 0.5398 0.080 0.016 0.604 0.040 0.260 0.000
#> T48_CT_F01 2 0.3801 0.7626 0.008 0.796 0.012 0.040 0.144 0.000
#> T48_CT_F02 5 0.6862 0.4675 0.276 0.088 0.064 0.048 0.524 0.000
#> T48_CT_F03 1 0.6402 0.2446 0.568 0.292 0.040 0.044 0.028 0.028
#> T48_CT_F05 2 0.4505 0.6363 0.004 0.720 0.212 0.028 0.036 0.000
#> T48_CT_F07 1 0.5886 0.4225 0.668 0.140 0.104 0.048 0.040 0.000
#> T48_CT_F09 2 0.4414 0.7450 0.012 0.760 0.036 0.036 0.156 0.000
#> T48_CT_F10 2 0.7821 -0.2673 0.164 0.320 0.004 0.248 0.004 0.260
#> T48_CT_F11 5 0.5657 0.5078 0.148 0.012 0.016 0.196 0.628 0.000
#> T48_CT_G01 1 0.3450 0.5099 0.772 0.000 0.208 0.008 0.012 0.000
#> T48_CT_G02 2 0.0146 0.8128 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_G03 2 0.0000 0.8112 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0806 0.8162 0.000 0.972 0.000 0.008 0.020 0.000
#> T48_CT_G08 5 0.2838 0.6387 0.000 0.188 0.000 0.004 0.808 0.000
#> T48_CT_G09 5 0.1501 0.6385 0.000 0.076 0.000 0.000 0.924 0.000
#> T48_CT_G10 1 0.2668 0.5141 0.828 0.000 0.168 0.000 0.004 0.000
#> T48_CT_G11 1 0.4755 0.0740 0.560 0.028 0.008 0.004 0.400 0.000
#> T48_CT_G12 2 0.4190 0.7543 0.036 0.792 0.068 0.008 0.096 0.000
#> T48_CT_H01 2 0.7414 -0.0829 0.316 0.368 0.052 0.004 0.020 0.240
#> T48_CT_H02 5 0.3865 0.6106 0.024 0.012 0.184 0.008 0.772 0.000
#> T48_CT_H04 6 0.0405 0.9868 0.008 0.000 0.000 0.004 0.000 0.988
#> T48_CT_H05 2 0.1410 0.8177 0.000 0.944 0.008 0.004 0.044 0.000
#> T48_CT_H06 2 0.0779 0.8143 0.008 0.976 0.008 0.000 0.008 0.000
#> T48_CT_H07 2 0.3346 0.7644 0.020 0.844 0.012 0.028 0.096 0.000
#> T48_CT_H08 2 0.5386 0.5920 0.032 0.596 0.012 0.040 0.320 0.000
#> T48_CT_H11 5 0.5358 0.5762 0.036 0.316 0.004 0.048 0.596 0.000
#> T48_CT_H12 2 0.4263 0.7431 0.008 0.776 0.044 0.036 0.136 0.000
#> T72_CT_A01 2 0.2722 0.8008 0.008 0.876 0.012 0.016 0.088 0.000
#> T72_CT_A05 3 0.5791 0.5550 0.008 0.148 0.636 0.040 0.168 0.000
#> T72_CT_A08 5 0.6665 0.2913 0.256 0.032 0.012 0.216 0.484 0.000
#> T72_CT_A09 5 0.3075 0.5836 0.008 0.108 0.000 0.040 0.844 0.000
#> T72_CT_A11 2 0.2177 0.8047 0.008 0.908 0.000 0.032 0.052 0.000
#> T72_CT_B01 2 0.5739 0.5835 0.008 0.592 0.080 0.036 0.284 0.000
#> T72_CT_B02 1 0.5574 -0.1281 0.480 0.004 0.020 0.068 0.428 0.000
#> T72_CT_B03 5 0.5535 0.6220 0.160 0.044 0.060 0.044 0.692 0.000
#> T72_CT_B04 5 0.5461 0.4270 0.248 0.004 0.000 0.164 0.584 0.000
#> T72_CT_B05 5 0.1629 0.6282 0.004 0.028 0.024 0.004 0.940 0.000
#> T72_CT_B06 5 0.5058 0.5504 0.032 0.000 0.092 0.192 0.684 0.000
#> T72_CT_B08 3 0.2623 0.6884 0.016 0.000 0.852 0.000 0.132 0.000
#> T72_CT_B09 1 0.5517 -0.0273 0.508 0.000 0.000 0.120 0.004 0.368
#> T72_CT_B11 5 0.7157 0.5173 0.112 0.260 0.076 0.048 0.504 0.000
#> T72_CT_B12 2 0.3804 0.7441 0.008 0.768 0.000 0.040 0.184 0.000
#> T72_CT_C04 2 0.2732 0.8003 0.008 0.880 0.012 0.024 0.076 0.000
#> T72_CT_C06 5 0.4236 0.6742 0.012 0.152 0.028 0.036 0.772 0.000
#> T72_CT_C07 3 0.3889 0.6571 0.000 0.044 0.776 0.016 0.164 0.000
#> T72_CT_C09 5 0.4525 0.5837 0.016 0.304 0.012 0.012 0.656 0.000
#> T72_CT_C11 3 0.5171 0.5183 0.008 0.024 0.604 0.040 0.324 0.000
#> T72_CT_D01 2 0.0000 0.8112 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_D03 3 0.8298 0.0673 0.216 0.212 0.324 0.044 0.204 0.000
#> T72_CT_D04 2 0.3665 0.7342 0.000 0.760 0.016 0.012 0.212 0.000
#> T72_CT_D05 5 0.3516 0.6434 0.044 0.000 0.080 0.044 0.832 0.000
#> T72_CT_D07 5 0.5803 0.6334 0.160 0.184 0.008 0.028 0.620 0.000
#> T72_CT_D10 5 0.2563 0.6625 0.008 0.108 0.008 0.004 0.872 0.000
#> T72_CT_D11 3 0.6512 -0.1593 0.372 0.000 0.396 0.200 0.032 0.000
#> T72_CT_E04 2 0.5822 -0.0814 0.048 0.516 0.020 0.032 0.384 0.000
#> T72_CT_E05 2 0.3404 0.7185 0.004 0.744 0.000 0.004 0.248 0.000
#> T72_CT_E07 3 0.5617 0.5668 0.060 0.020 0.620 0.032 0.268 0.000
#> T72_CT_F01 2 0.1226 0.8178 0.004 0.952 0.000 0.004 0.040 0.000
#> T72_CT_F05 2 0.4038 0.7475 0.008 0.776 0.016 0.040 0.160 0.000
#> T72_CT_F07 5 0.6653 0.5107 0.188 0.296 0.012 0.032 0.472 0.000
#> T72_CT_F10 2 0.3390 0.7706 0.008 0.808 0.000 0.032 0.152 0.000
#> T72_CT_F11 3 0.6621 0.3740 0.012 0.160 0.488 0.040 0.300 0.000
#> T72_CT_G03 1 0.3447 0.4286 0.800 0.000 0.024 0.164 0.012 0.000
#> T72_CT_G04 1 0.4409 0.5182 0.756 0.000 0.124 0.092 0.028 0.000
#> T72_CT_G06 3 0.6443 0.4558 0.016 0.148 0.536 0.036 0.264 0.000
#> T72_CT_G08 2 0.6263 -0.0330 0.212 0.416 0.360 0.004 0.008 0.000
#> T72_CT_G10 2 0.1693 0.8140 0.004 0.932 0.000 0.020 0.044 0.000
#> T72_CT_G11 1 0.5036 0.2274 0.608 0.320 0.000 0.048 0.024 0.000
#> T72_CT_H01 2 0.2445 0.8002 0.000 0.872 0.000 0.020 0.108 0.000
#> T72_CT_H03 2 0.4452 0.6578 0.008 0.664 0.000 0.040 0.288 0.000
#> T72_CT_H05 3 0.1444 0.6970 0.000 0.000 0.928 0.000 0.072 0.000
#> T72_CT_H08 3 0.4634 0.6297 0.048 0.012 0.724 0.020 0.196 0.000
#> T72_CT_H09 3 0.4328 0.4155 0.352 0.000 0.620 0.004 0.024 0.000
#> T72_CT_H10 5 0.5236 0.6314 0.016 0.264 0.036 0.036 0.648 0.000
#> T72_CT_H11 5 0.5548 0.6592 0.016 0.192 0.076 0.048 0.668 0.000
#> T72_CT_H12 2 0.4094 0.7149 0.008 0.728 0.000 0.040 0.224 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> MAD:pam 232 3.01e-14 2.29e-13 3.79e-16 2
#> MAD:pam 223 1.36e-13 3.07e-13 1.46e-15 3
#> MAD:pam 215 5.30e-18 6.66e-17 2.84e-32 4
#> MAD:pam 211 5.46e-20 7.82e-17 3.87e-39 5
#> MAD:pam 178 2.82e-19 3.70e-17 3.38e-33 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["MAD", "mclust"]
# you can also extract it by
# res = res_list["MAD:mclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'MAD' method.
#> Subgroups are detected by 'mclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 3.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.950 0.939 0.961 0.4693 0.524 0.524
#> 3 3 0.903 0.904 0.956 0.3218 0.827 0.678
#> 4 4 0.705 0.491 0.674 0.1100 0.744 0.454
#> 5 5 0.795 0.807 0.888 0.0649 0.902 0.707
#> 6 6 0.848 0.750 0.879 0.0443 0.918 0.720
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 3
#> attr(,"optional")
#> [1] 2
There is also optional best \(k\) = 2 that is worth to check.
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.4431 0.9308 0.908 0.092
#> T0_CT_A03 1 0.4298 0.9340 0.912 0.088
#> T0_CT_A05 1 0.4298 0.9340 0.912 0.088
#> T0_CT_A06 1 0.4298 0.9340 0.912 0.088
#> T0_CT_A07 1 0.4298 0.9340 0.912 0.088
#> T0_CT_A08 1 0.0000 0.9578 1.000 0.000
#> T0_CT_A10 1 0.4298 0.9340 0.912 0.088
#> T0_CT_A11 1 0.3431 0.9462 0.936 0.064
#> T0_CT_B01 1 0.4161 0.9362 0.916 0.084
#> T0_CT_B03 2 0.1414 0.9632 0.020 0.980
#> T0_CT_B05 1 0.4298 0.9340 0.912 0.088
#> T0_CT_B07 1 0.4298 0.9340 0.912 0.088
#> T0_CT_B08 2 0.6712 0.7928 0.176 0.824
#> T0_CT_B09 1 0.4298 0.9340 0.912 0.088
#> T0_CT_C02 2 0.1414 0.9632 0.020 0.980
#> T0_CT_C03 1 0.2043 0.9523 0.968 0.032
#> T0_CT_C05 2 0.0672 0.9700 0.008 0.992
#> T0_CT_C06 1 0.4161 0.9362 0.916 0.084
#> T0_CT_C07 1 0.4161 0.9362 0.916 0.084
#> T0_CT_C08 1 0.4298 0.9340 0.912 0.088
#> T0_CT_C09 1 0.3733 0.9439 0.928 0.072
#> T0_CT_C11 2 0.0672 0.9700 0.008 0.992
#> T0_CT_C12 1 0.4298 0.9340 0.912 0.088
#> T0_CT_D01 2 0.8661 0.5989 0.288 0.712
#> T0_CT_D02 1 0.4161 0.9362 0.916 0.084
#> T0_CT_D03 1 0.4939 0.9166 0.892 0.108
#> T0_CT_D05 1 0.4298 0.9340 0.912 0.088
#> T0_CT_D06 2 0.1414 0.9632 0.020 0.980
#> T0_CT_D07 1 0.4298 0.9340 0.912 0.088
#> T0_CT_D08 2 0.1414 0.9632 0.020 0.980
#> T0_CT_D09 2 0.0672 0.9700 0.008 0.992
#> T0_CT_D11 2 0.0672 0.9700 0.008 0.992
#> T0_CT_D12 1 0.4298 0.9340 0.912 0.088
#> T0_CT_E01 1 0.4298 0.9340 0.912 0.088
#> T0_CT_E03 1 0.4161 0.9362 0.916 0.084
#> T0_CT_E04 2 0.0938 0.9680 0.012 0.988
#> T0_CT_E05 1 0.0000 0.9578 1.000 0.000
#> T0_CT_E06 1 0.4298 0.9340 0.912 0.088
#> T0_CT_E07 1 0.4298 0.9340 0.912 0.088
#> T0_CT_E08 2 0.2043 0.9543 0.032 0.968
#> T0_CT_E09 1 0.4298 0.9340 0.912 0.088
#> T0_CT_E10 1 0.3733 0.9439 0.928 0.072
#> T0_CT_E11 1 0.4298 0.9340 0.912 0.088
#> T0_CT_E12 1 0.4022 0.9380 0.920 0.080
#> T0_CT_F01 1 0.4298 0.9340 0.912 0.088
#> T0_CT_F02 1 0.4298 0.9340 0.912 0.088
#> T0_CT_F03 1 0.4298 0.9340 0.912 0.088
#> T0_CT_F04 1 0.4161 0.9362 0.916 0.084
#> T0_CT_F05 2 0.1633 0.9605 0.024 0.976
#> T0_CT_F06 1 0.4298 0.9340 0.912 0.088
#> T0_CT_F07 1 0.4298 0.9340 0.912 0.088
#> T0_CT_F09 2 0.4298 0.9009 0.088 0.912
#> T0_CT_F11 1 0.4161 0.9362 0.916 0.084
#> T0_CT_F12 1 0.4298 0.9340 0.912 0.088
#> T0_CT_G01 1 0.4298 0.9340 0.912 0.088
#> T0_CT_G02 1 0.4161 0.9362 0.916 0.084
#> T0_CT_G03 1 0.4298 0.9340 0.912 0.088
#> T0_CT_G04 2 0.7299 0.7535 0.204 0.796
#> T0_CT_G07 2 0.1414 0.9632 0.020 0.980
#> T0_CT_G08 2 0.1414 0.9632 0.020 0.980
#> T0_CT_G09 1 0.0000 0.9578 1.000 0.000
#> T0_CT_G11 1 0.3879 0.9399 0.924 0.076
#> T0_CT_H01 1 0.3274 0.9457 0.940 0.060
#> T0_CT_H02 2 0.0672 0.9700 0.008 0.992
#> T0_CT_H04 1 0.4298 0.9340 0.912 0.088
#> T0_CT_H05 1 0.4161 0.9362 0.916 0.084
#> T0_CT_H08 1 0.4298 0.9340 0.912 0.088
#> T0_CT_H09 1 0.4431 0.9308 0.908 0.092
#> T0_CT_H12 1 0.4161 0.9362 0.916 0.084
#> T24_CT_A01 1 0.0000 0.9578 1.000 0.000
#> T24_CT_A03 2 0.0672 0.9700 0.008 0.992
#> T24_CT_A04 2 0.0672 0.9700 0.008 0.992
#> T24_CT_A05 1 0.0672 0.9567 0.992 0.008
#> T24_CT_A07 2 0.0672 0.9700 0.008 0.992
#> T24_CT_A08 1 0.0000 0.9578 1.000 0.000
#> T24_CT_A09 1 0.0000 0.9578 1.000 0.000
#> T24_CT_A10 1 0.0000 0.9578 1.000 0.000
#> T24_CT_B01 1 0.0000 0.9578 1.000 0.000
#> T24_CT_B02 1 0.0000 0.9578 1.000 0.000
#> T24_CT_B03 1 0.4431 0.9308 0.908 0.092
#> T24_CT_B05 2 0.0672 0.9700 0.008 0.992
#> T24_CT_B06 2 0.3274 0.9286 0.060 0.940
#> T24_CT_B07 1 0.0000 0.9578 1.000 0.000
#> T24_CT_B08 2 0.0938 0.9680 0.012 0.988
#> T24_CT_B09 1 0.0000 0.9578 1.000 0.000
#> T24_CT_B11 1 0.1633 0.9539 0.976 0.024
#> T24_CT_C01 1 0.0000 0.9578 1.000 0.000
#> T24_CT_C02 2 0.8386 0.6546 0.268 0.732
#> T24_CT_C03 1 0.0000 0.9578 1.000 0.000
#> T24_CT_C05 2 0.2423 0.9470 0.040 0.960
#> T24_CT_C07 2 0.0672 0.9700 0.008 0.992
#> T24_CT_C08 2 0.0672 0.9700 0.008 0.992
#> T24_CT_C09 2 0.9977 0.0892 0.472 0.528
#> T24_CT_C10 1 0.0000 0.9578 1.000 0.000
#> T24_CT_C11 1 0.2423 0.9506 0.960 0.040
#> T24_CT_C12 2 0.0938 0.9680 0.012 0.988
#> T24_CT_D01 2 0.0672 0.9700 0.008 0.992
#> T24_CT_D02 2 0.0672 0.9700 0.008 0.992
#> T24_CT_D03 2 0.0672 0.9700 0.008 0.992
#> T24_CT_D04 1 0.0000 0.9578 1.000 0.000
#> T24_CT_D05 1 0.0000 0.9578 1.000 0.000
#> T24_CT_D06 1 0.0000 0.9578 1.000 0.000
#> T24_CT_D07 1 0.2603 0.9497 0.956 0.044
#> T24_CT_D08 2 0.0672 0.9700 0.008 0.992
#> T24_CT_D09 2 0.0672 0.9700 0.008 0.992
#> T24_CT_D10 2 0.0672 0.9700 0.008 0.992
#> T24_CT_D11 2 0.0672 0.9700 0.008 0.992
#> T24_CT_E01 1 0.0000 0.9578 1.000 0.000
#> T24_CT_E02 1 0.0000 0.9578 1.000 0.000
#> T24_CT_E04 2 0.0672 0.9700 0.008 0.992
#> T24_CT_E05 1 0.0000 0.9578 1.000 0.000
#> T24_CT_E07 1 0.3274 0.9453 0.940 0.060
#> T24_CT_E09 1 0.0000 0.9578 1.000 0.000
#> T24_CT_E11 1 0.0000 0.9578 1.000 0.000
#> T24_CT_E12 2 0.0672 0.9700 0.008 0.992
#> T24_CT_F01 2 0.0672 0.9700 0.008 0.992
#> T24_CT_F02 2 0.0672 0.9700 0.008 0.992
#> T24_CT_F03 1 0.0000 0.9578 1.000 0.000
#> T24_CT_F04 1 0.0000 0.9578 1.000 0.000
#> T24_CT_F05 1 0.0000 0.9578 1.000 0.000
#> T24_CT_F07 1 0.0000 0.9578 1.000 0.000
#> T24_CT_F08 1 0.0000 0.9578 1.000 0.000
#> T24_CT_F09 2 0.0672 0.9700 0.008 0.992
#> T24_CT_F10 1 0.3431 0.9441 0.936 0.064
#> T24_CT_F11 1 0.0000 0.9578 1.000 0.000
#> T24_CT_F12 2 0.2236 0.9508 0.036 0.964
#> T24_CT_G01 2 0.0672 0.9700 0.008 0.992
#> T24_CT_G02 1 0.0000 0.9578 1.000 0.000
#> T24_CT_G03 1 0.0000 0.9578 1.000 0.000
#> T24_CT_G04 1 0.4298 0.9340 0.912 0.088
#> T24_CT_G05 2 0.4161 0.9094 0.084 0.916
#> T24_CT_G06 1 0.0000 0.9578 1.000 0.000
#> T24_CT_G08 1 0.0000 0.9578 1.000 0.000
#> T24_CT_G10 2 0.0672 0.9700 0.008 0.992
#> T24_CT_G11 1 0.0000 0.9578 1.000 0.000
#> T24_CT_G12 1 0.0000 0.9578 1.000 0.000
#> T24_CT_H01 1 0.3733 0.9412 0.928 0.072
#> T24_CT_H02 1 0.0000 0.9578 1.000 0.000
#> T24_CT_H03 1 0.9732 0.3811 0.596 0.404
#> T24_CT_H05 1 0.0000 0.9578 1.000 0.000
#> T24_CT_H07 1 0.0000 0.9578 1.000 0.000
#> T24_CT_H09 1 0.0000 0.9578 1.000 0.000
#> T24_CT_H12 1 0.0000 0.9578 1.000 0.000
#> T48_CT_A01 2 0.0672 0.9700 0.008 0.992
#> T48_CT_A02 2 0.0672 0.9700 0.008 0.992
#> T48_CT_A03 1 0.0000 0.9578 1.000 0.000
#> T48_CT_A04 2 0.0672 0.9700 0.008 0.992
#> T48_CT_A05 1 0.3584 0.9429 0.932 0.068
#> T48_CT_A06 1 0.0000 0.9578 1.000 0.000
#> T48_CT_A07 2 0.0938 0.9680 0.012 0.988
#> T48_CT_A08 2 0.6712 0.7916 0.176 0.824
#> T48_CT_A09 1 0.0000 0.9578 1.000 0.000
#> T48_CT_A10 2 0.0672 0.9700 0.008 0.992
#> T48_CT_A11 2 0.0672 0.9700 0.008 0.992
#> T48_CT_A12 1 0.0000 0.9578 1.000 0.000
#> T48_CT_B01 2 0.0672 0.9700 0.008 0.992
#> T48_CT_B02 2 0.0672 0.9700 0.008 0.992
#> T48_CT_B03 1 0.0000 0.9578 1.000 0.000
#> T48_CT_B04 1 0.0000 0.9578 1.000 0.000
#> T48_CT_B06 2 0.0672 0.9700 0.008 0.992
#> T48_CT_B08 1 0.0000 0.9578 1.000 0.000
#> T48_CT_B10 2 0.0672 0.9700 0.008 0.992
#> T48_CT_B11 2 0.0672 0.9700 0.008 0.992
#> T48_CT_B12 1 0.0000 0.9578 1.000 0.000
#> T48_CT_C01 2 0.0672 0.9700 0.008 0.992
#> T48_CT_C02 1 0.0672 0.9518 0.992 0.008
#> T48_CT_C03 2 0.0672 0.9700 0.008 0.992
#> T48_CT_C04 1 0.0000 0.9578 1.000 0.000
#> T48_CT_C05 1 0.5519 0.8955 0.872 0.128
#> T48_CT_C06 1 0.7056 0.8147 0.808 0.192
#> T48_CT_C07 1 0.0000 0.9578 1.000 0.000
#> T48_CT_C09 2 0.0672 0.9700 0.008 0.992
#> T48_CT_C10 1 0.0000 0.9578 1.000 0.000
#> T48_CT_C11 2 0.0672 0.9700 0.008 0.992
#> T48_CT_D01 1 0.3431 0.9446 0.936 0.064
#> T48_CT_D02 1 0.0000 0.9578 1.000 0.000
#> T48_CT_D03 1 0.0000 0.9578 1.000 0.000
#> T48_CT_D04 1 0.4431 0.9310 0.908 0.092
#> T48_CT_D06 2 0.0672 0.9700 0.008 0.992
#> T48_CT_D07 2 0.0672 0.9700 0.008 0.992
#> T48_CT_D08 1 0.0000 0.9578 1.000 0.000
#> T48_CT_D09 2 0.0672 0.9700 0.008 0.992
#> T48_CT_D10 1 0.0376 0.9565 0.996 0.004
#> T48_CT_D11 2 0.0672 0.9700 0.008 0.992
#> T48_CT_D12 1 0.0000 0.9578 1.000 0.000
#> T48_CT_E01 1 0.3274 0.9453 0.940 0.060
#> T48_CT_E02 1 0.0000 0.9578 1.000 0.000
#> T48_CT_E03 1 0.3114 0.9465 0.944 0.056
#> T48_CT_E04 1 0.0376 0.9572 0.996 0.004
#> T48_CT_E05 2 0.4431 0.8965 0.092 0.908
#> T48_CT_E06 1 0.0000 0.9578 1.000 0.000
#> T48_CT_E07 1 0.0000 0.9578 1.000 0.000
#> T48_CT_E08 2 0.0672 0.9700 0.008 0.992
#> T48_CT_E10 1 0.0000 0.9578 1.000 0.000
#> T48_CT_E11 1 0.0000 0.9578 1.000 0.000
#> T48_CT_E12 2 0.0672 0.9700 0.008 0.992
#> T48_CT_F01 2 0.0672 0.9700 0.008 0.992
#> T48_CT_F02 1 0.0000 0.9578 1.000 0.000
#> T48_CT_F03 1 0.0000 0.9578 1.000 0.000
#> T48_CT_F05 2 0.7528 0.7318 0.216 0.784
#> T48_CT_F07 1 0.0000 0.9578 1.000 0.000
#> T48_CT_F09 2 0.0672 0.9700 0.008 0.992
#> T48_CT_F10 1 0.0000 0.9578 1.000 0.000
#> T48_CT_F11 1 0.0000 0.9578 1.000 0.000
#> T48_CT_G01 1 0.0000 0.9578 1.000 0.000
#> T48_CT_G02 2 0.0672 0.9700 0.008 0.992
#> T48_CT_G03 2 0.7528 0.7330 0.216 0.784
#> T48_CT_G07 2 0.0672 0.9700 0.008 0.992
#> T48_CT_G08 2 0.8861 0.5658 0.304 0.696
#> T48_CT_G09 1 0.3431 0.9443 0.936 0.064
#> T48_CT_G10 1 0.0000 0.9578 1.000 0.000
#> T48_CT_G11 1 0.0000 0.9578 1.000 0.000
#> T48_CT_G12 2 0.0672 0.9700 0.008 0.992
#> T48_CT_H01 1 0.9933 0.2089 0.548 0.452
#> T48_CT_H02 1 0.3274 0.9453 0.940 0.060
#> T48_CT_H04 1 0.0672 0.9518 0.992 0.008
#> T48_CT_H05 2 0.0672 0.9700 0.008 0.992
#> T48_CT_H06 2 0.0672 0.9700 0.008 0.992
#> T48_CT_H07 1 0.0000 0.9578 1.000 0.000
#> T48_CT_H08 2 0.0672 0.9700 0.008 0.992
#> T48_CT_H11 1 0.0000 0.9578 1.000 0.000
#> T48_CT_H12 2 0.0672 0.9700 0.008 0.992
#> T72_CT_A01 2 0.0672 0.9700 0.008 0.992
#> T72_CT_A05 2 0.3274 0.9291 0.060 0.940
#> T72_CT_A08 1 0.0000 0.9578 1.000 0.000
#> T72_CT_A09 2 0.0672 0.9700 0.008 0.992
#> T72_CT_A11 2 0.0672 0.9700 0.008 0.992
#> T72_CT_B01 2 0.0672 0.9700 0.008 0.992
#> T72_CT_B02 1 0.0000 0.9578 1.000 0.000
#> T72_CT_B03 1 0.0672 0.9566 0.992 0.008
#> T72_CT_B04 1 0.0000 0.9578 1.000 0.000
#> T72_CT_B05 1 0.4022 0.9381 0.920 0.080
#> T72_CT_B06 1 0.0000 0.9578 1.000 0.000
#> T72_CT_B08 2 0.0938 0.9680 0.012 0.988
#> T72_CT_B09 1 0.0000 0.9578 1.000 0.000
#> T72_CT_B11 1 0.0000 0.9578 1.000 0.000
#> T72_CT_B12 2 0.0672 0.9700 0.008 0.992
#> T72_CT_C04 2 0.0672 0.9700 0.008 0.992
#> T72_CT_C06 1 0.0000 0.9578 1.000 0.000
#> T72_CT_C07 2 0.0672 0.9700 0.008 0.992
#> T72_CT_C09 1 0.0000 0.9578 1.000 0.000
#> T72_CT_C11 2 0.0672 0.9700 0.008 0.992
#> T72_CT_D01 2 0.0672 0.9700 0.008 0.992
#> T72_CT_D03 1 0.3879 0.9398 0.924 0.076
#> T72_CT_D04 2 0.0672 0.9700 0.008 0.992
#> T72_CT_D05 1 0.0000 0.9578 1.000 0.000
#> T72_CT_D07 1 0.0000 0.9578 1.000 0.000
#> T72_CT_D10 1 0.3274 0.9453 0.940 0.060
#> T72_CT_D11 1 0.0000 0.9578 1.000 0.000
#> T72_CT_E04 1 0.0000 0.9578 1.000 0.000
#> T72_CT_E05 2 0.0672 0.9700 0.008 0.992
#> T72_CT_E07 1 0.4298 0.9340 0.912 0.088
#> T72_CT_F01 2 0.0672 0.9700 0.008 0.992
#> T72_CT_F05 2 0.0672 0.9700 0.008 0.992
#> T72_CT_F07 1 0.0000 0.9578 1.000 0.000
#> T72_CT_F10 2 0.0672 0.9700 0.008 0.992
#> T72_CT_F11 2 0.0672 0.9700 0.008 0.992
#> T72_CT_G03 1 0.0000 0.9578 1.000 0.000
#> T72_CT_G04 1 0.0000 0.9578 1.000 0.000
#> T72_CT_G06 2 0.0672 0.9700 0.008 0.992
#> T72_CT_G08 1 0.4161 0.9362 0.916 0.084
#> T72_CT_G10 2 0.0672 0.9700 0.008 0.992
#> T72_CT_G11 1 0.0000 0.9578 1.000 0.000
#> T72_CT_H01 2 0.0938 0.9680 0.012 0.988
#> T72_CT_H03 2 0.0938 0.9680 0.012 0.988
#> T72_CT_H05 2 0.5059 0.8747 0.112 0.888
#> T72_CT_H08 2 0.1414 0.9632 0.020 0.980
#> T72_CT_H09 1 0.4161 0.9362 0.916 0.084
#> T72_CT_H10 1 0.0000 0.9578 1.000 0.000
#> T72_CT_H11 1 0.0000 0.9578 1.000 0.000
#> T72_CT_H12 2 0.0672 0.9700 0.008 0.992
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.3583 0.848 0.056 0.044 0.900
#> T0_CT_A03 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_A08 1 0.0424 0.959 0.992 0.000 0.008
#> T0_CT_A10 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_A11 1 0.2269 0.933 0.944 0.016 0.040
#> T0_CT_B01 1 0.1411 0.949 0.964 0.000 0.036
#> T0_CT_B03 3 0.5706 0.595 0.000 0.320 0.680
#> T0_CT_B05 3 0.1643 0.871 0.044 0.000 0.956
#> T0_CT_B07 3 0.0892 0.882 0.020 0.000 0.980
#> T0_CT_B08 3 0.4555 0.747 0.000 0.200 0.800
#> T0_CT_B09 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_C02 3 0.5650 0.609 0.000 0.312 0.688
#> T0_CT_C03 1 0.1529 0.947 0.960 0.000 0.040
#> T0_CT_C05 2 0.0000 0.968 0.000 1.000 0.000
#> T0_CT_C06 1 0.1289 0.951 0.968 0.000 0.032
#> T0_CT_C07 3 0.2165 0.856 0.064 0.000 0.936
#> T0_CT_C08 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_C09 1 0.2414 0.929 0.940 0.020 0.040
#> T0_CT_C11 2 0.0000 0.968 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_D01 3 0.6264 0.458 0.004 0.380 0.616
#> T0_CT_D02 3 0.4062 0.762 0.164 0.000 0.836
#> T0_CT_D03 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_D05 1 0.2448 0.917 0.924 0.000 0.076
#> T0_CT_D06 3 0.5706 0.595 0.000 0.320 0.680
#> T0_CT_D07 3 0.1031 0.880 0.024 0.000 0.976
#> T0_CT_D08 3 0.5760 0.581 0.000 0.328 0.672
#> T0_CT_D09 2 0.2356 0.896 0.000 0.928 0.072
#> T0_CT_D11 2 0.0000 0.968 0.000 1.000 0.000
#> T0_CT_D12 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_E01 3 0.0424 0.886 0.008 0.000 0.992
#> T0_CT_E03 3 0.1163 0.879 0.028 0.000 0.972
#> T0_CT_E04 2 0.0000 0.968 0.000 1.000 0.000
#> T0_CT_E05 1 0.0592 0.959 0.988 0.000 0.012
#> T0_CT_E06 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_E08 3 0.5497 0.639 0.000 0.292 0.708
#> T0_CT_E09 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_E10 1 0.2414 0.929 0.940 0.020 0.040
#> T0_CT_E11 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_E12 3 0.6225 0.179 0.432 0.000 0.568
#> T0_CT_F01 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_F05 2 0.0829 0.956 0.004 0.984 0.012
#> T0_CT_F06 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_F07 1 0.5138 0.688 0.748 0.000 0.252
#> T0_CT_F09 2 0.0237 0.964 0.004 0.996 0.000
#> T0_CT_F11 3 0.2959 0.827 0.100 0.000 0.900
#> T0_CT_F12 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_G02 1 0.6225 0.269 0.568 0.000 0.432
#> T0_CT_G03 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_G04 3 0.5327 0.666 0.000 0.272 0.728
#> T0_CT_G07 3 0.5621 0.615 0.000 0.308 0.692
#> T0_CT_G08 3 0.5621 0.615 0.000 0.308 0.692
#> T0_CT_G09 1 0.0592 0.959 0.988 0.000 0.012
#> T0_CT_G11 1 0.1529 0.947 0.960 0.000 0.040
#> T0_CT_H01 1 0.1289 0.951 0.968 0.000 0.032
#> T0_CT_H02 2 0.1289 0.939 0.000 0.968 0.032
#> T0_CT_H04 3 0.0000 0.888 0.000 0.000 1.000
#> T0_CT_H05 1 0.4750 0.745 0.784 0.000 0.216
#> T0_CT_H08 3 0.1289 0.877 0.032 0.000 0.968
#> T0_CT_H09 1 0.1411 0.949 0.964 0.000 0.036
#> T0_CT_H12 3 0.4931 0.664 0.232 0.000 0.768
#> T24_CT_A01 1 0.0592 0.958 0.988 0.000 0.012
#> T24_CT_A03 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_A04 2 0.0237 0.965 0.000 0.996 0.004
#> T24_CT_A05 1 0.1753 0.941 0.952 0.000 0.048
#> T24_CT_A07 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_A08 1 0.0424 0.959 0.992 0.000 0.008
#> T24_CT_A09 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_B03 1 0.1289 0.951 0.968 0.000 0.032
#> T24_CT_B05 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_B06 2 0.0747 0.952 0.016 0.984 0.000
#> T24_CT_B07 1 0.0424 0.959 0.992 0.000 0.008
#> T24_CT_B08 2 0.0237 0.964 0.004 0.996 0.000
#> T24_CT_B09 1 0.0424 0.959 0.992 0.000 0.008
#> T24_CT_B11 1 0.5905 0.483 0.648 0.000 0.352
#> T24_CT_C01 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_C02 2 0.6154 0.295 0.408 0.592 0.000
#> T24_CT_C03 1 0.0747 0.958 0.984 0.000 0.016
#> T24_CT_C05 2 0.1529 0.924 0.040 0.960 0.000
#> T24_CT_C07 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_C09 1 0.6313 0.544 0.676 0.308 0.016
#> T24_CT_C10 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_C11 1 0.0747 0.958 0.984 0.000 0.016
#> T24_CT_C12 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D02 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D03 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_D05 1 0.1289 0.951 0.968 0.000 0.032
#> T24_CT_D06 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_D07 1 0.1289 0.951 0.968 0.000 0.032
#> T24_CT_D08 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_E07 1 0.1289 0.951 0.968 0.000 0.032
#> T24_CT_E09 1 0.0424 0.959 0.992 0.000 0.008
#> T24_CT_E11 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_F04 1 0.0592 0.959 0.988 0.000 0.012
#> T24_CT_F05 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_F07 1 0.0592 0.959 0.988 0.000 0.012
#> T24_CT_F08 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_F10 1 0.1289 0.951 0.968 0.000 0.032
#> T24_CT_F11 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_F12 2 0.0747 0.952 0.016 0.984 0.000
#> T24_CT_G01 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_G02 1 0.0237 0.960 0.996 0.000 0.004
#> T24_CT_G03 1 0.0424 0.959 0.992 0.000 0.008
#> T24_CT_G04 1 0.1289 0.951 0.968 0.000 0.032
#> T24_CT_G05 2 0.3192 0.826 0.112 0.888 0.000
#> T24_CT_G06 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_G08 1 0.0424 0.959 0.992 0.000 0.008
#> T24_CT_G10 2 0.0000 0.968 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_G12 1 0.1031 0.956 0.976 0.000 0.024
#> T24_CT_H01 3 0.4235 0.749 0.176 0.000 0.824
#> T24_CT_H02 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_H03 1 0.6888 0.236 0.552 0.432 0.016
#> T24_CT_H05 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.961 1.000 0.000 0.000
#> T24_CT_H12 1 0.0424 0.959 0.992 0.000 0.008
#> T48_CT_A01 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_A03 1 0.0237 0.960 0.996 0.000 0.004
#> T48_CT_A04 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_A05 1 0.1289 0.951 0.968 0.000 0.032
#> T48_CT_A06 1 0.0747 0.956 0.984 0.000 0.016
#> T48_CT_A07 2 0.4974 0.652 0.000 0.764 0.236
#> T48_CT_A08 2 0.1860 0.909 0.052 0.948 0.000
#> T48_CT_A09 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_B03 1 0.0424 0.959 0.992 0.000 0.008
#> T48_CT_B04 1 0.0237 0.960 0.996 0.000 0.004
#> T48_CT_B06 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_B12 1 0.0237 0.961 0.996 0.000 0.004
#> T48_CT_C01 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_C02 1 0.1529 0.945 0.960 0.000 0.040
#> T48_CT_C03 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_C04 1 0.0424 0.959 0.992 0.000 0.008
#> T48_CT_C05 1 0.4677 0.809 0.840 0.132 0.028
#> T48_CT_C06 1 0.6224 0.563 0.688 0.296 0.016
#> T48_CT_C07 1 0.0237 0.961 0.996 0.000 0.004
#> T48_CT_C09 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_C10 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_D01 1 0.0592 0.959 0.988 0.000 0.012
#> T48_CT_D02 1 0.0237 0.961 0.996 0.000 0.004
#> T48_CT_D03 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_D04 1 0.1711 0.948 0.960 0.008 0.032
#> T48_CT_D06 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_D10 1 0.0592 0.959 0.988 0.000 0.012
#> T48_CT_D11 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_D12 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_E01 1 0.1289 0.951 0.968 0.000 0.032
#> T48_CT_E02 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_E03 1 0.1289 0.951 0.968 0.000 0.032
#> T48_CT_E04 1 0.0892 0.956 0.980 0.000 0.020
#> T48_CT_E05 2 0.2682 0.873 0.076 0.920 0.004
#> T48_CT_E06 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_E12 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_F01 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_F03 1 0.0592 0.959 0.988 0.000 0.012
#> T48_CT_F05 2 0.4605 0.678 0.204 0.796 0.000
#> T48_CT_F07 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_F10 1 0.0592 0.959 0.988 0.000 0.012
#> T48_CT_F11 1 0.0000 0.961 1.000 0.000 0.000
#> T48_CT_G01 1 0.0424 0.959 0.992 0.000 0.008
#> T48_CT_G02 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_G03 2 0.3482 0.803 0.128 0.872 0.000
#> T48_CT_G07 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_G08 2 0.4654 0.675 0.208 0.792 0.000
#> T48_CT_G09 1 0.1289 0.951 0.968 0.000 0.032
#> T48_CT_G10 1 0.2066 0.920 0.940 0.000 0.060
#> T48_CT_G11 1 0.0424 0.960 0.992 0.000 0.008
#> T48_CT_G12 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_H01 1 0.5929 0.535 0.676 0.320 0.004
#> T48_CT_H02 1 0.1289 0.951 0.968 0.000 0.032
#> T48_CT_H04 1 0.1529 0.945 0.960 0.000 0.040
#> T48_CT_H05 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_H07 1 0.0237 0.961 0.996 0.000 0.004
#> T48_CT_H08 2 0.0000 0.968 0.000 1.000 0.000
#> T48_CT_H11 1 0.0424 0.960 0.992 0.000 0.008
#> T48_CT_H12 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_A05 2 0.0983 0.953 0.004 0.980 0.016
#> T72_CT_A08 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_B03 1 0.0747 0.957 0.984 0.000 0.016
#> T72_CT_B04 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_B05 1 0.1289 0.951 0.968 0.000 0.032
#> T72_CT_B06 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_B08 2 0.5138 0.623 0.000 0.748 0.252
#> T72_CT_B09 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_B11 1 0.0237 0.961 0.996 0.000 0.004
#> T72_CT_B12 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_C06 1 0.0892 0.956 0.980 0.000 0.020
#> T72_CT_C07 2 0.0892 0.951 0.000 0.980 0.020
#> T72_CT_C09 1 0.1031 0.955 0.976 0.000 0.024
#> T72_CT_C11 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_D01 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_D03 1 0.1289 0.951 0.968 0.000 0.032
#> T72_CT_D04 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_D05 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_D10 1 0.1289 0.951 0.968 0.000 0.032
#> T72_CT_D11 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_E04 1 0.0424 0.960 0.992 0.000 0.008
#> T72_CT_E05 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_E07 1 0.1525 0.950 0.964 0.004 0.032
#> T72_CT_F01 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_F11 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_G03 1 0.0424 0.959 0.992 0.000 0.008
#> T72_CT_G04 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_G06 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_G08 1 0.1411 0.949 0.964 0.000 0.036
#> T72_CT_G10 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_G11 1 0.0237 0.961 0.996 0.000 0.004
#> T72_CT_H01 2 0.0000 0.968 0.000 1.000 0.000
#> T72_CT_H03 2 0.0237 0.964 0.004 0.996 0.000
#> T72_CT_H05 3 0.5254 0.678 0.000 0.264 0.736
#> T72_CT_H08 2 0.6008 0.331 0.000 0.628 0.372
#> T72_CT_H09 1 0.6244 0.253 0.560 0.000 0.440
#> T72_CT_H10 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_H11 1 0.0000 0.961 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.968 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.6215 0.3380 0.000 0.072 0.600 0.328
#> T0_CT_A03 3 0.4961 0.3852 0.000 0.000 0.552 0.448
#> T0_CT_A05 3 0.4955 0.3857 0.000 0.000 0.556 0.444
#> T0_CT_A06 3 0.4933 0.3857 0.000 0.000 0.568 0.432
#> T0_CT_A07 3 0.4933 0.3859 0.000 0.000 0.568 0.432
#> T0_CT_A08 1 0.4925 0.9628 0.572 0.000 0.428 0.000
#> T0_CT_A10 3 0.4933 0.3857 0.000 0.000 0.568 0.432
#> T0_CT_A11 4 0.7869 0.3917 0.376 0.048 0.096 0.480
#> T0_CT_B01 3 0.5778 -0.6683 0.028 0.000 0.500 0.472
#> T0_CT_B03 2 0.7279 0.5953 0.056 0.596 0.068 0.280
#> T0_CT_B05 3 0.4564 0.3470 0.000 0.000 0.672 0.328
#> T0_CT_B07 3 0.4925 0.3856 0.000 0.000 0.572 0.428
#> T0_CT_B08 2 0.7590 0.4764 0.028 0.520 0.112 0.340
#> T0_CT_B09 3 0.4955 0.3857 0.000 0.000 0.556 0.444
#> T0_CT_C02 2 0.7362 0.5852 0.056 0.588 0.072 0.284
#> T0_CT_C03 3 0.5850 -0.4164 0.080 0.000 0.676 0.244
#> T0_CT_C05 2 0.1557 0.8983 0.056 0.944 0.000 0.000
#> T0_CT_C06 3 0.6080 -0.6841 0.044 0.000 0.488 0.468
#> T0_CT_C07 3 0.4776 0.3715 0.000 0.000 0.624 0.376
#> T0_CT_C08 3 0.4961 0.3852 0.000 0.000 0.552 0.448
#> T0_CT_C09 4 0.7982 0.3863 0.368 0.056 0.096 0.480
#> T0_CT_C11 2 0.1211 0.8996 0.040 0.960 0.000 0.000
#> T0_CT_C12 3 0.4948 0.3859 0.000 0.000 0.560 0.440
#> T0_CT_D01 2 0.6796 0.6172 0.012 0.628 0.120 0.240
#> T0_CT_D02 3 0.4866 0.3800 0.000 0.000 0.596 0.404
#> T0_CT_D03 3 0.6659 0.3489 0.000 0.084 0.468 0.448
#> T0_CT_D05 3 0.5349 -0.4252 0.024 0.000 0.640 0.336
#> T0_CT_D06 2 0.7314 0.5822 0.052 0.588 0.072 0.288
#> T0_CT_D07 3 0.4877 0.3824 0.000 0.000 0.592 0.408
#> T0_CT_D08 2 0.7362 0.5852 0.056 0.588 0.072 0.284
#> T0_CT_D09 2 0.3976 0.8371 0.044 0.840 0.004 0.112
#> T0_CT_D11 2 0.1022 0.9020 0.032 0.968 0.000 0.000
#> T0_CT_D12 3 0.4941 0.3859 0.000 0.000 0.564 0.436
#> T0_CT_E01 3 0.5366 0.3828 0.000 0.012 0.548 0.440
#> T0_CT_E03 3 0.4431 0.3373 0.000 0.000 0.696 0.304
#> T0_CT_E04 2 0.1824 0.8936 0.060 0.936 0.000 0.004
#> T0_CT_E05 4 0.7342 0.6210 0.156 0.000 0.412 0.432
#> T0_CT_E06 3 0.4961 0.3852 0.000 0.000 0.552 0.448
#> T0_CT_E07 3 0.4941 0.3852 0.000 0.000 0.564 0.436
#> T0_CT_E08 2 0.7172 0.5701 0.040 0.584 0.072 0.304
#> T0_CT_E09 3 0.5273 0.3821 0.000 0.008 0.536 0.456
#> T0_CT_E10 4 0.7982 0.3863 0.368 0.056 0.096 0.480
#> T0_CT_E11 3 0.4967 0.3853 0.000 0.000 0.548 0.452
#> T0_CT_E12 3 0.4916 0.3790 0.000 0.000 0.576 0.424
#> T0_CT_F01 3 0.4941 0.3859 0.000 0.000 0.564 0.436
#> T0_CT_F02 3 0.4948 0.3853 0.000 0.000 0.560 0.440
#> T0_CT_F03 3 0.4961 0.3852 0.000 0.000 0.552 0.448
#> T0_CT_F04 3 0.4941 0.3859 0.000 0.000 0.564 0.436
#> T0_CT_F05 2 0.2466 0.8871 0.056 0.916 0.000 0.028
#> T0_CT_F06 3 0.5268 0.3822 0.000 0.008 0.540 0.452
#> T0_CT_F07 3 0.3172 0.1541 0.000 0.000 0.840 0.160
#> T0_CT_F09 2 0.1545 0.8977 0.040 0.952 0.000 0.008
#> T0_CT_F11 3 0.4972 0.3843 0.000 0.000 0.544 0.456
#> T0_CT_F12 3 0.4941 0.3859 0.000 0.000 0.564 0.436
#> T0_CT_G01 3 0.4955 0.3857 0.000 0.000 0.556 0.444
#> T0_CT_G02 3 0.3969 0.2259 0.016 0.000 0.804 0.180
#> T0_CT_G03 3 0.4961 0.3856 0.000 0.000 0.552 0.448
#> T0_CT_G04 2 0.7205 0.5353 0.032 0.556 0.076 0.336
#> T0_CT_G07 2 0.7362 0.5852 0.056 0.588 0.072 0.284
#> T0_CT_G08 2 0.7252 0.5879 0.052 0.592 0.068 0.288
#> T0_CT_G09 3 0.7475 -0.6397 0.176 0.000 0.420 0.404
#> T0_CT_G11 3 0.6367 -0.6198 0.068 0.000 0.540 0.392
#> T0_CT_H01 3 0.6143 -0.6803 0.048 0.000 0.496 0.456
#> T0_CT_H02 2 0.3464 0.8602 0.056 0.868 0.000 0.076
#> T0_CT_H04 3 0.4961 0.3852 0.000 0.000 0.552 0.448
#> T0_CT_H05 3 0.3672 0.1075 0.012 0.000 0.824 0.164
#> T0_CT_H08 3 0.4790 0.3735 0.000 0.000 0.620 0.380
#> T0_CT_H09 3 0.5591 -0.6712 0.008 0.008 0.500 0.484
#> T0_CT_H12 3 0.4877 0.3795 0.000 0.000 0.592 0.408
#> T24_CT_A01 1 0.4941 0.9514 0.564 0.000 0.436 0.000
#> T24_CT_A03 2 0.0817 0.9004 0.024 0.976 0.000 0.000
#> T24_CT_A04 2 0.1557 0.8960 0.056 0.944 0.000 0.000
#> T24_CT_A05 1 0.6330 0.8165 0.492 0.000 0.448 0.060
#> T24_CT_A07 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_A08 1 0.4925 0.9628 0.572 0.000 0.428 0.000
#> T24_CT_A09 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_A10 3 0.7583 -0.6166 0.196 0.000 0.420 0.384
#> T24_CT_B01 3 0.7654 -0.6032 0.212 0.000 0.420 0.368
#> T24_CT_B02 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_B03 4 0.5768 0.6960 0.028 0.000 0.456 0.516
#> T24_CT_B05 2 0.0921 0.9009 0.028 0.972 0.000 0.000
#> T24_CT_B06 2 0.2499 0.8830 0.032 0.920 0.004 0.044
#> T24_CT_B07 1 0.4925 0.9628 0.572 0.000 0.428 0.000
#> T24_CT_B08 2 0.1256 0.9010 0.028 0.964 0.000 0.008
#> T24_CT_B09 1 0.4916 0.9660 0.576 0.000 0.424 0.000
#> T24_CT_B11 3 0.7020 -0.3013 0.332 0.000 0.532 0.136
#> T24_CT_C01 1 0.5070 0.9650 0.580 0.000 0.416 0.004
#> T24_CT_C02 2 0.6207 0.4787 0.056 0.620 0.008 0.316
#> T24_CT_C03 3 0.7314 -0.6769 0.152 0.000 0.428 0.420
#> T24_CT_C05 2 0.2546 0.8747 0.028 0.912 0.000 0.060
#> T24_CT_C07 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_C08 2 0.1118 0.9006 0.036 0.964 0.000 0.000
#> T24_CT_C09 2 0.7243 0.0749 0.036 0.484 0.060 0.420
#> T24_CT_C10 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_C11 4 0.6801 0.6560 0.096 0.000 0.448 0.456
#> T24_CT_C12 2 0.0921 0.8999 0.028 0.972 0.000 0.000
#> T24_CT_D01 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_D02 2 0.1118 0.9015 0.036 0.964 0.000 0.000
#> T24_CT_D03 2 0.0921 0.9007 0.028 0.972 0.000 0.000
#> T24_CT_D04 1 0.5435 0.9541 0.564 0.000 0.420 0.016
#> T24_CT_D05 3 0.6967 -0.6771 0.112 0.000 0.456 0.432
#> T24_CT_D06 1 0.5070 0.9663 0.580 0.000 0.416 0.004
#> T24_CT_D07 3 0.6082 -0.6952 0.044 0.000 0.480 0.476
#> T24_CT_D08 2 0.1022 0.9002 0.032 0.968 0.000 0.000
#> T24_CT_D09 2 0.1118 0.9015 0.036 0.964 0.000 0.000
#> T24_CT_D10 2 0.1743 0.8941 0.056 0.940 0.000 0.004
#> T24_CT_D11 2 0.1022 0.9002 0.032 0.968 0.000 0.000
#> T24_CT_E01 3 0.7605 -0.6208 0.200 0.000 0.416 0.384
#> T24_CT_E02 1 0.6094 0.8795 0.536 0.000 0.416 0.048
#> T24_CT_E04 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_E05 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_E07 4 0.5506 0.6920 0.016 0.000 0.472 0.512
#> T24_CT_E09 1 0.4925 0.9628 0.572 0.000 0.428 0.000
#> T24_CT_E11 1 0.5203 0.9593 0.576 0.000 0.416 0.008
#> T24_CT_E12 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_F01 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_F02 2 0.1211 0.8981 0.040 0.960 0.000 0.000
#> T24_CT_F03 3 0.7602 -0.6126 0.200 0.000 0.420 0.380
#> T24_CT_F04 4 0.7367 0.6321 0.160 0.000 0.404 0.436
#> T24_CT_F05 3 0.7698 -0.5932 0.224 0.000 0.420 0.356
#> T24_CT_F07 4 0.7421 0.6308 0.168 0.000 0.400 0.432
#> T24_CT_F08 3 0.7451 -0.6840 0.408 0.000 0.420 0.172
#> T24_CT_F09 2 0.1970 0.8927 0.060 0.932 0.000 0.008
#> T24_CT_F10 3 0.5650 -0.6514 0.024 0.000 0.544 0.432
#> T24_CT_F11 3 0.7605 -0.6212 0.200 0.000 0.416 0.384
#> T24_CT_F12 2 0.2039 0.8960 0.036 0.940 0.008 0.016
#> T24_CT_G01 2 0.1118 0.8980 0.036 0.964 0.000 0.000
#> T24_CT_G02 1 0.4916 0.9660 0.576 0.000 0.424 0.000
#> T24_CT_G03 1 0.4907 0.9675 0.580 0.000 0.420 0.000
#> T24_CT_G04 3 0.5778 -0.6841 0.028 0.000 0.500 0.472
#> T24_CT_G05 2 0.5166 0.6697 0.044 0.736 0.004 0.216
#> T24_CT_G06 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_G08 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_G10 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T24_CT_G11 1 0.5203 0.9599 0.576 0.000 0.416 0.008
#> T24_CT_G12 1 0.5155 0.8886 0.528 0.000 0.468 0.004
#> T24_CT_H01 3 0.4431 0.3359 0.000 0.000 0.696 0.304
#> T24_CT_H02 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T24_CT_H03 2 0.7759 0.0194 0.024 0.468 0.128 0.380
#> T24_CT_H05 3 0.7778 -0.5708 0.252 0.000 0.416 0.332
#> T24_CT_H07 3 0.7638 -0.6066 0.208 0.000 0.420 0.372
#> T24_CT_H09 1 0.4907 0.9675 0.580 0.000 0.420 0.000
#> T24_CT_H12 1 0.5088 0.9643 0.572 0.000 0.424 0.004
#> T48_CT_A01 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T48_CT_A02 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_A03 1 0.4916 0.9660 0.576 0.000 0.424 0.000
#> T48_CT_A04 2 0.1209 0.9014 0.032 0.964 0.000 0.004
#> T48_CT_A05 4 0.6157 0.6920 0.040 0.004 0.440 0.516
#> T48_CT_A06 1 0.5088 0.9565 0.572 0.000 0.424 0.004
#> T48_CT_A07 2 0.3699 0.8588 0.048 0.864 0.008 0.080
#> T48_CT_A08 2 0.4207 0.8182 0.032 0.848 0.044 0.076
#> T48_CT_A09 3 0.7621 -0.6099 0.204 0.000 0.420 0.376
#> T48_CT_A10 2 0.1398 0.8991 0.040 0.956 0.000 0.004
#> T48_CT_A11 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_A12 3 0.7499 -0.6378 0.180 0.000 0.420 0.400
#> T48_CT_B01 2 0.1211 0.8996 0.040 0.960 0.000 0.000
#> T48_CT_B02 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_B03 1 0.5088 0.9565 0.572 0.000 0.424 0.004
#> T48_CT_B04 1 0.5337 0.9579 0.564 0.000 0.424 0.012
#> T48_CT_B06 2 0.1510 0.8945 0.016 0.956 0.000 0.028
#> T48_CT_B08 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T48_CT_B10 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_B11 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_B12 4 0.7372 0.5886 0.160 0.000 0.420 0.420
#> T48_CT_C01 2 0.1211 0.9012 0.040 0.960 0.000 0.000
#> T48_CT_C02 4 0.6967 0.4116 0.432 0.000 0.112 0.456
#> T48_CT_C03 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_C04 1 0.4925 0.9628 0.572 0.000 0.428 0.000
#> T48_CT_C05 4 0.7861 0.5671 0.028 0.128 0.396 0.448
#> T48_CT_C06 4 0.7954 0.5576 0.024 0.152 0.372 0.452
#> T48_CT_C07 3 0.7586 -0.6253 0.196 0.000 0.416 0.388
#> T48_CT_C09 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T48_CT_C10 3 0.7792 -0.4970 0.324 0.000 0.416 0.260
#> T48_CT_C11 2 0.0921 0.9016 0.028 0.972 0.000 0.000
#> T48_CT_D01 4 0.7581 0.6456 0.136 0.012 0.412 0.440
#> T48_CT_D02 4 0.7425 0.6003 0.168 0.000 0.412 0.420
#> T48_CT_D03 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T48_CT_D04 4 0.6314 0.6587 0.004 0.048 0.464 0.484
#> T48_CT_D06 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T48_CT_D07 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_D08 3 0.7564 -0.6210 0.192 0.000 0.420 0.388
#> T48_CT_D09 2 0.1305 0.8995 0.036 0.960 0.004 0.000
#> T48_CT_D10 4 0.7369 0.6253 0.160 0.000 0.408 0.432
#> T48_CT_D11 2 0.1557 0.8950 0.056 0.944 0.000 0.000
#> T48_CT_D12 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T48_CT_E01 4 0.5503 0.6940 0.016 0.000 0.468 0.516
#> T48_CT_E02 3 0.7545 -0.6341 0.188 0.000 0.416 0.396
#> T48_CT_E03 4 0.5508 0.6881 0.016 0.000 0.476 0.508
#> T48_CT_E04 3 0.7153 -0.6876 0.132 0.000 0.444 0.424
#> T48_CT_E05 2 0.4343 0.8134 0.032 0.840 0.044 0.084
#> T48_CT_E06 1 0.6775 0.7637 0.492 0.000 0.412 0.096
#> T48_CT_E07 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T48_CT_E08 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_E10 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T48_CT_E11 3 0.7605 -0.6078 0.384 0.000 0.416 0.200
#> T48_CT_E12 2 0.1807 0.8941 0.052 0.940 0.000 0.008
#> T48_CT_F01 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_F02 3 0.7545 -0.6362 0.188 0.000 0.416 0.396
#> T48_CT_F03 4 0.7313 0.6179 0.152 0.000 0.416 0.432
#> T48_CT_F05 2 0.5460 0.6525 0.020 0.736 0.040 0.204
#> T48_CT_F07 3 0.7621 -0.6086 0.204 0.000 0.420 0.376
#> T48_CT_F09 2 0.1118 0.9009 0.036 0.964 0.000 0.000
#> T48_CT_F10 4 0.7369 0.6246 0.160 0.000 0.408 0.432
#> T48_CT_F11 1 0.5427 0.9457 0.568 0.000 0.416 0.016
#> T48_CT_G01 1 0.5088 0.9643 0.572 0.000 0.424 0.004
#> T48_CT_G02 2 0.1557 0.8968 0.056 0.944 0.000 0.000
#> T48_CT_G03 2 0.5859 0.6477 0.036 0.712 0.036 0.216
#> T48_CT_G07 2 0.0921 0.9005 0.028 0.972 0.000 0.000
#> T48_CT_G08 2 0.7799 0.3189 0.048 0.552 0.116 0.284
#> T48_CT_G09 4 0.5846 0.6959 0.032 0.000 0.452 0.516
#> T48_CT_G10 1 0.5337 0.9306 0.564 0.000 0.424 0.012
#> T48_CT_G11 3 0.7499 -0.6341 0.180 0.000 0.420 0.400
#> T48_CT_G12 2 0.1209 0.9000 0.032 0.964 0.000 0.004
#> T48_CT_H01 2 0.7428 0.1098 0.068 0.476 0.040 0.416
#> T48_CT_H02 4 0.5992 0.6927 0.040 0.000 0.444 0.516
#> T48_CT_H04 4 0.6967 0.4116 0.432 0.000 0.112 0.456
#> T48_CT_H05 2 0.1022 0.9002 0.032 0.968 0.000 0.000
#> T48_CT_H06 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T48_CT_H07 4 0.7399 0.5950 0.164 0.000 0.416 0.420
#> T48_CT_H08 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T48_CT_H11 3 0.7399 -0.6700 0.164 0.000 0.420 0.416
#> T48_CT_H12 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T72_CT_A01 2 0.1635 0.8962 0.044 0.948 0.000 0.008
#> T72_CT_A05 2 0.2036 0.8944 0.032 0.936 0.000 0.032
#> T72_CT_A08 3 0.7808 -0.5097 0.312 0.000 0.416 0.272
#> T72_CT_A09 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T72_CT_A11 2 0.0817 0.9012 0.024 0.976 0.000 0.000
#> T72_CT_B01 2 0.1211 0.8998 0.040 0.960 0.000 0.000
#> T72_CT_B02 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T72_CT_B03 3 0.6842 -0.6805 0.100 0.000 0.464 0.436
#> T72_CT_B04 1 0.4907 0.9675 0.580 0.000 0.420 0.000
#> T72_CT_B05 4 0.5921 0.6945 0.036 0.000 0.448 0.516
#> T72_CT_B06 1 0.6733 0.7539 0.492 0.000 0.416 0.092
#> T72_CT_B08 2 0.3796 0.8477 0.044 0.852 0.004 0.100
#> T72_CT_B09 4 0.7798 0.5646 0.248 0.000 0.364 0.388
#> T72_CT_B11 3 0.7602 -0.6126 0.200 0.000 0.420 0.380
#> T72_CT_B12 2 0.1302 0.8976 0.044 0.956 0.000 0.000
#> T72_CT_C04 2 0.1022 0.8998 0.032 0.968 0.000 0.000
#> T72_CT_C06 4 0.7221 0.6277 0.140 0.000 0.424 0.436
#> T72_CT_C07 2 0.1938 0.8932 0.052 0.936 0.000 0.012
#> T72_CT_C09 3 0.6928 -0.6937 0.108 0.000 0.456 0.436
#> T72_CT_C11 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T72_CT_D01 2 0.1389 0.8998 0.048 0.952 0.000 0.000
#> T72_CT_D03 3 0.4446 -0.2612 0.028 0.000 0.776 0.196
#> T72_CT_D04 2 0.1474 0.8957 0.052 0.948 0.000 0.000
#> T72_CT_D05 3 0.7566 -0.6308 0.192 0.000 0.416 0.392
#> T72_CT_D07 3 0.7602 -0.6116 0.200 0.000 0.420 0.380
#> T72_CT_D10 4 0.5992 0.6927 0.040 0.000 0.444 0.516
#> T72_CT_D11 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T72_CT_E04 3 0.7521 -0.6318 0.184 0.000 0.420 0.396
#> T72_CT_E05 2 0.1118 0.8997 0.036 0.964 0.000 0.000
#> T72_CT_E07 3 0.5343 -0.4741 0.016 0.004 0.640 0.340
#> T72_CT_F01 2 0.1820 0.8975 0.036 0.944 0.000 0.020
#> T72_CT_F05 2 0.1118 0.9013 0.036 0.964 0.000 0.000
#> T72_CT_F07 3 0.7638 -0.6055 0.208 0.000 0.420 0.372
#> T72_CT_F10 2 0.1389 0.8966 0.048 0.952 0.000 0.000
#> T72_CT_F11 2 0.1557 0.8950 0.056 0.944 0.000 0.000
#> T72_CT_G03 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T72_CT_G04 1 0.4898 0.9685 0.584 0.000 0.416 0.000
#> T72_CT_G06 2 0.1389 0.8974 0.048 0.952 0.000 0.000
#> T72_CT_G08 3 0.5755 -0.6427 0.028 0.000 0.528 0.444
#> T72_CT_G10 2 0.0592 0.9013 0.016 0.984 0.000 0.000
#> T72_CT_G11 3 0.7499 -0.6373 0.180 0.000 0.420 0.400
#> T72_CT_H01 2 0.1211 0.8996 0.040 0.960 0.000 0.000
#> T72_CT_H03 2 0.1305 0.8991 0.036 0.960 0.000 0.004
#> T72_CT_H05 2 0.7168 0.5352 0.024 0.560 0.088 0.328
#> T72_CT_H08 2 0.4273 0.8237 0.036 0.820 0.008 0.136
#> T72_CT_H09 3 0.2868 0.1910 0.000 0.000 0.864 0.136
#> T72_CT_H10 3 0.7521 -0.6320 0.184 0.000 0.420 0.396
#> T72_CT_H11 3 0.7545 -0.6364 0.188 0.000 0.416 0.396
#> T72_CT_H12 2 0.1118 0.8997 0.036 0.964 0.000 0.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.3670 0.6119 0.004 0.180 0.796 0.000 0.020
#> T0_CT_A03 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A07 3 0.0404 0.8618 0.000 0.000 0.988 0.000 0.012
#> T0_CT_A08 1 0.1282 0.8900 0.952 0.000 0.044 0.000 0.004
#> T0_CT_A10 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A11 4 0.0955 0.8752 0.000 0.000 0.004 0.968 0.028
#> T0_CT_B01 3 0.6024 0.2389 0.020 0.000 0.460 0.064 0.456
#> T0_CT_B03 2 0.4001 0.7322 0.000 0.768 0.204 0.020 0.008
#> T0_CT_B05 3 0.1571 0.8372 0.004 0.000 0.936 0.000 0.060
#> T0_CT_B07 3 0.0404 0.8619 0.000 0.000 0.988 0.000 0.012
#> T0_CT_B08 2 0.4207 0.6420 0.000 0.708 0.276 0.008 0.008
#> T0_CT_B09 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 2 0.4033 0.7269 0.000 0.764 0.208 0.020 0.008
#> T0_CT_C03 3 0.5439 0.2951 0.060 0.000 0.508 0.000 0.432
#> T0_CT_C05 2 0.0566 0.9347 0.000 0.984 0.000 0.012 0.004
#> T0_CT_C06 5 0.6460 0.1079 0.024 0.008 0.336 0.088 0.544
#> T0_CT_C07 3 0.0404 0.8620 0.000 0.000 0.988 0.000 0.012
#> T0_CT_C08 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 4 0.0955 0.8752 0.000 0.000 0.004 0.968 0.028
#> T0_CT_C11 2 0.0798 0.9356 0.000 0.976 0.000 0.008 0.016
#> T0_CT_C12 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 2 0.3193 0.8306 0.004 0.844 0.136 0.008 0.008
#> T0_CT_D02 3 0.0404 0.8616 0.000 0.000 0.988 0.000 0.012
#> T0_CT_D03 3 0.2763 0.6411 0.000 0.148 0.848 0.000 0.004
#> T0_CT_D05 3 0.4859 0.4934 0.024 0.004 0.608 0.000 0.364
#> T0_CT_D06 2 0.3899 0.7506 0.000 0.780 0.192 0.020 0.008
#> T0_CT_D07 3 0.1282 0.8464 0.004 0.000 0.952 0.000 0.044
#> T0_CT_D08 2 0.4001 0.7324 0.000 0.768 0.204 0.020 0.008
#> T0_CT_D09 2 0.1731 0.9112 0.000 0.940 0.040 0.012 0.008
#> T0_CT_D11 2 0.0566 0.9361 0.000 0.984 0.000 0.012 0.004
#> T0_CT_D12 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0671 0.8482 0.004 0.016 0.980 0.000 0.000
#> T0_CT_E03 3 0.1831 0.8282 0.004 0.000 0.920 0.000 0.076
#> T0_CT_E04 2 0.0609 0.9336 0.000 0.980 0.000 0.020 0.000
#> T0_CT_E05 5 0.4522 0.7779 0.192 0.000 0.004 0.060 0.744
#> T0_CT_E06 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E07 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 2 0.4217 0.6941 0.000 0.740 0.232 0.020 0.008
#> T0_CT_E09 3 0.0609 0.8441 0.000 0.020 0.980 0.000 0.000
#> T0_CT_E10 4 0.0955 0.8752 0.000 0.000 0.004 0.968 0.028
#> T0_CT_E11 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E12 3 0.0609 0.8596 0.000 0.000 0.980 0.000 0.020
#> T0_CT_F01 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0162 0.8627 0.000 0.000 0.996 0.000 0.004
#> T0_CT_F05 2 0.1503 0.9218 0.000 0.952 0.020 0.020 0.008
#> T0_CT_F06 3 0.0451 0.8545 0.000 0.008 0.988 0.000 0.004
#> T0_CT_F07 3 0.3513 0.7263 0.020 0.000 0.800 0.000 0.180
#> T0_CT_F09 2 0.0671 0.9365 0.000 0.980 0.000 0.004 0.016
#> T0_CT_F11 3 0.0510 0.8609 0.000 0.000 0.984 0.000 0.016
#> T0_CT_F12 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 3 0.2351 0.8114 0.016 0.000 0.896 0.000 0.088
#> T0_CT_G03 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G04 2 0.4181 0.6857 0.000 0.736 0.240 0.016 0.008
#> T0_CT_G07 2 0.4065 0.7212 0.000 0.760 0.212 0.020 0.008
#> T0_CT_G08 2 0.4097 0.7154 0.000 0.756 0.216 0.020 0.008
#> T0_CT_G09 5 0.2929 0.7837 0.180 0.000 0.000 0.000 0.820
#> T0_CT_G11 3 0.5046 0.2817 0.032 0.000 0.500 0.000 0.468
#> T0_CT_H01 5 0.5599 0.0593 0.032 0.000 0.376 0.028 0.564
#> T0_CT_H02 2 0.1772 0.9136 0.000 0.940 0.032 0.020 0.008
#> T0_CT_H04 3 0.0000 0.8631 0.000 0.000 1.000 0.000 0.000
#> T0_CT_H05 3 0.3318 0.7280 0.008 0.000 0.800 0.000 0.192
#> T0_CT_H08 3 0.1671 0.8288 0.000 0.000 0.924 0.000 0.076
#> T0_CT_H09 5 0.7888 -0.1098 0.020 0.088 0.360 0.112 0.420
#> T0_CT_H12 3 0.0703 0.8582 0.000 0.000 0.976 0.000 0.024
#> T24_CT_A01 1 0.2136 0.8360 0.904 0.000 0.088 0.000 0.008
#> T24_CT_A03 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T24_CT_A04 2 0.0671 0.9340 0.000 0.980 0.000 0.016 0.004
#> T24_CT_A05 1 0.3912 0.6417 0.768 0.000 0.208 0.004 0.020
#> T24_CT_A07 2 0.0807 0.9353 0.000 0.976 0.000 0.012 0.012
#> T24_CT_A08 1 0.0955 0.9044 0.968 0.000 0.028 0.000 0.004
#> T24_CT_A09 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T24_CT_A10 5 0.3628 0.7862 0.216 0.000 0.000 0.012 0.772
#> T24_CT_B01 5 0.3728 0.7725 0.244 0.000 0.000 0.008 0.748
#> T24_CT_B02 1 0.0290 0.9150 0.992 0.000 0.000 0.000 0.008
#> T24_CT_B03 5 0.5769 0.4225 0.020 0.128 0.016 0.136 0.700
#> T24_CT_B05 2 0.0693 0.9362 0.000 0.980 0.000 0.012 0.008
#> T24_CT_B06 2 0.1331 0.9196 0.000 0.952 0.000 0.008 0.040
#> T24_CT_B07 1 0.0703 0.9086 0.976 0.000 0.024 0.000 0.000
#> T24_CT_B08 2 0.0798 0.9362 0.000 0.976 0.000 0.016 0.008
#> T24_CT_B09 1 0.0510 0.9128 0.984 0.000 0.016 0.000 0.000
#> T24_CT_B11 1 0.4658 0.2495 0.576 0.000 0.408 0.000 0.016
#> T24_CT_C01 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T24_CT_C02 2 0.2677 0.8586 0.000 0.872 0.000 0.112 0.016
#> T24_CT_C03 5 0.5065 0.7614 0.176 0.000 0.036 0.056 0.732
#> T24_CT_C05 2 0.1205 0.9239 0.000 0.956 0.000 0.040 0.004
#> T24_CT_C07 2 0.0798 0.9356 0.000 0.976 0.000 0.008 0.016
#> T24_CT_C08 2 0.0566 0.9364 0.000 0.984 0.000 0.004 0.012
#> T24_CT_C09 2 0.4150 0.7394 0.000 0.772 0.004 0.180 0.044
#> T24_CT_C10 1 0.1965 0.8149 0.904 0.000 0.000 0.000 0.096
#> T24_CT_C11 5 0.3574 0.6944 0.068 0.000 0.048 0.032 0.852
#> T24_CT_C12 2 0.0451 0.9358 0.000 0.988 0.000 0.008 0.004
#> T24_CT_D01 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T24_CT_D02 2 0.0404 0.9350 0.000 0.988 0.000 0.012 0.000
#> T24_CT_D03 2 0.0693 0.9370 0.000 0.980 0.000 0.008 0.012
#> T24_CT_D04 1 0.1410 0.8730 0.940 0.000 0.000 0.000 0.060
#> T24_CT_D05 5 0.4297 0.5681 0.072 0.000 0.164 0.000 0.764
#> T24_CT_D06 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D07 5 0.3646 0.5748 0.036 0.000 0.144 0.004 0.816
#> T24_CT_D08 2 0.0579 0.9367 0.000 0.984 0.000 0.008 0.008
#> T24_CT_D09 2 0.0579 0.9363 0.000 0.984 0.000 0.008 0.008
#> T24_CT_D10 2 0.0671 0.9333 0.000 0.980 0.000 0.016 0.004
#> T24_CT_D11 2 0.0566 0.9364 0.000 0.984 0.000 0.004 0.012
#> T24_CT_E01 5 0.3551 0.7861 0.220 0.000 0.000 0.008 0.772
#> T24_CT_E02 1 0.0290 0.9150 0.992 0.000 0.000 0.000 0.008
#> T24_CT_E04 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T24_CT_E05 1 0.0290 0.9160 0.992 0.000 0.000 0.000 0.008
#> T24_CT_E07 5 0.4362 0.5740 0.028 0.024 0.020 0.124 0.804
#> T24_CT_E09 1 0.1357 0.8896 0.948 0.000 0.048 0.000 0.004
#> T24_CT_E11 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T24_CT_E12 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T24_CT_F01 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T24_CT_F02 2 0.0566 0.9348 0.000 0.984 0.000 0.012 0.004
#> T24_CT_F03 5 0.3628 0.7870 0.216 0.000 0.000 0.012 0.772
#> T24_CT_F04 5 0.4608 0.7775 0.188 0.000 0.008 0.060 0.744
#> T24_CT_F05 5 0.3607 0.7719 0.244 0.000 0.000 0.004 0.752
#> T24_CT_F07 5 0.4522 0.7779 0.192 0.000 0.004 0.060 0.744
#> T24_CT_F08 1 0.1557 0.8722 0.940 0.000 0.000 0.008 0.052
#> T24_CT_F09 2 0.1012 0.9318 0.000 0.968 0.000 0.020 0.012
#> T24_CT_F10 5 0.5034 0.3968 0.028 0.000 0.260 0.028 0.684
#> T24_CT_F11 5 0.3455 0.7885 0.208 0.000 0.000 0.008 0.784
#> T24_CT_F12 2 0.0566 0.9362 0.000 0.984 0.000 0.012 0.004
#> T24_CT_G01 2 0.0451 0.9359 0.000 0.988 0.000 0.008 0.004
#> T24_CT_G02 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0324 0.9167 0.992 0.000 0.004 0.000 0.004
#> T24_CT_G04 5 0.6844 0.0210 0.028 0.012 0.352 0.104 0.504
#> T24_CT_G05 2 0.2069 0.8979 0.000 0.912 0.000 0.076 0.012
#> T24_CT_G06 1 0.0290 0.9146 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G08 1 0.0880 0.9043 0.968 0.000 0.032 0.000 0.000
#> T24_CT_G10 2 0.0566 0.9364 0.000 0.984 0.000 0.004 0.012
#> T24_CT_G11 1 0.0290 0.9150 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G12 1 0.2769 0.8160 0.876 0.000 0.092 0.000 0.032
#> T24_CT_H01 3 0.2300 0.8063 0.024 0.000 0.904 0.000 0.072
#> T24_CT_H02 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.5029 0.6208 0.008 0.708 0.000 0.080 0.204
#> T24_CT_H05 1 0.4897 -0.2606 0.516 0.000 0.000 0.024 0.460
#> T24_CT_H07 5 0.3534 0.7589 0.256 0.000 0.000 0.000 0.744
#> T24_CT_H09 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T24_CT_H12 1 0.0955 0.9058 0.968 0.000 0.028 0.000 0.004
#> T48_CT_A01 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T48_CT_A02 2 0.0693 0.9360 0.000 0.980 0.000 0.008 0.012
#> T48_CT_A03 1 0.0290 0.9156 0.992 0.000 0.008 0.000 0.000
#> T48_CT_A04 2 0.0693 0.9364 0.000 0.980 0.000 0.012 0.008
#> T48_CT_A05 5 0.4666 0.5317 0.020 0.044 0.016 0.140 0.780
#> T48_CT_A06 1 0.1792 0.8414 0.916 0.000 0.084 0.000 0.000
#> T48_CT_A07 2 0.1467 0.9239 0.004 0.956 0.016 0.016 0.008
#> T48_CT_A08 2 0.2233 0.8789 0.000 0.904 0.000 0.016 0.080
#> T48_CT_A09 5 0.3336 0.7822 0.228 0.000 0.000 0.000 0.772
#> T48_CT_A10 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_A11 2 0.0693 0.9363 0.000 0.980 0.000 0.008 0.012
#> T48_CT_A12 5 0.4367 0.7771 0.192 0.000 0.000 0.060 0.748
#> T48_CT_B01 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_B02 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_B03 1 0.1544 0.8634 0.932 0.000 0.068 0.000 0.000
#> T48_CT_B04 1 0.0880 0.9046 0.968 0.000 0.032 0.000 0.000
#> T48_CT_B06 2 0.0451 0.9358 0.000 0.988 0.000 0.008 0.004
#> T48_CT_B08 1 0.0162 0.9161 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B10 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_B11 2 0.0566 0.9364 0.000 0.984 0.000 0.004 0.012
#> T48_CT_B12 5 0.4488 0.7785 0.188 0.000 0.004 0.060 0.748
#> T48_CT_C01 2 0.0693 0.9359 0.000 0.980 0.000 0.012 0.008
#> T48_CT_C02 4 0.3985 0.7933 0.196 0.000 0.004 0.772 0.028
#> T48_CT_C03 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_C04 1 0.1043 0.8962 0.960 0.000 0.040 0.000 0.000
#> T48_CT_C05 2 0.6771 0.2548 0.012 0.536 0.040 0.084 0.328
#> T48_CT_C06 2 0.5044 0.4063 0.004 0.608 0.000 0.036 0.352
#> T48_CT_C07 5 0.3563 0.7886 0.208 0.000 0.000 0.012 0.780
#> T48_CT_C09 2 0.0727 0.9335 0.004 0.980 0.000 0.012 0.004
#> T48_CT_C10 5 0.4302 0.3807 0.480 0.000 0.000 0.000 0.520
#> T48_CT_C11 2 0.0693 0.9364 0.000 0.980 0.000 0.012 0.008
#> T48_CT_D01 5 0.6546 0.6230 0.096 0.108 0.020 0.108 0.668
#> T48_CT_D02 5 0.4367 0.7771 0.192 0.000 0.000 0.060 0.748
#> T48_CT_D03 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T48_CT_D04 5 0.8606 -0.0205 0.028 0.260 0.176 0.128 0.408
#> T48_CT_D06 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T48_CT_D07 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_D08 5 0.4169 0.7708 0.240 0.000 0.000 0.028 0.732
#> T48_CT_D09 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_D10 5 0.4642 0.7784 0.192 0.000 0.008 0.060 0.740
#> T48_CT_D11 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T48_CT_D12 1 0.0807 0.9130 0.976 0.000 0.012 0.000 0.012
#> T48_CT_E01 5 0.4506 0.5448 0.020 0.040 0.016 0.132 0.792
#> T48_CT_E02 5 0.4402 0.7766 0.204 0.000 0.000 0.056 0.740
#> T48_CT_E03 5 0.3304 0.6249 0.028 0.004 0.040 0.056 0.872
#> T48_CT_E04 5 0.3250 0.7854 0.168 0.000 0.004 0.008 0.820
#> T48_CT_E05 2 0.1725 0.9062 0.000 0.936 0.000 0.020 0.044
#> T48_CT_E06 1 0.1012 0.9106 0.968 0.000 0.012 0.000 0.020
#> T48_CT_E07 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E08 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_E10 1 0.0162 0.9161 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E11 1 0.3305 0.5940 0.776 0.000 0.000 0.000 0.224
#> T48_CT_E12 2 0.0671 0.9335 0.000 0.980 0.000 0.016 0.004
#> T48_CT_F01 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_F02 5 0.4087 0.7835 0.208 0.000 0.000 0.036 0.756
#> T48_CT_F03 5 0.4488 0.7801 0.188 0.000 0.004 0.060 0.748
#> T48_CT_F05 2 0.2830 0.8578 0.000 0.876 0.000 0.044 0.080
#> T48_CT_F07 5 0.3521 0.7811 0.232 0.000 0.000 0.004 0.764
#> T48_CT_F09 2 0.0693 0.9365 0.000 0.980 0.000 0.008 0.012
#> T48_CT_F10 5 0.4367 0.7771 0.192 0.000 0.000 0.060 0.748
#> T48_CT_F11 1 0.1410 0.8677 0.940 0.000 0.000 0.000 0.060
#> T48_CT_G01 1 0.1403 0.8975 0.952 0.000 0.024 0.000 0.024
#> T48_CT_G02 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T48_CT_G03 2 0.3141 0.8241 0.000 0.852 0.000 0.040 0.108
#> T48_CT_G07 2 0.0807 0.9354 0.000 0.976 0.000 0.012 0.012
#> T48_CT_G08 2 0.3203 0.7841 0.000 0.820 0.000 0.012 0.168
#> T48_CT_G09 5 0.4461 0.5491 0.020 0.040 0.016 0.128 0.796
#> T48_CT_G10 1 0.1851 0.8417 0.912 0.000 0.088 0.000 0.000
#> T48_CT_G11 5 0.3143 0.7883 0.204 0.000 0.000 0.000 0.796
#> T48_CT_G12 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_H01 2 0.3769 0.7606 0.000 0.788 0.000 0.180 0.032
#> T48_CT_H02 5 0.4171 0.5766 0.024 0.004 0.060 0.096 0.816
#> T48_CT_H04 4 0.3985 0.7933 0.196 0.000 0.004 0.772 0.028
#> T48_CT_H05 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_H06 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T48_CT_H07 5 0.4522 0.7779 0.192 0.000 0.004 0.060 0.744
#> T48_CT_H08 2 0.0566 0.9356 0.000 0.984 0.000 0.012 0.004
#> T48_CT_H11 5 0.4149 0.7863 0.188 0.000 0.004 0.040 0.768
#> T48_CT_H12 2 0.0912 0.9349 0.000 0.972 0.000 0.012 0.016
#> T72_CT_A01 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T72_CT_A05 2 0.0994 0.9324 0.004 0.972 0.016 0.004 0.004
#> T72_CT_A08 5 0.4150 0.5931 0.388 0.000 0.000 0.000 0.612
#> T72_CT_A09 2 0.0727 0.9335 0.004 0.980 0.000 0.012 0.004
#> T72_CT_A11 2 0.0693 0.9365 0.000 0.980 0.000 0.008 0.012
#> T72_CT_B01 2 0.0324 0.9366 0.000 0.992 0.000 0.004 0.004
#> T72_CT_B02 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 5 0.2754 0.7029 0.080 0.000 0.040 0.000 0.880
#> T72_CT_B04 1 0.0162 0.9160 0.996 0.000 0.000 0.000 0.004
#> T72_CT_B05 5 0.4218 0.5639 0.024 0.012 0.024 0.136 0.804
#> T72_CT_B06 1 0.1792 0.8460 0.916 0.000 0.000 0.000 0.084
#> T72_CT_B08 2 0.1503 0.9227 0.000 0.952 0.020 0.020 0.008
#> T72_CT_B09 1 0.3059 0.8015 0.860 0.000 0.004 0.108 0.028
#> T72_CT_B11 5 0.3177 0.7883 0.208 0.000 0.000 0.000 0.792
#> T72_CT_B12 2 0.0566 0.9356 0.000 0.984 0.000 0.012 0.004
#> T72_CT_C04 2 0.0290 0.9358 0.000 0.992 0.000 0.008 0.000
#> T72_CT_C06 5 0.2561 0.7701 0.144 0.000 0.000 0.000 0.856
#> T72_CT_C07 2 0.0833 0.9325 0.004 0.976 0.000 0.016 0.004
#> T72_CT_C09 5 0.2536 0.7608 0.128 0.000 0.004 0.000 0.868
#> T72_CT_C11 2 0.0727 0.9335 0.004 0.980 0.000 0.012 0.004
#> T72_CT_D01 2 0.0404 0.9350 0.000 0.988 0.000 0.012 0.000
#> T72_CT_D03 3 0.4835 0.4648 0.028 0.000 0.592 0.000 0.380
#> T72_CT_D04 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T72_CT_D05 5 0.3210 0.7874 0.212 0.000 0.000 0.000 0.788
#> T72_CT_D07 5 0.3210 0.7879 0.212 0.000 0.000 0.000 0.788
#> T72_CT_D10 5 0.3851 0.5771 0.024 0.004 0.020 0.132 0.820
#> T72_CT_D11 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T72_CT_E04 5 0.3282 0.7894 0.188 0.000 0.000 0.008 0.804
#> T72_CT_E05 2 0.0693 0.9365 0.000 0.980 0.000 0.008 0.012
#> T72_CT_E07 3 0.6968 0.2701 0.028 0.044 0.460 0.056 0.412
#> T72_CT_F01 2 0.0693 0.9355 0.000 0.980 0.000 0.008 0.012
#> T72_CT_F05 2 0.0693 0.9360 0.000 0.980 0.000 0.008 0.012
#> T72_CT_F07 5 0.3274 0.7862 0.220 0.000 0.000 0.000 0.780
#> T72_CT_F10 2 0.0451 0.9359 0.000 0.988 0.000 0.008 0.004
#> T72_CT_F11 2 0.0566 0.9341 0.000 0.984 0.000 0.012 0.004
#> T72_CT_G03 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.9166 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.0510 0.9345 0.000 0.984 0.000 0.016 0.000
#> T72_CT_G08 3 0.5694 0.3470 0.028 0.004 0.516 0.024 0.428
#> T72_CT_G10 2 0.0451 0.9365 0.000 0.988 0.000 0.008 0.004
#> T72_CT_G11 5 0.4021 0.7871 0.200 0.000 0.000 0.036 0.764
#> T72_CT_H01 2 0.0566 0.9364 0.000 0.984 0.000 0.004 0.012
#> T72_CT_H03 2 0.0798 0.9360 0.000 0.976 0.000 0.008 0.016
#> T72_CT_H05 2 0.3855 0.7451 0.004 0.776 0.204 0.008 0.008
#> T72_CT_H08 2 0.1913 0.9066 0.000 0.932 0.044 0.016 0.008
#> T72_CT_H09 3 0.3596 0.7070 0.016 0.000 0.784 0.000 0.200
#> T72_CT_H10 5 0.3266 0.7893 0.200 0.000 0.000 0.004 0.796
#> T72_CT_H11 5 0.3563 0.7882 0.208 0.000 0.000 0.012 0.780
#> T72_CT_H12 2 0.0807 0.9353 0.000 0.976 0.000 0.012 0.012
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.4705 0.44850 0.000 0.064 0.640 0.292 0.004 0.000
#> T0_CT_A03 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0146 0.86649 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_A06 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A07 3 0.0146 0.86649 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_A08 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A11 6 0.0000 1.00000 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_B01 3 0.6382 -0.04148 0.004 0.004 0.392 0.240 0.356 0.004
#> T0_CT_B03 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_B05 3 0.0260 0.86444 0.000 0.000 0.992 0.008 0.000 0.000
#> T0_CT_B07 3 0.0146 0.86649 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_B08 4 0.4310 0.65203 0.000 0.440 0.020 0.540 0.000 0.000
#> T0_CT_B09 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_C03 3 0.4905 0.14713 0.004 0.000 0.524 0.052 0.420 0.000
#> T0_CT_C05 2 0.1327 0.81532 0.000 0.936 0.000 0.064 0.000 0.000
#> T0_CT_C06 5 0.6274 0.42231 0.004 0.028 0.132 0.332 0.500 0.004
#> T0_CT_C07 3 0.0146 0.86649 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_C08 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 6 0.0000 1.00000 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_C11 2 0.0146 0.85019 0.000 0.996 0.000 0.004 0.000 0.000
#> T0_CT_C12 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 4 0.4378 0.65057 0.000 0.452 0.016 0.528 0.000 0.004
#> T0_CT_D02 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D03 3 0.5734 0.07115 0.000 0.144 0.444 0.408 0.000 0.004
#> T0_CT_D05 3 0.5457 0.43774 0.004 0.024 0.620 0.260 0.092 0.000
#> T0_CT_D06 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_D07 3 0.0146 0.86649 0.000 0.000 0.996 0.004 0.000 0.000
#> T0_CT_D08 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_D09 4 0.3851 0.64629 0.000 0.460 0.000 0.540 0.000 0.000
#> T0_CT_D11 2 0.1327 0.81550 0.000 0.936 0.000 0.064 0.000 0.000
#> T0_CT_D12 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.3136 0.64163 0.000 0.000 0.768 0.228 0.000 0.004
#> T0_CT_E03 3 0.0260 0.86444 0.000 0.000 0.992 0.008 0.000 0.000
#> T0_CT_E04 2 0.2664 0.59475 0.000 0.816 0.000 0.184 0.000 0.000
#> T0_CT_E05 5 0.0291 0.87646 0.004 0.000 0.000 0.004 0.992 0.000
#> T0_CT_E06 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E07 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E08 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_E09 3 0.3265 0.61535 0.000 0.000 0.748 0.248 0.000 0.004
#> T0_CT_E10 6 0.0000 1.00000 0.000 0.000 0.000 0.000 0.000 1.000
#> T0_CT_E11 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E12 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F01 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 4 0.3982 0.64686 0.000 0.460 0.004 0.536 0.000 0.000
#> T0_CT_F06 3 0.2378 0.73414 0.000 0.000 0.848 0.152 0.000 0.000
#> T0_CT_F07 3 0.1245 0.83638 0.000 0.000 0.952 0.032 0.016 0.000
#> T0_CT_F09 2 0.0260 0.84913 0.000 0.992 0.000 0.008 0.000 0.000
#> T0_CT_F11 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F12 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G02 3 0.0260 0.86444 0.000 0.000 0.992 0.008 0.000 0.000
#> T0_CT_G03 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G04 4 0.4161 0.65821 0.000 0.448 0.012 0.540 0.000 0.000
#> T0_CT_G07 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_G08 4 0.4072 0.65973 0.000 0.448 0.008 0.544 0.000 0.000
#> T0_CT_G09 5 0.1644 0.86182 0.004 0.000 0.000 0.076 0.920 0.000
#> T0_CT_G11 3 0.5875 0.18726 0.004 0.000 0.484 0.188 0.324 0.000
#> T0_CT_H01 5 0.5803 0.43672 0.004 0.000 0.212 0.260 0.524 0.000
#> T0_CT_H02 4 0.3854 0.63974 0.000 0.464 0.000 0.536 0.000 0.000
#> T0_CT_H04 3 0.0000 0.86748 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_H05 3 0.0717 0.85340 0.000 0.000 0.976 0.008 0.016 0.000
#> T0_CT_H08 3 0.0260 0.86444 0.000 0.000 0.992 0.008 0.000 0.000
#> T0_CT_H09 2 0.7531 -0.19107 0.004 0.380 0.164 0.304 0.144 0.004
#> T0_CT_H12 3 0.0146 0.86649 0.000 0.000 0.996 0.004 0.000 0.000
#> T24_CT_A01 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.0547 0.84535 0.000 0.980 0.000 0.020 0.000 0.000
#> T24_CT_A04 2 0.2697 0.56428 0.000 0.812 0.000 0.188 0.000 0.000
#> T24_CT_A05 1 0.0790 0.92258 0.968 0.000 0.032 0.000 0.000 0.000
#> T24_CT_A07 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A08 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A10 5 0.0291 0.87647 0.004 0.000 0.000 0.004 0.992 0.000
#> T24_CT_B01 5 0.1151 0.86066 0.032 0.000 0.000 0.012 0.956 0.000
#> T24_CT_B02 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B03 4 0.5635 0.10230 0.000 0.428 0.000 0.440 0.128 0.004
#> T24_CT_B05 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.1471 0.81235 0.000 0.932 0.000 0.064 0.000 0.004
#> T24_CT_B07 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0458 0.84143 0.000 0.984 0.000 0.000 0.000 0.016
#> T24_CT_B09 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 1 0.3351 0.51847 0.712 0.000 0.288 0.000 0.000 0.000
#> T24_CT_C01 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.3518 0.59417 0.000 0.804 0.000 0.092 0.000 0.104
#> T24_CT_C03 5 0.1080 0.86992 0.004 0.000 0.000 0.032 0.960 0.004
#> T24_CT_C05 2 0.1168 0.81665 0.000 0.956 0.000 0.016 0.000 0.028
#> T24_CT_C07 2 0.0260 0.84913 0.000 0.992 0.000 0.008 0.000 0.000
#> T24_CT_C08 2 0.0146 0.85019 0.000 0.996 0.000 0.004 0.000 0.000
#> T24_CT_C09 2 0.3607 0.58083 0.000 0.796 0.000 0.092 0.000 0.112
#> T24_CT_C10 1 0.1074 0.91919 0.960 0.000 0.000 0.028 0.012 0.000
#> T24_CT_C11 5 0.3779 0.73054 0.004 0.000 0.028 0.204 0.760 0.004
#> T24_CT_C12 2 0.0260 0.84930 0.000 0.992 0.000 0.008 0.000 0.000
#> T24_CT_D01 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.0713 0.84301 0.000 0.972 0.000 0.028 0.000 0.000
#> T24_CT_D03 2 0.0363 0.84798 0.000 0.988 0.000 0.012 0.000 0.000
#> T24_CT_D04 1 0.0603 0.93651 0.980 0.000 0.000 0.004 0.016 0.000
#> T24_CT_D05 5 0.3029 0.80511 0.004 0.000 0.036 0.120 0.840 0.000
#> T24_CT_D06 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_D07 5 0.5350 0.57090 0.004 0.000 0.140 0.236 0.616 0.004
#> T24_CT_D08 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D09 2 0.0458 0.84648 0.000 0.984 0.000 0.016 0.000 0.000
#> T24_CT_D10 2 0.1957 0.75525 0.000 0.888 0.000 0.112 0.000 0.000
#> T24_CT_D11 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E01 5 0.1219 0.86829 0.004 0.000 0.000 0.048 0.948 0.000
#> T24_CT_E02 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 4 0.5737 -0.36841 0.000 0.144 0.000 0.436 0.416 0.004
#> T24_CT_E09 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.1387 0.80701 0.000 0.932 0.000 0.068 0.000 0.000
#> T24_CT_F03 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T24_CT_F04 5 0.0653 0.87645 0.004 0.000 0.000 0.012 0.980 0.004
#> T24_CT_F05 5 0.1341 0.86357 0.028 0.000 0.000 0.024 0.948 0.000
#> T24_CT_F07 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T24_CT_F08 1 0.0260 0.94691 0.992 0.000 0.000 0.000 0.008 0.000
#> T24_CT_F09 2 0.3547 0.01791 0.000 0.668 0.000 0.332 0.000 0.000
#> T24_CT_F10 5 0.5536 0.42989 0.004 0.000 0.120 0.380 0.496 0.000
#> T24_CT_F11 5 0.0291 0.87647 0.004 0.000 0.000 0.004 0.992 0.000
#> T24_CT_F12 2 0.1141 0.82641 0.000 0.948 0.000 0.052 0.000 0.000
#> T24_CT_G01 2 0.1267 0.81796 0.000 0.940 0.000 0.060 0.000 0.000
#> T24_CT_G02 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 4 0.6976 -0.34337 0.004 0.140 0.076 0.388 0.388 0.004
#> T24_CT_G05 2 0.2412 0.71879 0.000 0.880 0.000 0.028 0.000 0.092
#> T24_CT_G06 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G11 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.0291 0.94747 0.992 0.000 0.000 0.004 0.004 0.000
#> T24_CT_H01 3 0.0922 0.84705 0.004 0.000 0.968 0.004 0.024 0.000
#> T24_CT_H02 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.3674 0.53486 0.000 0.756 0.008 0.220 0.004 0.012
#> T24_CT_H05 5 0.3756 0.27301 0.400 0.000 0.000 0.000 0.600 0.000
#> T24_CT_H07 5 0.1297 0.86956 0.012 0.000 0.000 0.040 0.948 0.000
#> T24_CT_H09 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.1141 0.82589 0.000 0.948 0.000 0.052 0.000 0.000
#> T48_CT_A02 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A05 4 0.5608 0.08795 0.000 0.436 0.000 0.436 0.124 0.004
#> T48_CT_A06 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 4 0.3854 0.63974 0.000 0.464 0.000 0.536 0.000 0.000
#> T48_CT_A08 2 0.2191 0.75246 0.000 0.876 0.000 0.120 0.004 0.000
#> T48_CT_A09 5 0.1625 0.86394 0.012 0.000 0.000 0.060 0.928 0.000
#> T48_CT_A10 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A12 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_B01 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0692 0.83928 0.000 0.976 0.000 0.004 0.000 0.020
#> T48_CT_B08 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B12 5 0.0405 0.87681 0.004 0.000 0.000 0.008 0.988 0.000
#> T48_CT_C01 2 0.0146 0.85016 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_C02 1 0.3828 0.25618 0.560 0.000 0.000 0.000 0.000 0.440
#> T48_CT_C03 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.4878 0.00547 0.000 0.516 0.000 0.424 0.060 0.000
#> T48_CT_C06 2 0.5665 0.24225 0.004 0.620 0.000 0.248 0.056 0.072
#> T48_CT_C07 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_C09 2 0.1141 0.82648 0.000 0.948 0.000 0.052 0.000 0.000
#> T48_CT_C10 1 0.4756 0.15486 0.540 0.000 0.000 0.052 0.408 0.000
#> T48_CT_C11 2 0.0146 0.84919 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_D01 2 0.7002 -0.17960 0.004 0.400 0.000 0.316 0.220 0.060
#> T48_CT_D02 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_D03 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.6083 -0.00279 0.004 0.516 0.040 0.352 0.084 0.004
#> T48_CT_D06 2 0.1610 0.79541 0.000 0.916 0.000 0.084 0.000 0.000
#> T48_CT_D07 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D08 5 0.0260 0.87565 0.008 0.000 0.000 0.000 0.992 0.000
#> T48_CT_D09 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D10 5 0.0837 0.87512 0.004 0.000 0.000 0.020 0.972 0.004
#> T48_CT_D11 2 0.1663 0.79082 0.000 0.912 0.000 0.088 0.000 0.000
#> T48_CT_D12 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 4 0.6017 0.12117 0.000 0.412 0.000 0.424 0.148 0.016
#> T48_CT_E02 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_E03 5 0.4076 0.51745 0.000 0.004 0.000 0.428 0.564 0.004
#> T48_CT_E04 5 0.1858 0.85660 0.004 0.000 0.000 0.092 0.904 0.000
#> T48_CT_E05 2 0.0951 0.84195 0.000 0.968 0.000 0.020 0.008 0.004
#> T48_CT_E06 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.2826 0.78677 0.856 0.000 0.000 0.052 0.092 0.000
#> T48_CT_E12 2 0.3151 0.41702 0.000 0.748 0.000 0.252 0.000 0.000
#> T48_CT_F01 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F02 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_F03 5 0.0777 0.87109 0.004 0.000 0.000 0.024 0.972 0.000
#> T48_CT_F05 2 0.2696 0.68083 0.000 0.856 0.000 0.116 0.000 0.028
#> T48_CT_F07 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_F09 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F10 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T48_CT_F11 1 0.1141 0.90786 0.948 0.000 0.000 0.052 0.000 0.000
#> T48_CT_G01 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.1204 0.82078 0.000 0.944 0.000 0.056 0.000 0.000
#> T48_CT_G03 2 0.2618 0.73962 0.000 0.872 0.000 0.076 0.000 0.052
#> T48_CT_G07 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.3535 0.64355 0.000 0.800 0.000 0.144 0.004 0.052
#> T48_CT_G09 2 0.6355 -0.13241 0.000 0.432 0.000 0.392 0.128 0.048
#> T48_CT_G10 1 0.0146 0.95081 0.996 0.000 0.004 0.000 0.000 0.000
#> T48_CT_G11 5 0.0935 0.87587 0.004 0.000 0.000 0.032 0.964 0.000
#> T48_CT_G12 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.3566 0.58693 0.000 0.800 0.000 0.096 0.000 0.104
#> T48_CT_H02 5 0.4076 0.51744 0.000 0.004 0.000 0.428 0.564 0.004
#> T48_CT_H04 1 0.3828 0.25618 0.560 0.000 0.000 0.000 0.000 0.440
#> T48_CT_H05 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H07 5 0.0405 0.87690 0.004 0.000 0.000 0.008 0.988 0.000
#> T48_CT_H08 2 0.0547 0.84531 0.000 0.980 0.000 0.020 0.000 0.000
#> T48_CT_H11 5 0.0551 0.87675 0.004 0.000 0.000 0.008 0.984 0.004
#> T48_CT_H12 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.1610 0.79551 0.000 0.916 0.000 0.084 0.000 0.000
#> T72_CT_A05 2 0.3101 0.42943 0.000 0.756 0.000 0.244 0.000 0.000
#> T72_CT_A08 5 0.3309 0.50538 0.280 0.000 0.000 0.000 0.720 0.000
#> T72_CT_A09 2 0.1141 0.82648 0.000 0.948 0.000 0.052 0.000 0.000
#> T72_CT_A11 2 0.0363 0.84849 0.000 0.988 0.000 0.012 0.000 0.000
#> T72_CT_B01 2 0.0790 0.83889 0.000 0.968 0.000 0.032 0.000 0.000
#> T72_CT_B02 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B03 5 0.2420 0.82340 0.004 0.000 0.004 0.128 0.864 0.000
#> T72_CT_B04 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 4 0.5965 -0.24311 0.000 0.192 0.000 0.436 0.368 0.004
#> T72_CT_B06 1 0.1285 0.90396 0.944 0.000 0.000 0.052 0.004 0.000
#> T72_CT_B08 4 0.3851 0.64629 0.000 0.460 0.000 0.540 0.000 0.000
#> T72_CT_B09 1 0.0363 0.94636 0.988 0.000 0.000 0.000 0.000 0.012
#> T72_CT_B11 5 0.1219 0.86949 0.004 0.000 0.000 0.048 0.948 0.000
#> T72_CT_B12 2 0.0547 0.84551 0.000 0.980 0.000 0.020 0.000 0.000
#> T72_CT_C04 2 0.0632 0.84398 0.000 0.976 0.000 0.024 0.000 0.000
#> T72_CT_C06 5 0.2146 0.84377 0.004 0.000 0.000 0.116 0.880 0.000
#> T72_CT_C07 2 0.3869 -0.57997 0.000 0.500 0.000 0.500 0.000 0.000
#> T72_CT_C09 5 0.2442 0.82758 0.004 0.000 0.000 0.144 0.852 0.000
#> T72_CT_C11 2 0.1610 0.79541 0.000 0.916 0.000 0.084 0.000 0.000
#> T72_CT_D01 2 0.0547 0.84619 0.000 0.980 0.000 0.020 0.000 0.000
#> T72_CT_D03 3 0.5254 0.32343 0.004 0.000 0.564 0.100 0.332 0.000
#> T72_CT_D04 2 0.1387 0.81297 0.000 0.932 0.000 0.068 0.000 0.000
#> T72_CT_D05 5 0.1890 0.85808 0.024 0.000 0.000 0.060 0.916 0.000
#> T72_CT_D07 5 0.1908 0.85427 0.004 0.000 0.000 0.096 0.900 0.000
#> T72_CT_D10 5 0.4566 0.48052 0.000 0.028 0.000 0.428 0.540 0.004
#> T72_CT_D11 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_E04 5 0.0146 0.87617 0.004 0.000 0.000 0.000 0.996 0.000
#> T72_CT_E05 2 0.0146 0.85019 0.000 0.996 0.000 0.004 0.000 0.000
#> T72_CT_E07 2 0.7341 -0.15478 0.004 0.408 0.244 0.252 0.088 0.004
#> T72_CT_F01 2 0.0713 0.84082 0.000 0.972 0.000 0.028 0.000 0.000
#> T72_CT_F05 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_F07 5 0.2070 0.85436 0.012 0.000 0.000 0.092 0.896 0.000
#> T72_CT_F10 2 0.1007 0.83049 0.000 0.956 0.000 0.044 0.000 0.000
#> T72_CT_F11 2 0.1610 0.79541 0.000 0.916 0.000 0.084 0.000 0.000
#> T72_CT_G03 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.95436 1.000 0.000 0.000 0.000 0.000 0.000
#> T72_CT_G06 2 0.1610 0.79575 0.000 0.916 0.000 0.084 0.000 0.000
#> T72_CT_G08 3 0.6899 0.06604 0.004 0.032 0.392 0.276 0.292 0.004
#> T72_CT_G10 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G11 5 0.0291 0.87646 0.004 0.000 0.000 0.004 0.992 0.000
#> T72_CT_H01 2 0.0146 0.85019 0.000 0.996 0.000 0.004 0.000 0.000
#> T72_CT_H03 2 0.0146 0.85019 0.000 0.996 0.000 0.004 0.000 0.000
#> T72_CT_H05 4 0.4238 0.65518 0.000 0.444 0.016 0.540 0.000 0.000
#> T72_CT_H08 4 0.3979 0.65180 0.000 0.456 0.004 0.540 0.000 0.000
#> T72_CT_H09 3 0.1578 0.81448 0.004 0.000 0.936 0.012 0.048 0.000
#> T72_CT_H10 5 0.1152 0.86955 0.004 0.000 0.000 0.044 0.952 0.000
#> T72_CT_H11 5 0.1219 0.86852 0.004 0.000 0.000 0.048 0.948 0.000
#> T72_CT_H12 2 0.0000 0.85075 0.000 1.000 0.000 0.000 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> MAD:mclust 268 4.41e-02 1.77e-02 4.17e-23 2
#> MAD:mclust 263 6.94e-29 6.43e-32 2.71e-47 3
#> MAD:mclust 171 1.08e-03 1.64e-02 8.47e-23 4
#> MAD:mclust 252 3.32e-26 4.78e-29 2.55e-46 5
#> MAD:mclust 238 6.20e-31 3.63e-35 5.99e-51 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["MAD", "NMF"]
# you can also extract it by
# res = res_list["MAD:NMF"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'MAD' method.
#> Subgroups are detected by 'NMF' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.924 0.936 0.973 0.4782 0.524 0.524
#> 3 3 0.697 0.801 0.909 0.3827 0.731 0.522
#> 4 4 0.687 0.740 0.850 0.1005 0.787 0.481
#> 5 5 0.653 0.625 0.792 0.0592 0.949 0.828
#> 6 6 0.658 0.574 0.729 0.0368 0.946 0.806
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.9725 0.000 1.000
#> T0_CT_A03 2 0.0000 0.9725 0.000 1.000
#> T0_CT_A05 2 0.8144 0.6709 0.252 0.748
#> T0_CT_A06 2 0.0000 0.9725 0.000 1.000
#> T0_CT_A07 2 0.0000 0.9725 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9718 1.000 0.000
#> T0_CT_A10 1 0.9970 0.1046 0.532 0.468
#> T0_CT_A11 1 0.8327 0.6440 0.736 0.264
#> T0_CT_B01 2 0.2778 0.9306 0.048 0.952
#> T0_CT_B03 2 0.0000 0.9725 0.000 1.000
#> T0_CT_B05 2 0.9922 0.2044 0.448 0.552
#> T0_CT_B07 2 0.2603 0.9343 0.044 0.956
#> T0_CT_B08 2 0.0000 0.9725 0.000 1.000
#> T0_CT_B09 2 0.2236 0.9420 0.036 0.964
#> T0_CT_C02 2 0.0000 0.9725 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9718 1.000 0.000
#> T0_CT_C05 2 0.0000 0.9725 0.000 1.000
#> T0_CT_C06 2 0.6531 0.7955 0.168 0.832
#> T0_CT_C07 1 0.6973 0.7622 0.812 0.188
#> T0_CT_C08 2 0.0000 0.9725 0.000 1.000
#> T0_CT_C09 2 0.0000 0.9725 0.000 1.000
#> T0_CT_C11 2 0.0000 0.9725 0.000 1.000
#> T0_CT_C12 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D01 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D02 1 0.6531 0.7903 0.832 0.168
#> T0_CT_D03 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D05 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D06 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D07 2 0.0938 0.9628 0.012 0.988
#> T0_CT_D08 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D09 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D11 2 0.0000 0.9725 0.000 1.000
#> T0_CT_D12 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E01 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E03 2 0.7219 0.7516 0.200 0.800
#> T0_CT_E04 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E05 1 0.0000 0.9718 1.000 0.000
#> T0_CT_E06 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E07 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E08 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E09 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E10 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E11 2 0.0000 0.9725 0.000 1.000
#> T0_CT_E12 2 0.9988 0.0894 0.480 0.520
#> T0_CT_F01 2 0.0672 0.9661 0.008 0.992
#> T0_CT_F02 2 0.6343 0.8055 0.160 0.840
#> T0_CT_F03 2 0.0376 0.9693 0.004 0.996
#> T0_CT_F04 2 0.9552 0.4134 0.376 0.624
#> T0_CT_F05 2 0.0000 0.9725 0.000 1.000
#> T0_CT_F06 2 0.0000 0.9725 0.000 1.000
#> T0_CT_F07 2 0.0000 0.9725 0.000 1.000
#> T0_CT_F09 2 0.0000 0.9725 0.000 1.000
#> T0_CT_F11 2 0.0000 0.9725 0.000 1.000
#> T0_CT_F12 2 0.8713 0.5988 0.292 0.708
#> T0_CT_G01 2 0.0000 0.9725 0.000 1.000
#> T0_CT_G02 1 0.5178 0.8551 0.884 0.116
#> T0_CT_G03 2 0.7453 0.7341 0.212 0.788
#> T0_CT_G04 2 0.0000 0.9725 0.000 1.000
#> T0_CT_G07 2 0.0000 0.9725 0.000 1.000
#> T0_CT_G08 2 0.0000 0.9725 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9718 1.000 0.000
#> T0_CT_G11 1 0.9286 0.4736 0.656 0.344
#> T0_CT_H01 2 0.9686 0.3615 0.396 0.604
#> T0_CT_H02 2 0.0000 0.9725 0.000 1.000
#> T0_CT_H04 2 0.0000 0.9725 0.000 1.000
#> T0_CT_H05 2 0.8267 0.6573 0.260 0.740
#> T0_CT_H08 2 0.2778 0.9306 0.048 0.952
#> T0_CT_H09 2 0.0000 0.9725 0.000 1.000
#> T0_CT_H12 2 0.7674 0.7162 0.224 0.776
#> T24_CT_A01 1 0.0000 0.9718 1.000 0.000
#> T24_CT_A03 2 0.0000 0.9725 0.000 1.000
#> T24_CT_A04 2 0.0000 0.9725 0.000 1.000
#> T24_CT_A05 1 0.0000 0.9718 1.000 0.000
#> T24_CT_A07 2 0.0000 0.9725 0.000 1.000
#> T24_CT_A08 1 0.0000 0.9718 1.000 0.000
#> T24_CT_A09 1 0.0000 0.9718 1.000 0.000
#> T24_CT_A10 1 0.0000 0.9718 1.000 0.000
#> T24_CT_B01 1 0.0000 0.9718 1.000 0.000
#> T24_CT_B02 1 0.0000 0.9718 1.000 0.000
#> T24_CT_B03 2 0.0000 0.9725 0.000 1.000
#> T24_CT_B05 2 0.0000 0.9725 0.000 1.000
#> T24_CT_B06 2 0.0000 0.9725 0.000 1.000
#> T24_CT_B07 1 0.0000 0.9718 1.000 0.000
#> T24_CT_B08 2 0.0000 0.9725 0.000 1.000
#> T24_CT_B09 1 0.0000 0.9718 1.000 0.000
#> T24_CT_B11 1 0.0000 0.9718 1.000 0.000
#> T24_CT_C01 1 0.0000 0.9718 1.000 0.000
#> T24_CT_C02 2 0.0000 0.9725 0.000 1.000
#> T24_CT_C03 1 0.0000 0.9718 1.000 0.000
#> T24_CT_C05 2 0.0000 0.9725 0.000 1.000
#> T24_CT_C07 2 0.0000 0.9725 0.000 1.000
#> T24_CT_C08 2 0.0000 0.9725 0.000 1.000
#> T24_CT_C09 2 0.0000 0.9725 0.000 1.000
#> T24_CT_C10 1 0.0000 0.9718 1.000 0.000
#> T24_CT_C11 1 0.8608 0.6052 0.716 0.284
#> T24_CT_C12 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D01 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D02 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D03 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D04 1 0.0000 0.9718 1.000 0.000
#> T24_CT_D05 1 0.0000 0.9718 1.000 0.000
#> T24_CT_D06 1 0.0000 0.9718 1.000 0.000
#> T24_CT_D07 1 0.9661 0.3492 0.608 0.392
#> T24_CT_D08 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D09 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D10 2 0.0000 0.9725 0.000 1.000
#> T24_CT_D11 2 0.0000 0.9725 0.000 1.000
#> T24_CT_E01 1 0.0000 0.9718 1.000 0.000
#> T24_CT_E02 1 0.0000 0.9718 1.000 0.000
#> T24_CT_E04 2 0.0000 0.9725 0.000 1.000
#> T24_CT_E05 1 0.0000 0.9718 1.000 0.000
#> T24_CT_E07 2 0.0000 0.9725 0.000 1.000
#> T24_CT_E09 1 0.0000 0.9718 1.000 0.000
#> T24_CT_E11 1 0.0000 0.9718 1.000 0.000
#> T24_CT_E12 2 0.0000 0.9725 0.000 1.000
#> T24_CT_F01 2 0.0000 0.9725 0.000 1.000
#> T24_CT_F02 2 0.0000 0.9725 0.000 1.000
#> T24_CT_F03 1 0.0000 0.9718 1.000 0.000
#> T24_CT_F04 1 0.0000 0.9718 1.000 0.000
#> T24_CT_F05 1 0.0000 0.9718 1.000 0.000
#> T24_CT_F07 1 0.0000 0.9718 1.000 0.000
#> T24_CT_F08 1 0.0000 0.9718 1.000 0.000
#> T24_CT_F09 2 0.0000 0.9725 0.000 1.000
#> T24_CT_F10 2 0.2236 0.9419 0.036 0.964
#> T24_CT_F11 1 0.0000 0.9718 1.000 0.000
#> T24_CT_F12 2 0.0000 0.9725 0.000 1.000
#> T24_CT_G01 2 0.0000 0.9725 0.000 1.000
#> T24_CT_G02 1 0.0000 0.9718 1.000 0.000
#> T24_CT_G03 1 0.0000 0.9718 1.000 0.000
#> T24_CT_G04 2 0.0000 0.9725 0.000 1.000
#> T24_CT_G05 2 0.0000 0.9725 0.000 1.000
#> T24_CT_G06 1 0.0000 0.9718 1.000 0.000
#> T24_CT_G08 1 0.0000 0.9718 1.000 0.000
#> T24_CT_G10 2 0.0000 0.9725 0.000 1.000
#> T24_CT_G11 1 0.0000 0.9718 1.000 0.000
#> T24_CT_G12 1 0.0000 0.9718 1.000 0.000
#> T24_CT_H01 1 0.0000 0.9718 1.000 0.000
#> T24_CT_H02 1 0.0000 0.9718 1.000 0.000
#> T24_CT_H03 2 0.0000 0.9725 0.000 1.000
#> T24_CT_H05 1 0.0000 0.9718 1.000 0.000
#> T24_CT_H07 1 0.0000 0.9718 1.000 0.000
#> T24_CT_H09 1 0.0000 0.9718 1.000 0.000
#> T24_CT_H12 1 0.0000 0.9718 1.000 0.000
#> T48_CT_A01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A02 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A03 1 0.0000 0.9718 1.000 0.000
#> T48_CT_A04 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A05 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A06 1 0.0000 0.9718 1.000 0.000
#> T48_CT_A07 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A08 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A09 1 0.0000 0.9718 1.000 0.000
#> T48_CT_A10 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A11 2 0.0000 0.9725 0.000 1.000
#> T48_CT_A12 1 0.0000 0.9718 1.000 0.000
#> T48_CT_B01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_B02 2 0.0000 0.9725 0.000 1.000
#> T48_CT_B03 1 0.0000 0.9718 1.000 0.000
#> T48_CT_B04 1 0.0000 0.9718 1.000 0.000
#> T48_CT_B06 2 0.0000 0.9725 0.000 1.000
#> T48_CT_B08 1 0.0000 0.9718 1.000 0.000
#> T48_CT_B10 2 0.0000 0.9725 0.000 1.000
#> T48_CT_B11 2 0.0000 0.9725 0.000 1.000
#> T48_CT_B12 1 0.0000 0.9718 1.000 0.000
#> T48_CT_C01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_C02 1 0.0000 0.9718 1.000 0.000
#> T48_CT_C03 2 0.0000 0.9725 0.000 1.000
#> T48_CT_C04 1 0.0000 0.9718 1.000 0.000
#> T48_CT_C05 2 0.0000 0.9725 0.000 1.000
#> T48_CT_C06 2 0.0000 0.9725 0.000 1.000
#> T48_CT_C07 1 0.0000 0.9718 1.000 0.000
#> T48_CT_C09 2 0.0000 0.9725 0.000 1.000
#> T48_CT_C10 1 0.0000 0.9718 1.000 0.000
#> T48_CT_C11 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D02 1 0.0000 0.9718 1.000 0.000
#> T48_CT_D03 1 0.0000 0.9718 1.000 0.000
#> T48_CT_D04 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D06 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D07 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D08 1 0.0000 0.9718 1.000 0.000
#> T48_CT_D09 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D10 1 0.6712 0.7825 0.824 0.176
#> T48_CT_D11 2 0.0000 0.9725 0.000 1.000
#> T48_CT_D12 1 0.0000 0.9718 1.000 0.000
#> T48_CT_E01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_E02 1 0.0000 0.9718 1.000 0.000
#> T48_CT_E03 2 0.8499 0.6279 0.276 0.724
#> T48_CT_E04 1 0.1843 0.9482 0.972 0.028
#> T48_CT_E05 2 0.0000 0.9725 0.000 1.000
#> T48_CT_E06 1 0.0000 0.9718 1.000 0.000
#> T48_CT_E07 1 0.0000 0.9718 1.000 0.000
#> T48_CT_E08 2 0.0000 0.9725 0.000 1.000
#> T48_CT_E10 1 0.0000 0.9718 1.000 0.000
#> T48_CT_E11 1 0.0000 0.9718 1.000 0.000
#> T48_CT_E12 2 0.0000 0.9725 0.000 1.000
#> T48_CT_F01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_F02 1 0.0000 0.9718 1.000 0.000
#> T48_CT_F03 1 0.0000 0.9718 1.000 0.000
#> T48_CT_F05 2 0.0000 0.9725 0.000 1.000
#> T48_CT_F07 1 0.0000 0.9718 1.000 0.000
#> T48_CT_F09 2 0.0000 0.9725 0.000 1.000
#> T48_CT_F10 1 0.0000 0.9718 1.000 0.000
#> T48_CT_F11 1 0.0000 0.9718 1.000 0.000
#> T48_CT_G01 1 0.0000 0.9718 1.000 0.000
#> T48_CT_G02 2 0.0000 0.9725 0.000 1.000
#> T48_CT_G03 2 0.0000 0.9725 0.000 1.000
#> T48_CT_G07 2 0.0000 0.9725 0.000 1.000
#> T48_CT_G08 2 0.0000 0.9725 0.000 1.000
#> T48_CT_G09 2 0.0000 0.9725 0.000 1.000
#> T48_CT_G10 1 0.0000 0.9718 1.000 0.000
#> T48_CT_G11 1 0.0000 0.9718 1.000 0.000
#> T48_CT_G12 2 0.0000 0.9725 0.000 1.000
#> T48_CT_H01 2 0.0000 0.9725 0.000 1.000
#> T48_CT_H02 2 0.2043 0.9458 0.032 0.968
#> T48_CT_H04 1 0.0000 0.9718 1.000 0.000
#> T48_CT_H05 2 0.0000 0.9725 0.000 1.000
#> T48_CT_H06 2 0.0000 0.9725 0.000 1.000
#> T48_CT_H07 1 0.0000 0.9718 1.000 0.000
#> T48_CT_H08 2 0.0000 0.9725 0.000 1.000
#> T48_CT_H11 1 0.1184 0.9583 0.984 0.016
#> T48_CT_H12 2 0.0000 0.9725 0.000 1.000
#> T72_CT_A01 2 0.0000 0.9725 0.000 1.000
#> T72_CT_A05 2 0.0000 0.9725 0.000 1.000
#> T72_CT_A08 1 0.0000 0.9718 1.000 0.000
#> T72_CT_A09 2 0.0000 0.9725 0.000 1.000
#> T72_CT_A11 2 0.0000 0.9725 0.000 1.000
#> T72_CT_B01 2 0.0000 0.9725 0.000 1.000
#> T72_CT_B02 1 0.0000 0.9718 1.000 0.000
#> T72_CT_B03 1 0.0000 0.9718 1.000 0.000
#> T72_CT_B04 1 0.0000 0.9718 1.000 0.000
#> T72_CT_B05 2 0.0000 0.9725 0.000 1.000
#> T72_CT_B06 1 0.0000 0.9718 1.000 0.000
#> T72_CT_B08 2 0.0000 0.9725 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9718 1.000 0.000
#> T72_CT_B11 1 0.0000 0.9718 1.000 0.000
#> T72_CT_B12 2 0.0000 0.9725 0.000 1.000
#> T72_CT_C04 2 0.0000 0.9725 0.000 1.000
#> T72_CT_C06 1 0.0000 0.9718 1.000 0.000
#> T72_CT_C07 2 0.0000 0.9725 0.000 1.000
#> T72_CT_C09 1 0.1843 0.9477 0.972 0.028
#> T72_CT_C11 2 0.0000 0.9725 0.000 1.000
#> T72_CT_D01 2 0.0000 0.9725 0.000 1.000
#> T72_CT_D03 2 0.9460 0.4401 0.364 0.636
#> T72_CT_D04 2 0.0000 0.9725 0.000 1.000
#> T72_CT_D05 1 0.0000 0.9718 1.000 0.000
#> T72_CT_D07 1 0.0000 0.9718 1.000 0.000
#> T72_CT_D10 2 0.0672 0.9660 0.008 0.992
#> T72_CT_D11 1 0.0000 0.9718 1.000 0.000
#> T72_CT_E04 1 0.0000 0.9718 1.000 0.000
#> T72_CT_E05 2 0.0000 0.9725 0.000 1.000
#> T72_CT_E07 2 0.0000 0.9725 0.000 1.000
#> T72_CT_F01 2 0.0000 0.9725 0.000 1.000
#> T72_CT_F05 2 0.0000 0.9725 0.000 1.000
#> T72_CT_F07 1 0.0000 0.9718 1.000 0.000
#> T72_CT_F10 2 0.0000 0.9725 0.000 1.000
#> T72_CT_F11 2 0.0000 0.9725 0.000 1.000
#> T72_CT_G03 1 0.0000 0.9718 1.000 0.000
#> T72_CT_G04 1 0.0000 0.9718 1.000 0.000
#> T72_CT_G06 2 0.0000 0.9725 0.000 1.000
#> T72_CT_G08 2 0.0000 0.9725 0.000 1.000
#> T72_CT_G10 2 0.0000 0.9725 0.000 1.000
#> T72_CT_G11 1 0.0000 0.9718 1.000 0.000
#> T72_CT_H01 2 0.0000 0.9725 0.000 1.000
#> T72_CT_H03 2 0.0000 0.9725 0.000 1.000
#> T72_CT_H05 2 0.0000 0.9725 0.000 1.000
#> T72_CT_H08 2 0.0000 0.9725 0.000 1.000
#> T72_CT_H09 1 0.9170 0.5011 0.668 0.332
#> T72_CT_H10 1 0.0000 0.9718 1.000 0.000
#> T72_CT_H11 1 0.0000 0.9718 1.000 0.000
#> T72_CT_H12 2 0.0000 0.9725 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9362 1.000 0.000 0.000
#> T0_CT_A10 3 0.0747 0.8735 0.016 0.000 0.984
#> T0_CT_A11 3 0.5058 0.6403 0.244 0.000 0.756
#> T0_CT_B01 3 0.7053 0.6184 0.244 0.064 0.692
#> T0_CT_B03 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_B05 3 0.4842 0.6718 0.224 0.000 0.776
#> T0_CT_B07 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_B08 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9362 1.000 0.000 0.000
#> T0_CT_C05 3 0.1860 0.8675 0.000 0.052 0.948
#> T0_CT_C06 2 0.6051 0.5355 0.292 0.696 0.012
#> T0_CT_C07 3 0.5397 0.5695 0.280 0.000 0.720
#> T0_CT_C08 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_C09 3 0.0424 0.8806 0.000 0.008 0.992
#> T0_CT_C11 3 0.5327 0.6604 0.000 0.272 0.728
#> T0_CT_C12 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_D01 3 0.0424 0.8805 0.000 0.008 0.992
#> T0_CT_D02 3 0.3340 0.7830 0.120 0.000 0.880
#> T0_CT_D03 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_D05 3 0.3965 0.8187 0.008 0.132 0.860
#> T0_CT_D06 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_D07 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_D08 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_D09 3 0.0424 0.8805 0.000 0.008 0.992
#> T0_CT_D11 3 0.2066 0.8641 0.000 0.060 0.940
#> T0_CT_D12 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E03 3 0.1031 0.8684 0.024 0.000 0.976
#> T0_CT_E04 3 0.1411 0.8733 0.000 0.036 0.964
#> T0_CT_E05 1 0.6307 0.1449 0.512 0.488 0.000
#> T0_CT_E06 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E10 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E11 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_E12 3 0.0592 0.8747 0.012 0.000 0.988
#> T0_CT_F01 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_F04 3 0.1163 0.8655 0.028 0.000 0.972
#> T0_CT_F05 3 0.0424 0.8805 0.000 0.008 0.992
#> T0_CT_F06 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_F07 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_F09 3 0.3879 0.8040 0.000 0.152 0.848
#> T0_CT_F11 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_F12 3 0.0237 0.8795 0.004 0.000 0.996
#> T0_CT_G01 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_G02 3 0.6291 0.0706 0.468 0.000 0.532
#> T0_CT_G03 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_G09 1 0.0747 0.9278 0.984 0.016 0.000
#> T0_CT_G11 1 0.4931 0.6846 0.768 0.000 0.232
#> T0_CT_H01 1 0.6369 0.5363 0.668 0.316 0.016
#> T0_CT_H02 3 0.0237 0.8810 0.000 0.004 0.996
#> T0_CT_H04 3 0.0000 0.8813 0.000 0.000 1.000
#> T0_CT_H05 3 0.2625 0.8216 0.084 0.000 0.916
#> T0_CT_H08 3 0.0237 0.8803 0.004 0.000 0.996
#> T0_CT_H09 3 0.4555 0.7612 0.000 0.200 0.800
#> T0_CT_H12 3 0.0237 0.8796 0.004 0.000 0.996
#> T24_CT_A01 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_A03 3 0.5621 0.6006 0.000 0.308 0.692
#> T24_CT_A04 3 0.1964 0.8660 0.000 0.056 0.944
#> T24_CT_A05 1 0.0592 0.9288 0.988 0.000 0.012
#> T24_CT_A07 2 0.1643 0.8564 0.000 0.956 0.044
#> T24_CT_A08 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_A10 1 0.1411 0.9162 0.964 0.036 0.000
#> T24_CT_B01 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_B05 2 0.0237 0.8672 0.000 0.996 0.004
#> T24_CT_B06 2 0.0892 0.8641 0.000 0.980 0.020
#> T24_CT_B07 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_B08 2 0.6008 0.3922 0.000 0.628 0.372
#> T24_CT_B09 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_B11 1 0.1753 0.9013 0.952 0.000 0.048
#> T24_CT_C01 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_C05 3 0.6305 0.0891 0.000 0.484 0.516
#> T24_CT_C07 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_C08 3 0.5363 0.6584 0.000 0.276 0.724
#> T24_CT_C09 2 0.2625 0.8367 0.000 0.916 0.084
#> T24_CT_C10 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_C11 2 0.5291 0.5816 0.268 0.732 0.000
#> T24_CT_C12 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_D01 2 0.0237 0.8671 0.000 0.996 0.004
#> T24_CT_D02 3 0.5810 0.5446 0.000 0.336 0.664
#> T24_CT_D03 3 0.4887 0.7257 0.000 0.228 0.772
#> T24_CT_D04 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_D07 1 0.6140 0.3644 0.596 0.404 0.000
#> T24_CT_D08 2 0.3412 0.8022 0.000 0.876 0.124
#> T24_CT_D09 3 0.4931 0.7180 0.000 0.232 0.768
#> T24_CT_D10 3 0.3752 0.8103 0.000 0.144 0.856
#> T24_CT_D11 2 0.5397 0.6090 0.000 0.720 0.280
#> T24_CT_E01 1 0.3116 0.8605 0.892 0.108 0.000
#> T24_CT_E02 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_E07 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_E09 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.8674 0.000 1.000 0.000
#> T24_CT_F02 3 0.4178 0.7855 0.000 0.172 0.828
#> T24_CT_F03 1 0.1753 0.9073 0.952 0.048 0.000
#> T24_CT_F04 2 0.2537 0.8206 0.080 0.920 0.000
#> T24_CT_F05 1 0.0592 0.9300 0.988 0.012 0.000
#> T24_CT_F07 1 0.5291 0.6723 0.732 0.268 0.000
#> T24_CT_F08 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_F09 3 0.1860 0.8677 0.000 0.052 0.948
#> T24_CT_F10 2 0.6369 0.4852 0.316 0.668 0.016
#> T24_CT_F11 1 0.6154 0.3915 0.592 0.408 0.000
#> T24_CT_F12 2 0.6079 0.3630 0.000 0.612 0.388
#> T24_CT_G01 3 0.5529 0.6287 0.000 0.296 0.704
#> T24_CT_G02 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_G04 2 0.3589 0.8376 0.048 0.900 0.052
#> T24_CT_G05 2 0.3941 0.7755 0.000 0.844 0.156
#> T24_CT_G06 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_G10 2 0.3192 0.8127 0.000 0.888 0.112
#> T24_CT_G11 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_H01 1 0.5178 0.6600 0.744 0.000 0.256
#> T24_CT_H02 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_H03 2 0.6045 0.3650 0.000 0.620 0.380
#> T24_CT_H05 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.9362 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_A01 3 0.5016 0.7100 0.000 0.240 0.760
#> T48_CT_A02 2 0.1529 0.8579 0.000 0.960 0.040
#> T48_CT_A03 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_A04 2 0.2165 0.8474 0.000 0.936 0.064
#> T48_CT_A05 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_A06 1 0.0237 0.9339 0.996 0.000 0.004
#> T48_CT_A07 3 0.0892 0.8779 0.000 0.020 0.980
#> T48_CT_A08 2 0.0747 0.8650 0.000 0.984 0.016
#> T48_CT_A09 1 0.1031 0.9230 0.976 0.024 0.000
#> T48_CT_A10 2 0.4291 0.7450 0.000 0.820 0.180
#> T48_CT_A11 2 0.0424 0.8665 0.000 0.992 0.008
#> T48_CT_A12 1 0.4654 0.7562 0.792 0.208 0.000
#> T48_CT_B01 2 0.5650 0.5459 0.000 0.688 0.312
#> T48_CT_B02 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_B11 2 0.5529 0.5816 0.000 0.704 0.296
#> T48_CT_B12 2 0.1753 0.8386 0.048 0.952 0.000
#> T48_CT_C01 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_C05 2 0.4346 0.7461 0.000 0.816 0.184
#> T48_CT_C06 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_C07 2 0.6274 0.0372 0.456 0.544 0.000
#> T48_CT_C09 3 0.4974 0.7151 0.000 0.236 0.764
#> T48_CT_C10 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_D02 2 0.5621 0.4782 0.308 0.692 0.000
#> T48_CT_D03 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_D04 2 0.5621 0.5425 0.000 0.692 0.308
#> T48_CT_D06 3 0.4062 0.7937 0.000 0.164 0.836
#> T48_CT_D07 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_D10 2 0.0424 0.8638 0.008 0.992 0.000
#> T48_CT_D11 3 0.3116 0.8377 0.000 0.108 0.892
#> T48_CT_D12 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_E01 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_E02 2 0.6302 -0.0694 0.480 0.520 0.000
#> T48_CT_E03 2 0.0892 0.8600 0.020 0.980 0.000
#> T48_CT_E04 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_E05 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_E08 2 0.3340 0.8108 0.000 0.880 0.120
#> T48_CT_E10 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_E12 3 0.2711 0.8492 0.000 0.088 0.912
#> T48_CT_F01 2 0.0424 0.8665 0.000 0.992 0.008
#> T48_CT_F02 1 0.4291 0.7893 0.820 0.180 0.000
#> T48_CT_F03 1 0.0892 0.9259 0.980 0.020 0.000
#> T48_CT_F05 2 0.3619 0.7976 0.000 0.864 0.136
#> T48_CT_F07 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_F09 2 0.5591 0.5767 0.000 0.696 0.304
#> T48_CT_F10 1 0.6305 0.1751 0.516 0.484 0.000
#> T48_CT_F11 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.9362 1.000 0.000 0.000
#> T48_CT_G02 3 0.6244 0.2746 0.000 0.440 0.560
#> T48_CT_G03 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_G07 2 0.5785 0.5004 0.000 0.668 0.332
#> T48_CT_G08 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.8674 0.000 1.000 0.000
#> T48_CT_G10 1 0.0237 0.9339 0.996 0.000 0.004
#> T48_CT_G11 1 0.4062 0.8013 0.836 0.164 0.000
#> T48_CT_G12 2 0.5529 0.5872 0.000 0.704 0.296
#> T48_CT_H01 2 0.1753 0.8552 0.000 0.952 0.048
#> T48_CT_H02 2 0.3644 0.7862 0.124 0.872 0.004
#> T48_CT_H04 1 0.0424 0.9314 0.992 0.000 0.008
#> T48_CT_H05 2 0.4842 0.6970 0.000 0.776 0.224
#> T48_CT_H06 2 0.0237 0.8671 0.000 0.996 0.004
#> T48_CT_H07 2 0.1031 0.8550 0.024 0.976 0.000
#> T48_CT_H08 2 0.1411 0.8595 0.000 0.964 0.036
#> T48_CT_H11 2 0.1860 0.8370 0.052 0.948 0.000
#> T48_CT_H12 2 0.4121 0.7673 0.000 0.832 0.168
#> T72_CT_A01 3 0.2796 0.8477 0.000 0.092 0.908
#> T72_CT_A05 3 0.1860 0.8677 0.000 0.052 0.948
#> T72_CT_A08 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_A09 3 0.5810 0.5464 0.000 0.336 0.664
#> T72_CT_A11 2 0.6286 0.0988 0.000 0.536 0.464
#> T72_CT_B01 3 0.4702 0.7433 0.000 0.212 0.788
#> T72_CT_B02 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_B03 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_B04 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_B05 2 0.0000 0.8674 0.000 1.000 0.000
#> T72_CT_B06 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_B08 3 0.0892 0.8779 0.000 0.020 0.980
#> T72_CT_B09 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_B11 1 0.1529 0.9121 0.960 0.040 0.000
#> T72_CT_B12 3 0.6291 0.1673 0.000 0.468 0.532
#> T72_CT_C04 3 0.5560 0.6163 0.000 0.300 0.700
#> T72_CT_C06 1 0.5733 0.5704 0.676 0.324 0.000
#> T72_CT_C07 3 0.1529 0.8721 0.000 0.040 0.960
#> T72_CT_C09 2 0.2261 0.8288 0.068 0.932 0.000
#> T72_CT_C11 3 0.3412 0.8258 0.000 0.124 0.876
#> T72_CT_D01 2 0.5810 0.4907 0.000 0.664 0.336
#> T72_CT_D03 1 0.2280 0.8901 0.940 0.008 0.052
#> T72_CT_D04 3 0.5760 0.5576 0.000 0.328 0.672
#> T72_CT_D05 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_D10 2 0.0000 0.8674 0.000 1.000 0.000
#> T72_CT_D11 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_E04 1 0.5560 0.6188 0.700 0.300 0.000
#> T72_CT_E05 2 0.2711 0.8302 0.000 0.912 0.088
#> T72_CT_E07 3 0.4291 0.7786 0.000 0.180 0.820
#> T72_CT_F01 2 0.0000 0.8674 0.000 1.000 0.000
#> T72_CT_F05 2 0.6274 0.1162 0.000 0.544 0.456
#> T72_CT_F07 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_F10 3 0.6244 0.2675 0.000 0.440 0.560
#> T72_CT_F11 3 0.3412 0.8257 0.000 0.124 0.876
#> T72_CT_G03 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.9362 1.000 0.000 0.000
#> T72_CT_G06 3 0.2356 0.8582 0.000 0.072 0.928
#> T72_CT_G08 3 0.4059 0.8206 0.012 0.128 0.860
#> T72_CT_G10 2 0.1753 0.8554 0.000 0.952 0.048
#> T72_CT_G11 1 0.4452 0.7727 0.808 0.192 0.000
#> T72_CT_H01 3 0.5560 0.6169 0.000 0.300 0.700
#> T72_CT_H03 2 0.0892 0.8638 0.000 0.980 0.020
#> T72_CT_H05 3 0.0000 0.8813 0.000 0.000 1.000
#> T72_CT_H08 3 0.0892 0.8779 0.000 0.020 0.980
#> T72_CT_H09 1 0.6192 0.2989 0.580 0.000 0.420
#> T72_CT_H10 1 0.4654 0.7527 0.792 0.208 0.000
#> T72_CT_H11 1 0.4974 0.7213 0.764 0.236 0.000
#> T72_CT_H12 2 0.1529 0.8576 0.000 0.960 0.040
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0804 0.8935 0.000 0.008 0.980 0.012
#> T0_CT_A03 3 0.0188 0.8953 0.000 0.000 0.996 0.004
#> T0_CT_A05 3 0.0707 0.8921 0.000 0.000 0.980 0.020
#> T0_CT_A06 3 0.0000 0.8953 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0817 0.8943 0.000 0.000 0.976 0.024
#> T0_CT_A08 1 0.0921 0.7964 0.972 0.000 0.000 0.028
#> T0_CT_A10 3 0.0817 0.8904 0.000 0.000 0.976 0.024
#> T0_CT_A11 1 0.9243 0.0585 0.412 0.148 0.304 0.136
#> T0_CT_B01 3 0.5540 0.5234 0.028 0.004 0.648 0.320
#> T0_CT_B03 3 0.2002 0.8733 0.000 0.044 0.936 0.020
#> T0_CT_B05 3 0.2275 0.8670 0.048 0.004 0.928 0.020
#> T0_CT_B07 3 0.0469 0.8941 0.000 0.000 0.988 0.012
#> T0_CT_B08 3 0.0672 0.8940 0.000 0.008 0.984 0.008
#> T0_CT_B09 3 0.0707 0.8921 0.000 0.000 0.980 0.020
#> T0_CT_C02 3 0.0937 0.8925 0.000 0.012 0.976 0.012
#> T0_CT_C03 1 0.5814 0.5750 0.644 0.000 0.056 0.300
#> T0_CT_C05 2 0.6042 0.2935 0.000 0.560 0.392 0.048
#> T0_CT_C06 4 0.4928 0.7246 0.068 0.104 0.024 0.804
#> T0_CT_C07 3 0.2408 0.8389 0.000 0.000 0.896 0.104
#> T0_CT_C08 3 0.0188 0.8953 0.000 0.000 0.996 0.004
#> T0_CT_C09 3 0.5851 0.5659 0.000 0.272 0.660 0.068
#> T0_CT_C11 2 0.2593 0.8347 0.000 0.904 0.080 0.016
#> T0_CT_C12 3 0.0592 0.8953 0.000 0.000 0.984 0.016
#> T0_CT_D01 3 0.1388 0.8862 0.000 0.028 0.960 0.012
#> T0_CT_D02 3 0.1004 0.8896 0.004 0.000 0.972 0.024
#> T0_CT_D03 3 0.0672 0.8940 0.000 0.008 0.984 0.008
#> T0_CT_D05 3 0.4348 0.7419 0.000 0.024 0.780 0.196
#> T0_CT_D06 3 0.0804 0.8935 0.000 0.008 0.980 0.012
#> T0_CT_D07 3 0.0707 0.8930 0.000 0.000 0.980 0.020
#> T0_CT_D08 3 0.0804 0.8935 0.000 0.008 0.980 0.012
#> T0_CT_D09 3 0.6070 0.2479 0.000 0.404 0.548 0.048
#> T0_CT_D11 2 0.5815 0.2077 0.000 0.540 0.428 0.032
#> T0_CT_D12 3 0.0592 0.8950 0.000 0.000 0.984 0.016
#> T0_CT_E01 3 0.0657 0.8943 0.000 0.004 0.984 0.012
#> T0_CT_E03 3 0.0921 0.8881 0.000 0.000 0.972 0.028
#> T0_CT_E04 3 0.5901 0.1739 0.000 0.432 0.532 0.036
#> T0_CT_E05 4 0.4203 0.7472 0.128 0.032 0.012 0.828
#> T0_CT_E06 3 0.0469 0.8954 0.000 0.000 0.988 0.012
#> T0_CT_E07 3 0.0188 0.8953 0.000 0.000 0.996 0.004
#> T0_CT_E08 3 0.0524 0.8942 0.000 0.008 0.988 0.004
#> T0_CT_E09 3 0.0672 0.8940 0.000 0.008 0.984 0.008
#> T0_CT_E10 3 0.7119 0.4458 0.024 0.304 0.580 0.092
#> T0_CT_E11 3 0.0592 0.8935 0.000 0.000 0.984 0.016
#> T0_CT_E12 3 0.0817 0.8904 0.000 0.000 0.976 0.024
#> T0_CT_F01 3 0.0188 0.8953 0.000 0.000 0.996 0.004
#> T0_CT_F02 3 0.0921 0.8912 0.000 0.000 0.972 0.028
#> T0_CT_F03 3 0.0188 0.8953 0.000 0.000 0.996 0.004
#> T0_CT_F04 3 0.1557 0.8736 0.000 0.000 0.944 0.056
#> T0_CT_F05 3 0.1059 0.8917 0.000 0.016 0.972 0.012
#> T0_CT_F06 3 0.0524 0.8947 0.000 0.004 0.988 0.008
#> T0_CT_F07 3 0.1151 0.8887 0.000 0.024 0.968 0.008
#> T0_CT_F09 2 0.4152 0.7545 0.000 0.808 0.160 0.032
#> T0_CT_F11 3 0.0336 0.8950 0.000 0.000 0.992 0.008
#> T0_CT_F12 3 0.1118 0.8848 0.000 0.000 0.964 0.036
#> T0_CT_G01 3 0.0336 0.8950 0.000 0.000 0.992 0.008
#> T0_CT_G02 3 0.2300 0.8647 0.028 0.000 0.924 0.048
#> T0_CT_G03 3 0.0817 0.8905 0.000 0.000 0.976 0.024
#> T0_CT_G04 3 0.0927 0.8922 0.000 0.016 0.976 0.008
#> T0_CT_G07 3 0.1059 0.8911 0.000 0.016 0.972 0.012
#> T0_CT_G08 3 0.0804 0.8935 0.000 0.008 0.980 0.012
#> T0_CT_G09 4 0.4632 0.5843 0.308 0.000 0.004 0.688
#> T0_CT_G11 3 0.7820 -0.2196 0.256 0.000 0.384 0.360
#> T0_CT_H01 4 0.5364 0.6841 0.236 0.016 0.028 0.720
#> T0_CT_H02 3 0.5407 0.5380 0.000 0.296 0.668 0.036
#> T0_CT_H04 3 0.0188 0.8953 0.000 0.004 0.996 0.000
#> T0_CT_H05 3 0.2408 0.8383 0.000 0.000 0.896 0.104
#> T0_CT_H08 3 0.0336 0.8953 0.000 0.000 0.992 0.008
#> T0_CT_H09 3 0.5080 0.7415 0.000 0.144 0.764 0.092
#> T0_CT_H12 3 0.1118 0.8856 0.000 0.000 0.964 0.036
#> T24_CT_A01 1 0.2345 0.8167 0.900 0.000 0.000 0.100
#> T24_CT_A03 2 0.1929 0.8509 0.000 0.940 0.036 0.024
#> T24_CT_A04 2 0.5636 0.5853 0.000 0.680 0.260 0.060
#> T24_CT_A05 1 0.3810 0.7740 0.848 0.000 0.060 0.092
#> T24_CT_A07 2 0.0592 0.8581 0.000 0.984 0.000 0.016
#> T24_CT_A08 1 0.1389 0.7726 0.952 0.000 0.000 0.048
#> T24_CT_A09 1 0.1022 0.8030 0.968 0.000 0.000 0.032
#> T24_CT_A10 4 0.4356 0.6319 0.292 0.000 0.000 0.708
#> T24_CT_B01 1 0.4661 0.5626 0.652 0.000 0.000 0.348
#> T24_CT_B02 1 0.1716 0.8184 0.936 0.000 0.000 0.064
#> T24_CT_B03 2 0.2589 0.8157 0.000 0.884 0.000 0.116
#> T24_CT_B05 2 0.1474 0.8502 0.000 0.948 0.000 0.052
#> T24_CT_B06 2 0.0657 0.8590 0.000 0.984 0.004 0.012
#> T24_CT_B07 1 0.2011 0.7468 0.920 0.000 0.000 0.080
#> T24_CT_B08 2 0.1284 0.8581 0.000 0.964 0.012 0.024
#> T24_CT_B09 1 0.0817 0.7984 0.976 0.000 0.000 0.024
#> T24_CT_B11 3 0.6233 0.5009 0.124 0.000 0.660 0.216
#> T24_CT_C01 1 0.1211 0.8154 0.960 0.000 0.000 0.040
#> T24_CT_C02 2 0.1022 0.8585 0.000 0.968 0.000 0.032
#> T24_CT_C03 1 0.4964 0.6811 0.716 0.028 0.000 0.256
#> T24_CT_C05 2 0.1724 0.8553 0.000 0.948 0.032 0.020
#> T24_CT_C07 2 0.4072 0.6709 0.000 0.748 0.000 0.252
#> T24_CT_C08 2 0.2313 0.8448 0.000 0.924 0.044 0.032
#> T24_CT_C09 2 0.1305 0.8578 0.000 0.960 0.004 0.036
#> T24_CT_C10 1 0.4431 0.6382 0.696 0.000 0.000 0.304
#> T24_CT_C11 2 0.7387 0.1578 0.224 0.520 0.000 0.256
#> T24_CT_C12 2 0.1474 0.8500 0.000 0.948 0.000 0.052
#> T24_CT_D01 2 0.1474 0.8523 0.000 0.948 0.000 0.052
#> T24_CT_D02 2 0.2363 0.8504 0.000 0.920 0.056 0.024
#> T24_CT_D03 2 0.2660 0.8385 0.000 0.908 0.056 0.036
#> T24_CT_D04 1 0.2868 0.7999 0.864 0.000 0.000 0.136
#> T24_CT_D05 1 0.2647 0.8084 0.880 0.000 0.000 0.120
#> T24_CT_D06 1 0.3726 0.7507 0.788 0.000 0.000 0.212
#> T24_CT_D07 4 0.6763 0.5523 0.320 0.116 0.000 0.564
#> T24_CT_D08 2 0.0592 0.8579 0.000 0.984 0.000 0.016
#> T24_CT_D09 2 0.2660 0.8382 0.000 0.908 0.056 0.036
#> T24_CT_D10 2 0.3984 0.7785 0.000 0.828 0.132 0.040
#> T24_CT_D11 2 0.0927 0.8595 0.000 0.976 0.016 0.008
#> T24_CT_E01 4 0.4516 0.6951 0.252 0.012 0.000 0.736
#> T24_CT_E02 1 0.3975 0.7228 0.760 0.000 0.000 0.240
#> T24_CT_E04 2 0.1867 0.8414 0.000 0.928 0.000 0.072
#> T24_CT_E05 1 0.0592 0.8084 0.984 0.000 0.000 0.016
#> T24_CT_E07 4 0.4989 0.0347 0.000 0.472 0.000 0.528
#> T24_CT_E09 1 0.3266 0.7843 0.832 0.000 0.000 0.168
#> T24_CT_E11 1 0.2281 0.8146 0.904 0.000 0.000 0.096
#> T24_CT_E12 2 0.3649 0.7266 0.000 0.796 0.000 0.204
#> T24_CT_F01 2 0.3873 0.7045 0.000 0.772 0.000 0.228
#> T24_CT_F02 2 0.3581 0.7971 0.000 0.852 0.116 0.032
#> T24_CT_F03 4 0.4252 0.6787 0.252 0.004 0.000 0.744
#> T24_CT_F04 4 0.4266 0.7439 0.100 0.068 0.004 0.828
#> T24_CT_F05 4 0.4454 0.5959 0.308 0.000 0.000 0.692
#> T24_CT_F07 4 0.5062 0.6291 0.300 0.020 0.000 0.680
#> T24_CT_F08 1 0.2149 0.8173 0.912 0.000 0.000 0.088
#> T24_CT_F09 2 0.5923 0.3435 0.000 0.580 0.376 0.044
#> T24_CT_F10 4 0.6601 0.6719 0.208 0.124 0.012 0.656
#> T24_CT_F11 4 0.4010 0.7515 0.156 0.028 0.000 0.816
#> T24_CT_F12 2 0.4879 0.7697 0.000 0.780 0.092 0.128
#> T24_CT_G01 2 0.2313 0.8465 0.000 0.924 0.044 0.032
#> T24_CT_G02 1 0.0707 0.8040 0.980 0.000 0.000 0.020
#> T24_CT_G03 1 0.1211 0.8150 0.960 0.000 0.000 0.040
#> T24_CT_G04 2 0.3216 0.8103 0.008 0.864 0.004 0.124
#> T24_CT_G05 2 0.1059 0.8601 0.000 0.972 0.012 0.016
#> T24_CT_G06 1 0.3837 0.7381 0.776 0.000 0.000 0.224
#> T24_CT_G08 1 0.0469 0.8069 0.988 0.000 0.000 0.012
#> T24_CT_G10 2 0.0779 0.8591 0.000 0.980 0.004 0.016
#> T24_CT_G11 1 0.0921 0.8102 0.972 0.000 0.000 0.028
#> T24_CT_G12 1 0.4313 0.7027 0.736 0.000 0.004 0.260
#> T24_CT_H01 3 0.3342 0.8130 0.032 0.000 0.868 0.100
#> T24_CT_H02 1 0.2814 0.8021 0.868 0.000 0.000 0.132
#> T24_CT_H03 2 0.1256 0.8565 0.000 0.964 0.008 0.028
#> T24_CT_H05 1 0.4304 0.6726 0.716 0.000 0.000 0.284
#> T24_CT_H07 1 0.2271 0.8131 0.916 0.008 0.000 0.076
#> T24_CT_H09 1 0.0817 0.8114 0.976 0.000 0.000 0.024
#> T24_CT_H12 1 0.2345 0.8164 0.900 0.000 0.000 0.100
#> T48_CT_A01 2 0.3081 0.8382 0.000 0.888 0.048 0.064
#> T48_CT_A02 2 0.1211 0.8517 0.000 0.960 0.000 0.040
#> T48_CT_A03 1 0.1022 0.7838 0.968 0.000 0.000 0.032
#> T48_CT_A04 2 0.1004 0.8590 0.000 0.972 0.004 0.024
#> T48_CT_A05 2 0.3837 0.6981 0.000 0.776 0.000 0.224
#> T48_CT_A06 1 0.2546 0.7294 0.900 0.000 0.008 0.092
#> T48_CT_A07 3 0.2412 0.8468 0.000 0.084 0.908 0.008
#> T48_CT_A08 2 0.1211 0.8571 0.000 0.960 0.000 0.040
#> T48_CT_A09 1 0.4961 0.2066 0.552 0.000 0.000 0.448
#> T48_CT_A10 2 0.1059 0.8588 0.000 0.972 0.012 0.016
#> T48_CT_A11 2 0.0921 0.8543 0.000 0.972 0.000 0.028
#> T48_CT_A12 4 0.3808 0.7414 0.176 0.012 0.000 0.812
#> T48_CT_B01 2 0.1406 0.8559 0.000 0.960 0.016 0.024
#> T48_CT_B02 2 0.2814 0.8049 0.000 0.868 0.000 0.132
#> T48_CT_B03 1 0.2197 0.7436 0.916 0.000 0.004 0.080
#> T48_CT_B04 1 0.0592 0.7939 0.984 0.000 0.000 0.016
#> T48_CT_B06 2 0.1716 0.8515 0.000 0.936 0.000 0.064
#> T48_CT_B08 1 0.2011 0.8177 0.920 0.000 0.000 0.080
#> T48_CT_B10 2 0.2704 0.8129 0.000 0.876 0.000 0.124
#> T48_CT_B11 2 0.1724 0.8594 0.000 0.948 0.020 0.032
#> T48_CT_B12 4 0.4362 0.7381 0.096 0.088 0.000 0.816
#> T48_CT_C01 2 0.2216 0.8312 0.000 0.908 0.000 0.092
#> T48_CT_C02 1 0.3032 0.6976 0.868 0.000 0.008 0.124
#> T48_CT_C03 2 0.4382 0.5990 0.000 0.704 0.000 0.296
#> T48_CT_C04 1 0.2334 0.7363 0.908 0.000 0.004 0.088
#> T48_CT_C05 2 0.0804 0.8593 0.000 0.980 0.012 0.008
#> T48_CT_C06 2 0.4877 0.3766 0.000 0.592 0.000 0.408
#> T48_CT_C07 4 0.3910 0.7497 0.156 0.024 0.000 0.820
#> T48_CT_C09 2 0.2610 0.8318 0.000 0.900 0.088 0.012
#> T48_CT_C10 4 0.4999 -0.0628 0.492 0.000 0.000 0.508
#> T48_CT_C11 2 0.1557 0.8510 0.000 0.944 0.000 0.056
#> T48_CT_D01 2 0.4985 0.1806 0.000 0.532 0.000 0.468
#> T48_CT_D02 4 0.4167 0.7516 0.132 0.040 0.004 0.824
#> T48_CT_D03 1 0.2760 0.8034 0.872 0.000 0.000 0.128
#> T48_CT_D04 2 0.1675 0.8547 0.004 0.948 0.004 0.044
#> T48_CT_D06 2 0.2943 0.8315 0.000 0.892 0.076 0.032
#> T48_CT_D07 2 0.2216 0.8349 0.000 0.908 0.000 0.092
#> T48_CT_D08 1 0.4406 0.6439 0.700 0.000 0.000 0.300
#> T48_CT_D09 2 0.4713 0.4667 0.000 0.640 0.000 0.360
#> T48_CT_D10 4 0.4452 0.6945 0.048 0.156 0.000 0.796
#> T48_CT_D11 2 0.4595 0.7354 0.000 0.780 0.176 0.044
#> T48_CT_D12 1 0.2081 0.8179 0.916 0.000 0.000 0.084
#> T48_CT_E01 2 0.4998 0.1299 0.000 0.512 0.000 0.488
#> T48_CT_E02 4 0.3907 0.7500 0.120 0.044 0.000 0.836
#> T48_CT_E03 4 0.5344 0.5172 0.032 0.300 0.000 0.668
#> T48_CT_E04 4 0.4610 0.6296 0.020 0.236 0.000 0.744
#> T48_CT_E05 2 0.3074 0.7836 0.000 0.848 0.000 0.152
#> T48_CT_E06 1 0.1118 0.8144 0.964 0.000 0.000 0.036
#> T48_CT_E07 1 0.1867 0.8178 0.928 0.000 0.000 0.072
#> T48_CT_E08 2 0.1109 0.8561 0.000 0.968 0.004 0.028
#> T48_CT_E10 1 0.2011 0.8176 0.920 0.000 0.000 0.080
#> T48_CT_E11 1 0.4898 0.3829 0.584 0.000 0.000 0.416
#> T48_CT_E12 3 0.3324 0.7919 0.000 0.136 0.852 0.012
#> T48_CT_F01 2 0.1474 0.8506 0.000 0.948 0.000 0.052
#> T48_CT_F02 4 0.3908 0.7221 0.212 0.004 0.000 0.784
#> T48_CT_F03 1 0.5523 0.3253 0.596 0.024 0.000 0.380
#> T48_CT_F05 2 0.2542 0.8470 0.000 0.904 0.012 0.084
#> T48_CT_F07 1 0.4941 0.2963 0.564 0.000 0.000 0.436
#> T48_CT_F09 2 0.0921 0.8592 0.000 0.972 0.028 0.000
#> T48_CT_F10 4 0.4553 0.7478 0.180 0.040 0.000 0.780
#> T48_CT_F11 1 0.3837 0.7379 0.776 0.000 0.000 0.224
#> T48_CT_G01 1 0.4040 0.7171 0.752 0.000 0.000 0.248
#> T48_CT_G02 2 0.1724 0.8577 0.000 0.948 0.020 0.032
#> T48_CT_G03 2 0.3123 0.7789 0.000 0.844 0.000 0.156
#> T48_CT_G07 2 0.0804 0.8597 0.000 0.980 0.012 0.008
#> T48_CT_G08 2 0.3975 0.6846 0.000 0.760 0.000 0.240
#> T48_CT_G09 2 0.4948 0.2781 0.000 0.560 0.000 0.440
#> T48_CT_G10 1 0.2216 0.8193 0.908 0.000 0.000 0.092
#> T48_CT_G11 4 0.4514 0.7089 0.228 0.008 0.008 0.756
#> T48_CT_G12 2 0.1042 0.8585 0.000 0.972 0.020 0.008
#> T48_CT_H01 2 0.1474 0.8573 0.000 0.948 0.000 0.052
#> T48_CT_H02 2 0.4388 0.7677 0.060 0.808 0.000 0.132
#> T48_CT_H04 1 0.2976 0.7021 0.872 0.000 0.008 0.120
#> T48_CT_H05 2 0.0927 0.8600 0.000 0.976 0.008 0.016
#> T48_CT_H06 2 0.0921 0.8558 0.000 0.972 0.000 0.028
#> T48_CT_H07 4 0.4346 0.7415 0.096 0.076 0.004 0.824
#> T48_CT_H08 2 0.0817 0.8579 0.000 0.976 0.000 0.024
#> T48_CT_H11 4 0.5993 0.5141 0.064 0.308 0.000 0.628
#> T48_CT_H12 2 0.1854 0.8587 0.000 0.940 0.012 0.048
#> T72_CT_A01 2 0.4362 0.7835 0.000 0.816 0.096 0.088
#> T72_CT_A05 2 0.5596 0.6325 0.000 0.696 0.236 0.068
#> T72_CT_A08 1 0.4500 0.6115 0.684 0.000 0.000 0.316
#> T72_CT_A09 2 0.2131 0.8533 0.000 0.932 0.036 0.032
#> T72_CT_A11 2 0.1888 0.8544 0.000 0.940 0.016 0.044
#> T72_CT_B01 2 0.2670 0.8421 0.000 0.908 0.052 0.040
#> T72_CT_B02 1 0.2469 0.8111 0.892 0.000 0.000 0.108
#> T72_CT_B03 1 0.4746 0.5047 0.632 0.000 0.000 0.368
#> T72_CT_B04 1 0.0707 0.8106 0.980 0.000 0.000 0.020
#> T72_CT_B05 2 0.4193 0.6500 0.000 0.732 0.000 0.268
#> T72_CT_B06 1 0.3837 0.7389 0.776 0.000 0.000 0.224
#> T72_CT_B08 3 0.4019 0.7286 0.000 0.196 0.792 0.012
#> T72_CT_B09 1 0.1716 0.7659 0.936 0.000 0.000 0.064
#> T72_CT_B11 4 0.4331 0.6313 0.288 0.000 0.000 0.712
#> T72_CT_B12 2 0.1833 0.8603 0.000 0.944 0.024 0.032
#> T72_CT_C04 2 0.1975 0.8511 0.000 0.936 0.048 0.016
#> T72_CT_C06 4 0.5384 0.7334 0.196 0.076 0.000 0.728
#> T72_CT_C07 2 0.6228 0.3608 0.000 0.572 0.364 0.064
#> T72_CT_C09 4 0.5574 0.5608 0.048 0.284 0.000 0.668
#> T72_CT_C11 3 0.5364 0.2940 0.000 0.392 0.592 0.016
#> T72_CT_D01 2 0.1151 0.8596 0.000 0.968 0.008 0.024
#> T72_CT_D03 1 0.3705 0.7127 0.868 0.060 0.012 0.060
#> T72_CT_D04 2 0.2670 0.8561 0.000 0.908 0.052 0.040
#> T72_CT_D05 1 0.4632 0.5891 0.688 0.004 0.000 0.308
#> T72_CT_D07 1 0.4188 0.7016 0.752 0.004 0.000 0.244
#> T72_CT_D10 4 0.4994 -0.0284 0.000 0.480 0.000 0.520
#> T72_CT_D11 1 0.1716 0.8179 0.936 0.000 0.000 0.064
#> T72_CT_E04 4 0.6138 0.6821 0.260 0.092 0.000 0.648
#> T72_CT_E05 2 0.1389 0.8525 0.000 0.952 0.000 0.048
#> T72_CT_E07 2 0.3266 0.8138 0.000 0.868 0.108 0.024
#> T72_CT_F01 2 0.3219 0.7851 0.000 0.836 0.000 0.164
#> T72_CT_F05 2 0.1042 0.8592 0.000 0.972 0.008 0.020
#> T72_CT_F07 1 0.4800 0.5546 0.656 0.004 0.000 0.340
#> T72_CT_F10 2 0.2227 0.8598 0.000 0.928 0.036 0.036
#> T72_CT_F11 2 0.4993 0.6254 0.000 0.712 0.260 0.028
#> T72_CT_G03 1 0.0707 0.8049 0.980 0.000 0.000 0.020
#> T72_CT_G04 1 0.1792 0.8190 0.932 0.000 0.000 0.068
#> T72_CT_G06 2 0.5784 0.2789 0.000 0.556 0.412 0.032
#> T72_CT_G08 3 0.3108 0.8265 0.000 0.016 0.872 0.112
#> T72_CT_G10 2 0.1978 0.8511 0.000 0.928 0.004 0.068
#> T72_CT_G11 4 0.6607 0.5017 0.376 0.088 0.000 0.536
#> T72_CT_H01 2 0.2224 0.8469 0.000 0.928 0.040 0.032
#> T72_CT_H03 2 0.1389 0.8532 0.000 0.952 0.000 0.048
#> T72_CT_H05 3 0.1584 0.8805 0.000 0.036 0.952 0.012
#> T72_CT_H08 3 0.3324 0.7946 0.000 0.136 0.852 0.012
#> T72_CT_H09 3 0.4538 0.6818 0.024 0.000 0.760 0.216
#> T72_CT_H10 4 0.4599 0.7003 0.248 0.016 0.000 0.736
#> T72_CT_H11 4 0.4095 0.7381 0.192 0.016 0.000 0.792
#> T72_CT_H12 2 0.1867 0.8437 0.000 0.928 0.000 0.072
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.1205 0.85762 0.000 0.004 0.956 0.040 0.000
#> T0_CT_A03 3 0.0000 0.86244 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0404 0.86116 0.000 0.000 0.988 0.012 0.000
#> T0_CT_A06 3 0.0609 0.86232 0.000 0.000 0.980 0.020 0.000
#> T0_CT_A07 3 0.0510 0.86147 0.000 0.000 0.984 0.016 0.000
#> T0_CT_A08 1 0.1701 0.80784 0.936 0.000 0.000 0.048 0.016
#> T0_CT_A10 3 0.0798 0.85950 0.000 0.000 0.976 0.016 0.008
#> T0_CT_A11 4 0.8707 0.23834 0.236 0.124 0.180 0.420 0.040
#> T0_CT_B01 3 0.6395 0.01758 0.016 0.000 0.452 0.108 0.424
#> T0_CT_B03 3 0.2300 0.82597 0.000 0.040 0.908 0.052 0.000
#> T0_CT_B05 3 0.4506 0.74893 0.036 0.004 0.796 0.108 0.056
#> T0_CT_B07 3 0.1331 0.85576 0.000 0.000 0.952 0.040 0.008
#> T0_CT_B08 3 0.0798 0.86053 0.000 0.008 0.976 0.016 0.000
#> T0_CT_B09 3 0.0162 0.86224 0.000 0.000 0.996 0.004 0.000
#> T0_CT_C02 3 0.1195 0.85582 0.000 0.012 0.960 0.028 0.000
#> T0_CT_C03 1 0.7396 0.02661 0.420 0.000 0.140 0.068 0.372
#> T0_CT_C05 2 0.5541 0.39024 0.000 0.636 0.236 0.128 0.000
#> T0_CT_C06 5 0.4083 0.56212 0.020 0.020 0.012 0.140 0.808
#> T0_CT_C07 3 0.1310 0.84936 0.000 0.000 0.956 0.020 0.024
#> T0_CT_C08 3 0.0162 0.86224 0.000 0.000 0.996 0.004 0.000
#> T0_CT_C09 3 0.6653 0.12767 0.004 0.304 0.496 0.192 0.004
#> T0_CT_C11 2 0.2110 0.74787 0.000 0.912 0.016 0.072 0.000
#> T0_CT_C12 3 0.0162 0.86248 0.000 0.000 0.996 0.004 0.000
#> T0_CT_D01 3 0.2067 0.83736 0.000 0.032 0.920 0.048 0.000
#> T0_CT_D02 3 0.1195 0.85475 0.000 0.000 0.960 0.028 0.012
#> T0_CT_D03 3 0.0451 0.86219 0.000 0.004 0.988 0.008 0.000
#> T0_CT_D05 3 0.4588 0.59294 0.000 0.000 0.720 0.060 0.220
#> T0_CT_D06 3 0.0693 0.86125 0.000 0.008 0.980 0.012 0.000
#> T0_CT_D07 3 0.1300 0.85440 0.000 0.000 0.956 0.028 0.016
#> T0_CT_D08 3 0.0693 0.86125 0.000 0.008 0.980 0.012 0.000
#> T0_CT_D09 3 0.6405 0.02988 0.000 0.364 0.460 0.176 0.000
#> T0_CT_D11 2 0.5287 0.39445 0.000 0.648 0.260 0.092 0.000
#> T0_CT_D12 3 0.0162 0.86224 0.000 0.000 0.996 0.004 0.000
#> T0_CT_E01 3 0.0162 0.86249 0.000 0.004 0.996 0.000 0.000
#> T0_CT_E03 3 0.1469 0.84737 0.000 0.000 0.948 0.016 0.036
#> T0_CT_E04 3 0.6392 -0.04745 0.000 0.400 0.432 0.168 0.000
#> T0_CT_E05 5 0.5526 0.43158 0.076 0.004 0.008 0.264 0.648
#> T0_CT_E06 3 0.0000 0.86244 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E07 3 0.0290 0.86192 0.000 0.000 0.992 0.008 0.000
#> T0_CT_E08 3 0.0807 0.85991 0.000 0.012 0.976 0.012 0.000
#> T0_CT_E09 3 0.0324 0.86213 0.000 0.004 0.992 0.004 0.000
#> T0_CT_E10 3 0.7127 -0.04410 0.012 0.232 0.408 0.344 0.004
#> T0_CT_E11 3 0.0290 0.86192 0.000 0.000 0.992 0.008 0.000
#> T0_CT_E12 3 0.0510 0.86088 0.000 0.000 0.984 0.016 0.000
#> T0_CT_F01 3 0.0162 0.86224 0.000 0.000 0.996 0.004 0.000
#> T0_CT_F02 3 0.0510 0.86070 0.000 0.000 0.984 0.016 0.000
#> T0_CT_F03 3 0.0000 0.86244 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0693 0.85940 0.000 0.000 0.980 0.012 0.008
#> T0_CT_F05 3 0.1830 0.84022 0.000 0.040 0.932 0.028 0.000
#> T0_CT_F06 3 0.0324 0.86213 0.000 0.004 0.992 0.004 0.000
#> T0_CT_F07 3 0.2930 0.81475 0.000 0.032 0.880 0.076 0.012
#> T0_CT_F09 2 0.2362 0.73502 0.000 0.900 0.024 0.076 0.000
#> T0_CT_F11 3 0.0162 0.86224 0.000 0.000 0.996 0.004 0.000
#> T0_CT_F12 3 0.0566 0.86069 0.000 0.000 0.984 0.012 0.004
#> T0_CT_G01 3 0.0162 0.86224 0.000 0.000 0.996 0.004 0.000
#> T0_CT_G02 3 0.4527 0.71029 0.020 0.000 0.780 0.080 0.120
#> T0_CT_G03 3 0.0404 0.86116 0.000 0.000 0.988 0.012 0.000
#> T0_CT_G04 3 0.1522 0.85084 0.000 0.012 0.944 0.044 0.000
#> T0_CT_G07 3 0.1211 0.85584 0.000 0.016 0.960 0.024 0.000
#> T0_CT_G08 3 0.0898 0.85999 0.000 0.008 0.972 0.020 0.000
#> T0_CT_G09 5 0.2844 0.59832 0.092 0.000 0.004 0.028 0.876
#> T0_CT_G11 5 0.7322 0.11561 0.116 0.000 0.312 0.088 0.484
#> T0_CT_H01 5 0.6034 0.48113 0.132 0.004 0.032 0.168 0.664
#> T0_CT_H02 3 0.5759 0.32835 0.000 0.276 0.596 0.128 0.000
#> T0_CT_H04 3 0.0609 0.86256 0.000 0.000 0.980 0.020 0.000
#> T0_CT_H05 3 0.3601 0.73659 0.000 0.000 0.820 0.052 0.128
#> T0_CT_H08 3 0.2423 0.83012 0.000 0.000 0.896 0.080 0.024
#> T0_CT_H09 3 0.7117 0.36912 0.000 0.072 0.552 0.180 0.196
#> T0_CT_H12 3 0.2504 0.82807 0.000 0.000 0.896 0.064 0.040
#> T24_CT_A01 1 0.2899 0.79731 0.872 0.000 0.004 0.028 0.096
#> T24_CT_A03 2 0.1597 0.74573 0.000 0.940 0.012 0.048 0.000
#> T24_CT_A04 2 0.3569 0.65961 0.000 0.828 0.104 0.068 0.000
#> T24_CT_A05 1 0.5084 0.51818 0.712 0.000 0.212 0.032 0.044
#> T24_CT_A07 2 0.1197 0.74719 0.000 0.952 0.000 0.048 0.000
#> T24_CT_A08 1 0.1697 0.79836 0.932 0.000 0.000 0.060 0.008
#> T24_CT_A09 1 0.1117 0.81901 0.964 0.000 0.000 0.020 0.016
#> T24_CT_A10 5 0.5848 0.42171 0.200 0.000 0.000 0.192 0.608
#> T24_CT_B01 5 0.6765 0.09231 0.368 0.004 0.000 0.220 0.408
#> T24_CT_B02 1 0.2260 0.81645 0.908 0.000 0.000 0.028 0.064
#> T24_CT_B03 2 0.2209 0.75051 0.000 0.912 0.000 0.056 0.032
#> T24_CT_B05 2 0.2573 0.72775 0.000 0.880 0.000 0.104 0.016
#> T24_CT_B06 2 0.0992 0.75453 0.000 0.968 0.000 0.024 0.008
#> T24_CT_B07 1 0.1952 0.77727 0.912 0.000 0.000 0.084 0.004
#> T24_CT_B08 2 0.2517 0.72881 0.000 0.884 0.004 0.104 0.008
#> T24_CT_B09 1 0.0955 0.81057 0.968 0.000 0.000 0.028 0.004
#> T24_CT_B11 3 0.5222 0.59094 0.044 0.000 0.740 0.100 0.116
#> T24_CT_C01 1 0.1579 0.81903 0.944 0.000 0.000 0.032 0.024
#> T24_CT_C02 2 0.1965 0.73598 0.000 0.904 0.000 0.096 0.000
#> T24_CT_C03 1 0.8153 -0.28792 0.392 0.164 0.004 0.312 0.128
#> T24_CT_C05 2 0.2513 0.72710 0.000 0.876 0.008 0.116 0.000
#> T24_CT_C07 2 0.4465 0.59477 0.000 0.736 0.000 0.204 0.060
#> T24_CT_C08 2 0.1956 0.74185 0.000 0.916 0.008 0.076 0.000
#> T24_CT_C09 2 0.2761 0.73485 0.000 0.872 0.000 0.104 0.024
#> T24_CT_C10 1 0.5949 0.30664 0.532 0.000 0.000 0.120 0.348
#> T24_CT_C11 2 0.7079 0.16659 0.140 0.572 0.004 0.208 0.076
#> T24_CT_C12 2 0.2110 0.73974 0.000 0.912 0.000 0.072 0.016
#> T24_CT_D01 2 0.2824 0.71873 0.000 0.864 0.000 0.116 0.020
#> T24_CT_D02 2 0.3147 0.71977 0.000 0.856 0.024 0.112 0.008
#> T24_CT_D03 2 0.1764 0.74310 0.000 0.928 0.008 0.064 0.000
#> T24_CT_D04 1 0.3317 0.78709 0.840 0.000 0.000 0.044 0.116
#> T24_CT_D05 1 0.3291 0.78906 0.848 0.000 0.000 0.064 0.088
#> T24_CT_D06 1 0.4325 0.69019 0.736 0.000 0.000 0.044 0.220
#> T24_CT_D07 4 0.8811 0.40382 0.208 0.288 0.016 0.316 0.172
#> T24_CT_D08 2 0.2233 0.73072 0.000 0.892 0.004 0.104 0.000
#> T24_CT_D09 2 0.1757 0.74822 0.000 0.936 0.012 0.048 0.004
#> T24_CT_D10 2 0.2654 0.73102 0.000 0.888 0.048 0.064 0.000
#> T24_CT_D11 2 0.0609 0.74880 0.000 0.980 0.000 0.020 0.000
#> T24_CT_E01 5 0.2735 0.60606 0.084 0.000 0.000 0.036 0.880
#> T24_CT_E02 1 0.5433 0.51387 0.620 0.000 0.000 0.092 0.288
#> T24_CT_E04 2 0.3289 0.72998 0.000 0.844 0.000 0.108 0.048
#> T24_CT_E05 1 0.0404 0.81587 0.988 0.000 0.000 0.012 0.000
#> T24_CT_E07 2 0.6944 -0.14454 0.012 0.452 0.000 0.260 0.276
#> T24_CT_E09 1 0.4545 0.71671 0.756 0.000 0.004 0.084 0.156
#> T24_CT_E11 1 0.2069 0.81278 0.912 0.000 0.000 0.012 0.076
#> T24_CT_E12 2 0.4487 0.64479 0.000 0.756 0.000 0.140 0.104
#> T24_CT_F01 2 0.4168 0.62507 0.000 0.764 0.000 0.184 0.052
#> T24_CT_F02 2 0.2940 0.72682 0.000 0.876 0.048 0.072 0.004
#> T24_CT_F03 5 0.3267 0.59311 0.112 0.000 0.000 0.044 0.844
#> T24_CT_F04 5 0.7427 -0.04225 0.068 0.128 0.004 0.352 0.448
#> T24_CT_F05 5 0.4819 0.52165 0.192 0.000 0.000 0.092 0.716
#> T24_CT_F07 5 0.7678 0.05484 0.228 0.060 0.000 0.312 0.400
#> T24_CT_F08 1 0.3532 0.77862 0.832 0.000 0.000 0.092 0.076
#> T24_CT_F09 2 0.4876 0.48209 0.000 0.700 0.220 0.080 0.000
#> T24_CT_F10 4 0.9201 0.36835 0.080 0.260 0.096 0.336 0.228
#> T24_CT_F11 5 0.2859 0.59942 0.068 0.000 0.000 0.056 0.876
#> T24_CT_F12 2 0.4903 0.64424 0.000 0.760 0.080 0.124 0.036
#> T24_CT_G01 2 0.1774 0.74295 0.000 0.932 0.016 0.052 0.000
#> T24_CT_G02 1 0.0992 0.81262 0.968 0.000 0.000 0.024 0.008
#> T24_CT_G03 1 0.1836 0.81792 0.932 0.000 0.000 0.032 0.036
#> T24_CT_G04 2 0.4355 0.64697 0.008 0.768 0.004 0.180 0.040
#> T24_CT_G05 2 0.2389 0.72740 0.000 0.880 0.004 0.116 0.000
#> T24_CT_G06 1 0.4707 0.64434 0.708 0.000 0.000 0.064 0.228
#> T24_CT_G08 1 0.1364 0.81343 0.952 0.000 0.000 0.036 0.012
#> T24_CT_G10 2 0.2233 0.73163 0.000 0.892 0.004 0.104 0.000
#> T24_CT_G11 1 0.1282 0.80879 0.952 0.000 0.000 0.044 0.004
#> T24_CT_G12 1 0.6225 0.50274 0.604 0.000 0.052 0.072 0.272
#> T24_CT_H01 3 0.2152 0.82851 0.012 0.000 0.924 0.032 0.032
#> T24_CT_H02 1 0.2864 0.79191 0.864 0.000 0.000 0.024 0.112
#> T24_CT_H03 2 0.1270 0.75037 0.000 0.948 0.000 0.052 0.000
#> T24_CT_H05 5 0.5280 0.09272 0.440 0.000 0.000 0.048 0.512
#> T24_CT_H07 1 0.6215 0.16935 0.500 0.000 0.000 0.152 0.348
#> T24_CT_H09 1 0.2054 0.81170 0.920 0.000 0.000 0.052 0.028
#> T24_CT_H12 1 0.1943 0.81847 0.924 0.000 0.000 0.020 0.056
#> T48_CT_A01 2 0.5718 0.40544 0.000 0.544 0.008 0.380 0.068
#> T48_CT_A02 2 0.1981 0.75025 0.000 0.924 0.000 0.048 0.028
#> T48_CT_A03 1 0.1571 0.79513 0.936 0.000 0.000 0.060 0.004
#> T48_CT_A04 2 0.1914 0.75551 0.000 0.924 0.000 0.060 0.016
#> T48_CT_A05 2 0.5296 0.57498 0.000 0.676 0.000 0.144 0.180
#> T48_CT_A06 1 0.2439 0.75137 0.876 0.000 0.000 0.120 0.004
#> T48_CT_A07 3 0.2645 0.80298 0.000 0.068 0.888 0.044 0.000
#> T48_CT_A08 2 0.4096 0.69885 0.000 0.772 0.000 0.176 0.052
#> T48_CT_A09 5 0.4946 0.33618 0.368 0.000 0.000 0.036 0.596
#> T48_CT_A10 2 0.1410 0.75117 0.000 0.940 0.000 0.060 0.000
#> T48_CT_A11 2 0.1549 0.75370 0.000 0.944 0.000 0.040 0.016
#> T48_CT_A12 5 0.3336 0.59713 0.060 0.000 0.000 0.096 0.844
#> T48_CT_B01 2 0.1270 0.74924 0.000 0.948 0.000 0.052 0.000
#> T48_CT_B02 2 0.3146 0.70655 0.000 0.844 0.000 0.128 0.028
#> T48_CT_B03 1 0.1831 0.78128 0.920 0.000 0.000 0.076 0.004
#> T48_CT_B04 1 0.1408 0.80391 0.948 0.000 0.000 0.044 0.008
#> T48_CT_B06 2 0.4884 0.64953 0.000 0.720 0.000 0.152 0.128
#> T48_CT_B08 1 0.3099 0.79153 0.848 0.000 0.000 0.028 0.124
#> T48_CT_B10 2 0.4717 0.65133 0.000 0.736 0.000 0.120 0.144
#> T48_CT_B11 2 0.5361 0.57624 0.000 0.648 0.004 0.264 0.084
#> T48_CT_B12 5 0.3257 0.56961 0.024 0.016 0.000 0.104 0.856
#> T48_CT_C01 2 0.4711 0.66067 0.000 0.736 0.000 0.116 0.148
#> T48_CT_C02 1 0.2890 0.71634 0.836 0.000 0.000 0.160 0.004
#> T48_CT_C03 2 0.6084 0.39395 0.000 0.572 0.000 0.220 0.208
#> T48_CT_C04 1 0.2011 0.77237 0.908 0.000 0.000 0.088 0.004
#> T48_CT_C05 2 0.2921 0.74356 0.000 0.856 0.000 0.124 0.020
#> T48_CT_C06 5 0.6439 -0.07482 0.000 0.372 0.000 0.180 0.448
#> T48_CT_C07 5 0.4786 0.50338 0.092 0.000 0.000 0.188 0.720
#> T48_CT_C09 2 0.2853 0.74617 0.000 0.880 0.040 0.076 0.004
#> T48_CT_C10 5 0.4780 0.48083 0.280 0.000 0.000 0.048 0.672
#> T48_CT_C11 2 0.5384 0.59495 0.000 0.664 0.000 0.196 0.140
#> T48_CT_D01 2 0.6660 -0.14057 0.000 0.392 0.000 0.228 0.380
#> T48_CT_D02 5 0.3973 0.55428 0.036 0.008 0.000 0.164 0.792
#> T48_CT_D03 1 0.3151 0.77118 0.836 0.000 0.000 0.020 0.144
#> T48_CT_D04 2 0.2621 0.74725 0.008 0.876 0.000 0.112 0.004
#> T48_CT_D06 2 0.3124 0.72639 0.000 0.844 0.016 0.136 0.004
#> T48_CT_D07 2 0.6080 0.45644 0.000 0.572 0.000 0.200 0.228
#> T48_CT_D08 5 0.4867 0.19184 0.432 0.000 0.000 0.024 0.544
#> T48_CT_D09 2 0.5504 0.46004 0.000 0.644 0.000 0.224 0.132
#> T48_CT_D10 5 0.4854 0.46387 0.016 0.036 0.000 0.248 0.700
#> T48_CT_D11 2 0.6029 0.47395 0.000 0.624 0.124 0.232 0.020
#> T48_CT_D12 1 0.1997 0.82007 0.924 0.000 0.000 0.036 0.040
#> T48_CT_E01 5 0.6399 0.00771 0.000 0.316 0.000 0.192 0.492
#> T48_CT_E02 5 0.1992 0.59790 0.032 0.000 0.000 0.044 0.924
#> T48_CT_E03 5 0.5122 0.45570 0.036 0.100 0.000 0.120 0.744
#> T48_CT_E04 5 0.4184 0.49641 0.004 0.040 0.000 0.192 0.764
#> T48_CT_E05 2 0.4498 0.66203 0.000 0.756 0.000 0.132 0.112
#> T48_CT_E06 1 0.1281 0.81758 0.956 0.000 0.000 0.032 0.012
#> T48_CT_E07 1 0.1661 0.81896 0.940 0.000 0.000 0.024 0.036
#> T48_CT_E08 2 0.1628 0.75619 0.000 0.936 0.000 0.056 0.008
#> T48_CT_E10 1 0.1845 0.81662 0.928 0.000 0.000 0.016 0.056
#> T48_CT_E11 5 0.5603 0.01782 0.452 0.000 0.000 0.072 0.476
#> T48_CT_E12 3 0.3099 0.74076 0.000 0.124 0.848 0.028 0.000
#> T48_CT_F01 2 0.3058 0.74460 0.000 0.860 0.000 0.096 0.044
#> T48_CT_F02 5 0.2654 0.60366 0.064 0.000 0.000 0.048 0.888
#> T48_CT_F03 5 0.5611 0.45976 0.096 0.004 0.000 0.284 0.616
#> T48_CT_F05 2 0.6510 0.35760 0.000 0.512 0.004 0.272 0.212
#> T48_CT_F07 5 0.4367 0.56820 0.192 0.000 0.000 0.060 0.748
#> T48_CT_F09 2 0.2193 0.74882 0.000 0.900 0.000 0.092 0.008
#> T48_CT_F10 5 0.4156 0.59004 0.068 0.012 0.000 0.120 0.800
#> T48_CT_F11 1 0.4576 0.60138 0.692 0.000 0.000 0.040 0.268
#> T48_CT_G01 1 0.5063 0.50057 0.632 0.000 0.000 0.056 0.312
#> T48_CT_G02 2 0.3152 0.73244 0.000 0.840 0.000 0.136 0.024
#> T48_CT_G03 2 0.3297 0.71835 0.000 0.848 0.000 0.084 0.068
#> T48_CT_G07 2 0.1952 0.75547 0.000 0.912 0.000 0.084 0.004
#> T48_CT_G08 2 0.5544 0.53719 0.000 0.648 0.000 0.184 0.168
#> T48_CT_G09 2 0.6607 0.11495 0.000 0.448 0.000 0.232 0.320
#> T48_CT_G10 1 0.2217 0.81734 0.920 0.000 0.024 0.012 0.044
#> T48_CT_G11 5 0.5665 0.46487 0.176 0.004 0.000 0.172 0.648
#> T48_CT_G12 2 0.1197 0.74883 0.000 0.952 0.000 0.048 0.000
#> T48_CT_H01 2 0.5404 0.56078 0.000 0.636 0.000 0.264 0.100
#> T48_CT_H02 2 0.7537 0.16851 0.052 0.436 0.000 0.248 0.264
#> T48_CT_H04 1 0.2921 0.72251 0.844 0.004 0.000 0.148 0.004
#> T48_CT_H05 2 0.1831 0.74099 0.000 0.920 0.004 0.076 0.000
#> T48_CT_H06 2 0.2390 0.75222 0.000 0.896 0.000 0.084 0.020
#> T48_CT_H07 5 0.6618 0.23315 0.056 0.068 0.004 0.332 0.540
#> T48_CT_H08 2 0.1484 0.75418 0.000 0.944 0.000 0.048 0.008
#> T48_CT_H11 5 0.4450 0.49632 0.012 0.044 0.000 0.188 0.756
#> T48_CT_H12 2 0.6277 0.31219 0.000 0.504 0.004 0.352 0.140
#> T72_CT_A01 2 0.4054 0.62558 0.000 0.732 0.020 0.248 0.000
#> T72_CT_A05 2 0.5364 0.53681 0.000 0.672 0.112 0.212 0.004
#> T72_CT_A08 5 0.4562 0.47507 0.292 0.000 0.000 0.032 0.676
#> T72_CT_A09 2 0.1608 0.74647 0.000 0.928 0.000 0.072 0.000
#> T72_CT_A11 2 0.2753 0.73157 0.000 0.856 0.000 0.136 0.008
#> T72_CT_B01 2 0.2548 0.73434 0.000 0.876 0.004 0.116 0.004
#> T72_CT_B02 1 0.2864 0.80242 0.864 0.000 0.000 0.024 0.112
#> T72_CT_B03 5 0.5187 0.50244 0.252 0.004 0.000 0.076 0.668
#> T72_CT_B04 1 0.1281 0.81285 0.956 0.000 0.000 0.032 0.012
#> T72_CT_B05 5 0.6439 -0.11402 0.000 0.408 0.000 0.176 0.416
#> T72_CT_B06 1 0.3759 0.69910 0.764 0.000 0.000 0.016 0.220
#> T72_CT_B08 3 0.3551 0.71061 0.000 0.136 0.820 0.044 0.000
#> T72_CT_B09 1 0.2017 0.77995 0.912 0.000 0.000 0.080 0.008
#> T72_CT_B11 5 0.3752 0.57966 0.148 0.000 0.000 0.048 0.804
#> T72_CT_B12 2 0.5140 0.61008 0.000 0.664 0.000 0.252 0.084
#> T72_CT_C04 2 0.2894 0.73675 0.000 0.860 0.008 0.124 0.008
#> T72_CT_C06 5 0.4722 0.51238 0.036 0.020 0.000 0.216 0.728
#> T72_CT_C07 2 0.6279 0.21587 0.000 0.528 0.280 0.192 0.000
#> T72_CT_C09 5 0.5115 0.44929 0.020 0.052 0.000 0.232 0.696
#> T72_CT_C11 3 0.5353 0.19327 0.000 0.368 0.576 0.052 0.004
#> T72_CT_D01 2 0.3058 0.74744 0.000 0.860 0.000 0.096 0.044
#> T72_CT_D03 1 0.4139 0.66634 0.812 0.084 0.004 0.088 0.012
#> T72_CT_D04 2 0.5264 0.65007 0.000 0.700 0.012 0.188 0.100
#> T72_CT_D05 5 0.5572 0.48880 0.248 0.000 0.000 0.124 0.628
#> T72_CT_D07 5 0.5790 0.47923 0.184 0.000 0.000 0.200 0.616
#> T72_CT_D10 5 0.6604 -0.12464 0.004 0.356 0.000 0.188 0.452
#> T72_CT_D11 1 0.2074 0.81657 0.920 0.000 0.000 0.036 0.044
#> T72_CT_E04 5 0.4758 0.51737 0.040 0.024 0.000 0.200 0.736
#> T72_CT_E05 2 0.3291 0.74074 0.000 0.848 0.000 0.088 0.064
#> T72_CT_E07 2 0.3929 0.72680 0.000 0.820 0.028 0.116 0.036
#> T72_CT_F01 2 0.6706 0.11466 0.000 0.404 0.000 0.248 0.348
#> T72_CT_F05 2 0.1914 0.75866 0.000 0.924 0.000 0.060 0.016
#> T72_CT_F07 5 0.5410 0.51637 0.216 0.000 0.000 0.128 0.656
#> T72_CT_F10 2 0.4634 0.68117 0.000 0.740 0.004 0.184 0.072
#> T72_CT_F11 2 0.4666 0.57475 0.000 0.732 0.180 0.088 0.000
#> T72_CT_G03 1 0.1981 0.80266 0.920 0.000 0.000 0.064 0.016
#> T72_CT_G04 1 0.2992 0.80276 0.868 0.000 0.000 0.064 0.068
#> T72_CT_G06 2 0.5405 0.17837 0.000 0.556 0.380 0.064 0.000
#> T72_CT_G08 3 0.6094 0.29680 0.000 0.004 0.552 0.132 0.312
#> T72_CT_G10 2 0.5848 0.51274 0.000 0.608 0.000 0.200 0.192
#> T72_CT_G11 5 0.5103 0.48998 0.052 0.016 0.000 0.244 0.688
#> T72_CT_H01 2 0.1544 0.74615 0.000 0.932 0.000 0.068 0.000
#> T72_CT_H03 2 0.3918 0.71163 0.000 0.804 0.000 0.100 0.096
#> T72_CT_H05 3 0.1918 0.83757 0.000 0.036 0.928 0.036 0.000
#> T72_CT_H08 3 0.3365 0.73364 0.000 0.120 0.836 0.044 0.000
#> T72_CT_H09 3 0.3130 0.77682 0.012 0.000 0.868 0.036 0.084
#> T72_CT_H10 5 0.3582 0.60012 0.072 0.008 0.000 0.080 0.840
#> T72_CT_H11 5 0.2792 0.58816 0.040 0.004 0.000 0.072 0.884
#> T72_CT_H12 2 0.3918 0.71268 0.000 0.804 0.000 0.100 0.096
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.2437 0.84876 0.000 0.000 0.888 0.036 0.004 0.072
#> T0_CT_A03 3 0.0622 0.87332 0.000 0.000 0.980 0.000 0.008 0.012
#> T0_CT_A05 3 0.0976 0.87185 0.000 0.000 0.968 0.016 0.008 0.008
#> T0_CT_A06 3 0.1864 0.86673 0.000 0.000 0.924 0.040 0.004 0.032
#> T0_CT_A07 3 0.1251 0.87258 0.000 0.000 0.956 0.024 0.008 0.012
#> T0_CT_A08 1 0.1857 0.82393 0.924 0.000 0.000 0.044 0.004 0.028
#> T0_CT_A10 3 0.1546 0.87045 0.000 0.000 0.944 0.020 0.020 0.016
#> T0_CT_A11 6 0.8018 0.07458 0.084 0.076 0.072 0.244 0.048 0.476
#> T0_CT_B01 5 0.7156 0.24232 0.028 0.008 0.144 0.208 0.532 0.080
#> T0_CT_B03 3 0.2880 0.83328 0.000 0.024 0.872 0.048 0.000 0.056
#> T0_CT_B05 3 0.5631 0.64365 0.004 0.000 0.668 0.084 0.100 0.144
#> T0_CT_B07 3 0.2763 0.84580 0.000 0.000 0.880 0.040 0.028 0.052
#> T0_CT_B08 3 0.1562 0.86460 0.000 0.004 0.940 0.024 0.000 0.032
#> T0_CT_B09 3 0.0779 0.87257 0.000 0.000 0.976 0.008 0.008 0.008
#> T0_CT_C02 3 0.1498 0.86471 0.000 0.000 0.940 0.032 0.000 0.028
#> T0_CT_C03 5 0.7627 0.14061 0.216 0.000 0.144 0.176 0.440 0.024
#> T0_CT_C05 2 0.6141 0.30735 0.000 0.604 0.108 0.124 0.000 0.164
#> T0_CT_C06 5 0.4037 0.52650 0.004 0.000 0.016 0.080 0.788 0.112
#> T0_CT_C07 3 0.2240 0.85936 0.000 0.000 0.908 0.044 0.032 0.016
#> T0_CT_C08 3 0.0520 0.87242 0.000 0.000 0.984 0.008 0.000 0.008
#> T0_CT_C09 6 0.7625 0.19572 0.000 0.212 0.280 0.192 0.000 0.316
#> T0_CT_C11 2 0.3703 0.63881 0.000 0.816 0.028 0.084 0.000 0.072
#> T0_CT_C12 3 0.0862 0.87219 0.000 0.000 0.972 0.016 0.008 0.004
#> T0_CT_D01 3 0.3236 0.81316 0.000 0.040 0.852 0.048 0.000 0.060
#> T0_CT_D02 3 0.3277 0.82786 0.004 0.000 0.852 0.068 0.028 0.048
#> T0_CT_D03 3 0.0508 0.87247 0.000 0.000 0.984 0.004 0.000 0.012
#> T0_CT_D05 3 0.6814 0.02239 0.000 0.000 0.404 0.184 0.348 0.064
#> T0_CT_D06 3 0.1565 0.86324 0.000 0.004 0.940 0.028 0.000 0.028
#> T0_CT_D07 3 0.2421 0.85724 0.000 0.000 0.900 0.032 0.040 0.028
#> T0_CT_D08 3 0.1515 0.86431 0.000 0.008 0.944 0.020 0.000 0.028
#> T0_CT_D09 2 0.7231 -0.25651 0.000 0.364 0.336 0.116 0.000 0.184
#> T0_CT_D11 2 0.5912 0.37959 0.000 0.632 0.144 0.108 0.000 0.116
#> T0_CT_D12 3 0.0984 0.87207 0.000 0.000 0.968 0.012 0.008 0.012
#> T0_CT_E01 3 0.0914 0.87199 0.000 0.000 0.968 0.016 0.000 0.016
#> T0_CT_E03 3 0.2122 0.86426 0.000 0.000 0.916 0.024 0.032 0.028
#> T0_CT_E04 2 0.6928 -0.03761 0.000 0.472 0.248 0.104 0.000 0.176
#> T0_CT_E05 5 0.5507 0.11442 0.068 0.000 0.004 0.376 0.532 0.020
#> T0_CT_E06 3 0.0622 0.87340 0.000 0.000 0.980 0.008 0.000 0.012
#> T0_CT_E07 3 0.1173 0.87269 0.000 0.000 0.960 0.016 0.008 0.016
#> T0_CT_E08 3 0.1225 0.86793 0.000 0.000 0.952 0.012 0.000 0.036
#> T0_CT_E09 3 0.0622 0.87257 0.000 0.000 0.980 0.008 0.000 0.012
#> T0_CT_E10 6 0.7659 0.23043 0.008 0.184 0.180 0.208 0.004 0.416
#> T0_CT_E11 3 0.0964 0.87228 0.000 0.000 0.968 0.016 0.004 0.012
#> T0_CT_E12 3 0.1542 0.87074 0.000 0.000 0.944 0.024 0.016 0.016
#> T0_CT_F01 3 0.0520 0.87126 0.000 0.000 0.984 0.008 0.000 0.008
#> T0_CT_F02 3 0.1364 0.87182 0.000 0.000 0.952 0.020 0.012 0.016
#> T0_CT_F03 3 0.0881 0.87237 0.000 0.000 0.972 0.008 0.008 0.012
#> T0_CT_F04 3 0.1180 0.87204 0.000 0.000 0.960 0.016 0.012 0.012
#> T0_CT_F05 3 0.2917 0.83056 0.000 0.040 0.872 0.040 0.000 0.048
#> T0_CT_F06 3 0.0508 0.87281 0.000 0.000 0.984 0.004 0.000 0.012
#> T0_CT_F07 3 0.5455 0.67245 0.004 0.036 0.696 0.116 0.016 0.132
#> T0_CT_F09 2 0.3767 0.61454 0.000 0.804 0.016 0.088 0.000 0.092
#> T0_CT_F11 3 0.1065 0.87391 0.000 0.000 0.964 0.008 0.008 0.020
#> T0_CT_F12 3 0.1269 0.87136 0.000 0.000 0.956 0.020 0.012 0.012
#> T0_CT_G01 3 0.0767 0.87302 0.000 0.000 0.976 0.004 0.012 0.008
#> T0_CT_G02 3 0.5979 0.58444 0.004 0.000 0.632 0.116 0.156 0.092
#> T0_CT_G03 3 0.0984 0.87186 0.000 0.000 0.968 0.012 0.012 0.008
#> T0_CT_G04 3 0.1391 0.86639 0.000 0.000 0.944 0.016 0.000 0.040
#> T0_CT_G07 3 0.1767 0.85910 0.000 0.012 0.932 0.020 0.000 0.036
#> T0_CT_G08 3 0.1401 0.86633 0.000 0.004 0.948 0.020 0.000 0.028
#> T0_CT_G09 5 0.3020 0.54390 0.032 0.000 0.000 0.064 0.864 0.040
#> T0_CT_G11 5 0.6757 0.31571 0.048 0.000 0.120 0.192 0.576 0.064
#> T0_CT_H01 5 0.5728 0.34061 0.048 0.000 0.032 0.232 0.640 0.048
#> T0_CT_H02 3 0.6957 0.03501 0.000 0.260 0.464 0.108 0.000 0.168
#> T0_CT_H04 3 0.1624 0.86876 0.000 0.000 0.936 0.020 0.004 0.040
#> T0_CT_H05 3 0.6479 0.27552 0.000 0.000 0.492 0.168 0.288 0.052
#> T0_CT_H08 3 0.4045 0.79122 0.000 0.000 0.792 0.064 0.040 0.104
#> T0_CT_H09 5 0.8354 -0.01328 0.000 0.044 0.228 0.220 0.296 0.212
#> T0_CT_H12 3 0.4717 0.72795 0.000 0.000 0.744 0.088 0.104 0.064
#> T24_CT_A01 1 0.5920 0.62879 0.628 0.000 0.016 0.184 0.136 0.036
#> T24_CT_A03 2 0.2201 0.66495 0.000 0.904 0.004 0.056 0.000 0.036
#> T24_CT_A04 2 0.4217 0.60507 0.000 0.780 0.040 0.096 0.000 0.084
#> T24_CT_A05 1 0.6369 0.30785 0.520 0.000 0.328 0.076 0.056 0.020
#> T24_CT_A07 2 0.2527 0.67133 0.000 0.880 0.000 0.084 0.004 0.032
#> T24_CT_A08 1 0.2533 0.81865 0.884 0.000 0.000 0.056 0.004 0.056
#> T24_CT_A09 1 0.2987 0.81584 0.856 0.000 0.000 0.080 0.056 0.008
#> T24_CT_A10 5 0.5418 0.22728 0.096 0.004 0.000 0.296 0.592 0.012
#> T24_CT_B01 5 0.6202 -0.07908 0.204 0.000 0.000 0.380 0.404 0.012
#> T24_CT_B02 1 0.4094 0.76964 0.772 0.000 0.000 0.108 0.108 0.012
#> T24_CT_B03 2 0.3483 0.67231 0.000 0.820 0.000 0.120 0.020 0.040
#> T24_CT_B05 2 0.2837 0.65630 0.000 0.840 0.004 0.144 0.004 0.008
#> T24_CT_B06 2 0.2085 0.68135 0.000 0.912 0.000 0.024 0.008 0.056
#> T24_CT_B07 1 0.1863 0.81850 0.920 0.000 0.000 0.044 0.000 0.036
#> T24_CT_B08 2 0.3453 0.62141 0.000 0.788 0.004 0.180 0.000 0.028
#> T24_CT_B09 1 0.1078 0.82962 0.964 0.000 0.000 0.016 0.008 0.012
#> T24_CT_B11 3 0.3233 0.81232 0.016 0.000 0.856 0.072 0.044 0.012
#> T24_CT_C01 1 0.1599 0.83020 0.940 0.000 0.000 0.028 0.024 0.008
#> T24_CT_C02 2 0.3304 0.64553 0.000 0.816 0.000 0.140 0.004 0.040
#> T24_CT_C03 4 0.7120 0.49004 0.248 0.156 0.008 0.492 0.088 0.008
#> T24_CT_C05 2 0.3944 0.61529 0.000 0.764 0.008 0.184 0.004 0.040
#> T24_CT_C07 2 0.4757 0.52426 0.000 0.680 0.000 0.244 0.028 0.048
#> T24_CT_C08 2 0.2179 0.65957 0.000 0.900 0.000 0.036 0.000 0.064
#> T24_CT_C09 2 0.4499 0.57143 0.000 0.720 0.008 0.196 0.004 0.072
#> T24_CT_C10 1 0.5952 0.29802 0.488 0.000 0.000 0.232 0.276 0.004
#> T24_CT_C11 2 0.6481 0.04943 0.120 0.524 0.012 0.304 0.028 0.012
#> T24_CT_C12 2 0.2265 0.67190 0.000 0.896 0.000 0.076 0.004 0.024
#> T24_CT_D01 2 0.3804 0.60491 0.000 0.756 0.004 0.212 0.012 0.016
#> T24_CT_D02 2 0.3610 0.62678 0.000 0.788 0.020 0.176 0.004 0.012
#> T24_CT_D03 2 0.2452 0.66359 0.000 0.892 0.008 0.044 0.000 0.056
#> T24_CT_D04 1 0.3005 0.82350 0.864 0.000 0.000 0.052 0.060 0.024
#> T24_CT_D05 1 0.3728 0.78037 0.800 0.004 0.000 0.132 0.056 0.008
#> T24_CT_D06 1 0.4704 0.69814 0.704 0.000 0.000 0.132 0.156 0.008
#> T24_CT_D07 4 0.7832 0.43161 0.176 0.324 0.020 0.376 0.084 0.020
#> T24_CT_D08 2 0.3073 0.65592 0.000 0.832 0.004 0.140 0.004 0.020
#> T24_CT_D09 2 0.2259 0.66447 0.000 0.904 0.008 0.044 0.000 0.044
#> T24_CT_D10 2 0.2934 0.65864 0.000 0.864 0.016 0.076 0.000 0.044
#> T24_CT_D11 2 0.1148 0.67426 0.000 0.960 0.004 0.020 0.000 0.016
#> T24_CT_E01 5 0.3593 0.56095 0.048 0.004 0.000 0.028 0.828 0.092
#> T24_CT_E02 1 0.5696 0.46092 0.560 0.000 0.000 0.184 0.248 0.008
#> T24_CT_E04 2 0.4354 0.61705 0.000 0.764 0.000 0.048 0.056 0.132
#> T24_CT_E05 1 0.1334 0.82782 0.948 0.000 0.000 0.032 0.000 0.020
#> T24_CT_E07 4 0.6621 0.35094 0.000 0.372 0.000 0.396 0.188 0.044
#> T24_CT_E09 1 0.4125 0.76545 0.776 0.000 0.004 0.136 0.068 0.016
#> T24_CT_E11 1 0.2604 0.81261 0.872 0.000 0.000 0.028 0.096 0.004
#> T24_CT_E12 2 0.4616 0.58912 0.000 0.728 0.000 0.176 0.056 0.040
#> T24_CT_F01 2 0.4569 0.52384 0.000 0.692 0.000 0.244 0.028 0.036
#> T24_CT_F02 2 0.3628 0.64934 0.000 0.816 0.032 0.112 0.000 0.040
#> T24_CT_F03 5 0.3526 0.48601 0.040 0.000 0.000 0.124 0.816 0.020
#> T24_CT_F04 4 0.6371 0.46676 0.020 0.108 0.012 0.544 0.296 0.020
#> T24_CT_F05 5 0.4619 0.40444 0.096 0.000 0.000 0.192 0.704 0.008
#> T24_CT_F07 4 0.6479 0.31889 0.156 0.028 0.000 0.524 0.272 0.020
#> T24_CT_F08 1 0.4450 0.71587 0.720 0.000 0.000 0.188 0.084 0.008
#> T24_CT_F09 2 0.5192 0.48296 0.000 0.704 0.116 0.088 0.000 0.092
#> T24_CT_F10 4 0.7190 0.55774 0.048 0.256 0.044 0.496 0.152 0.004
#> T24_CT_F11 5 0.3115 0.54090 0.016 0.004 0.000 0.084 0.856 0.040
#> T24_CT_F12 2 0.6239 0.49342 0.000 0.628 0.112 0.148 0.020 0.092
#> T24_CT_G01 2 0.2872 0.66025 0.000 0.864 0.008 0.076 0.000 0.052
#> T24_CT_G02 1 0.1245 0.82911 0.952 0.000 0.000 0.016 0.000 0.032
#> T24_CT_G03 1 0.2272 0.83082 0.900 0.000 0.000 0.056 0.040 0.004
#> T24_CT_G04 2 0.4531 0.54447 0.008 0.700 0.004 0.248 0.024 0.016
#> T24_CT_G05 2 0.2890 0.66461 0.000 0.844 0.004 0.128 0.000 0.024
#> T24_CT_G06 1 0.4725 0.64492 0.684 0.000 0.000 0.108 0.204 0.004
#> T24_CT_G08 1 0.1757 0.83003 0.928 0.000 0.000 0.052 0.008 0.012
#> T24_CT_G10 2 0.2687 0.66305 0.000 0.860 0.004 0.120 0.004 0.012
#> T24_CT_G11 1 0.2307 0.82769 0.900 0.000 0.000 0.064 0.024 0.012
#> T24_CT_G12 1 0.6777 0.42707 0.516 0.000 0.052 0.200 0.216 0.016
#> T24_CT_H01 3 0.2295 0.85351 0.000 0.000 0.904 0.052 0.028 0.016
#> T24_CT_H02 1 0.3579 0.77947 0.808 0.000 0.000 0.064 0.120 0.008
#> T24_CT_H03 2 0.2936 0.66405 0.000 0.856 0.000 0.060 0.004 0.080
#> T24_CT_H05 5 0.5753 0.35461 0.188 0.000 0.000 0.164 0.612 0.036
#> T24_CT_H07 5 0.6638 0.36370 0.252 0.000 0.000 0.068 0.496 0.184
#> T24_CT_H09 1 0.2563 0.81930 0.880 0.000 0.000 0.084 0.028 0.008
#> T24_CT_H12 1 0.4094 0.77845 0.776 0.000 0.000 0.100 0.108 0.016
#> T48_CT_A01 6 0.5376 0.14512 0.000 0.404 0.008 0.028 0.036 0.524
#> T48_CT_A02 2 0.2071 0.68082 0.000 0.916 0.000 0.044 0.012 0.028
#> T48_CT_A03 1 0.2344 0.81729 0.896 0.000 0.000 0.048 0.004 0.052
#> T48_CT_A04 2 0.2520 0.66248 0.000 0.872 0.000 0.008 0.012 0.108
#> T48_CT_A05 2 0.5517 0.51250 0.000 0.672 0.000 0.084 0.124 0.120
#> T48_CT_A06 1 0.2965 0.78948 0.848 0.000 0.000 0.080 0.000 0.072
#> T48_CT_A07 3 0.2002 0.85162 0.000 0.028 0.920 0.012 0.000 0.040
#> T48_CT_A08 2 0.4390 0.48552 0.000 0.676 0.000 0.004 0.048 0.272
#> T48_CT_A09 5 0.5199 0.36712 0.236 0.000 0.000 0.116 0.636 0.012
#> T48_CT_A10 2 0.2039 0.67626 0.000 0.904 0.000 0.020 0.000 0.076
#> T48_CT_A11 2 0.1719 0.67653 0.000 0.932 0.000 0.032 0.004 0.032
#> T48_CT_A12 5 0.3634 0.54923 0.012 0.000 0.000 0.064 0.808 0.116
#> T48_CT_B01 2 0.2119 0.68039 0.000 0.904 0.000 0.060 0.000 0.036
#> T48_CT_B02 2 0.3806 0.63758 0.000 0.784 0.000 0.160 0.020 0.036
#> T48_CT_B03 1 0.2389 0.80626 0.888 0.000 0.000 0.052 0.000 0.060
#> T48_CT_B04 1 0.1642 0.82315 0.936 0.000 0.000 0.028 0.004 0.032
#> T48_CT_B06 2 0.5304 0.40341 0.000 0.632 0.000 0.024 0.096 0.248
#> T48_CT_B08 1 0.3433 0.78989 0.816 0.000 0.000 0.040 0.132 0.012
#> T48_CT_B10 2 0.4143 0.62315 0.000 0.780 0.000 0.028 0.084 0.108
#> T48_CT_B11 2 0.5698 -0.00908 0.000 0.476 0.008 0.008 0.096 0.412
#> T48_CT_B12 5 0.3752 0.51330 0.000 0.008 0.000 0.080 0.796 0.116
#> T48_CT_C01 2 0.5009 0.45535 0.000 0.672 0.000 0.012 0.128 0.188
#> T48_CT_C02 1 0.3961 0.72779 0.764 0.000 0.000 0.112 0.000 0.124
#> T48_CT_C03 2 0.7072 0.18166 0.000 0.476 0.000 0.164 0.184 0.176
#> T48_CT_C04 1 0.2630 0.80334 0.872 0.000 0.000 0.064 0.000 0.064
#> T48_CT_C05 2 0.3329 0.63661 0.000 0.792 0.000 0.020 0.004 0.184
#> T48_CT_C06 5 0.7219 -0.27864 0.000 0.308 0.000 0.084 0.324 0.284
#> T48_CT_C07 5 0.4714 0.34561 0.052 0.000 0.000 0.268 0.664 0.016
#> T48_CT_C09 2 0.3418 0.65445 0.000 0.824 0.024 0.020 0.004 0.128
#> T48_CT_C10 5 0.4835 0.46941 0.172 0.000 0.000 0.080 0.712 0.036
#> T48_CT_C11 2 0.5431 0.28503 0.000 0.592 0.000 0.012 0.120 0.276
#> T48_CT_D01 5 0.7020 -0.33276 0.000 0.320 0.000 0.240 0.372 0.068
#> T48_CT_D02 5 0.4241 0.48568 0.016 0.000 0.000 0.136 0.760 0.088
#> T48_CT_D03 1 0.3235 0.77788 0.824 0.000 0.000 0.032 0.136 0.008
#> T48_CT_D04 2 0.3511 0.65987 0.004 0.820 0.004 0.048 0.004 0.120
#> T48_CT_D06 2 0.4403 0.55704 0.000 0.712 0.020 0.024 0.008 0.236
#> T48_CT_D07 2 0.6151 -0.17260 0.000 0.440 0.000 0.008 0.228 0.324
#> T48_CT_D08 5 0.6121 0.24618 0.364 0.000 0.000 0.052 0.488 0.096
#> T48_CT_D09 2 0.6494 0.21915 0.000 0.516 0.000 0.280 0.104 0.100
#> T48_CT_D10 5 0.5261 0.30828 0.000 0.032 0.000 0.256 0.636 0.076
#> T48_CT_D11 2 0.5984 0.21064 0.000 0.552 0.064 0.068 0.004 0.312
#> T48_CT_D12 1 0.2515 0.82849 0.892 0.000 0.000 0.052 0.016 0.040
#> T48_CT_E01 5 0.6899 -0.05224 0.000 0.240 0.000 0.068 0.436 0.256
#> T48_CT_E02 5 0.3190 0.55046 0.008 0.004 0.000 0.044 0.844 0.100
#> T48_CT_E03 5 0.5912 0.42666 0.036 0.056 0.000 0.116 0.668 0.124
#> T48_CT_E04 5 0.3973 0.50117 0.000 0.004 0.000 0.036 0.728 0.232
#> T48_CT_E05 2 0.5262 0.55064 0.000 0.696 0.000 0.076 0.108 0.120
#> T48_CT_E06 1 0.2001 0.83001 0.920 0.000 0.000 0.044 0.020 0.016
#> T48_CT_E07 1 0.1679 0.83132 0.936 0.000 0.000 0.016 0.036 0.012
#> T48_CT_E08 2 0.1674 0.67307 0.000 0.924 0.004 0.004 0.000 0.068
#> T48_CT_E10 1 0.1296 0.82861 0.952 0.000 0.000 0.012 0.032 0.004
#> T48_CT_E11 5 0.5811 0.21728 0.328 0.000 0.004 0.128 0.528 0.012
#> T48_CT_E12 3 0.3556 0.69142 0.000 0.140 0.808 0.024 0.000 0.028
#> T48_CT_F01 2 0.3394 0.65224 0.000 0.832 0.000 0.028 0.036 0.104
#> T48_CT_F02 5 0.3025 0.55696 0.016 0.004 0.000 0.032 0.860 0.088
#> T48_CT_F03 5 0.5083 0.46108 0.020 0.004 0.000 0.040 0.584 0.352
#> T48_CT_F05 2 0.6173 -0.24584 0.000 0.400 0.000 0.008 0.220 0.372
#> T48_CT_F07 5 0.4973 0.54463 0.108 0.000 0.000 0.044 0.712 0.136
#> T48_CT_F09 2 0.3248 0.64498 0.000 0.828 0.000 0.052 0.004 0.116
#> T48_CT_F10 5 0.3761 0.56088 0.044 0.008 0.000 0.032 0.820 0.096
#> T48_CT_F11 1 0.3897 0.72271 0.760 0.000 0.000 0.036 0.192 0.012
#> T48_CT_G01 1 0.5766 0.47971 0.580 0.000 0.012 0.140 0.260 0.008
#> T48_CT_G02 2 0.4005 0.58885 0.000 0.744 0.004 0.016 0.020 0.216
#> T48_CT_G03 2 0.3455 0.66396 0.000 0.836 0.000 0.076 0.036 0.052
#> T48_CT_G07 2 0.3280 0.63857 0.000 0.808 0.000 0.028 0.004 0.160
#> T48_CT_G08 2 0.6323 0.38727 0.000 0.592 0.004 0.096 0.144 0.164
#> T48_CT_G09 2 0.7296 0.01308 0.000 0.432 0.000 0.180 0.188 0.200
#> T48_CT_G10 1 0.3325 0.78144 0.848 0.000 0.084 0.036 0.008 0.024
#> T48_CT_G11 5 0.4894 0.31482 0.080 0.000 0.000 0.268 0.644 0.008
#> T48_CT_G12 2 0.1933 0.67992 0.000 0.920 0.004 0.044 0.000 0.032
#> T48_CT_H01 2 0.6095 0.00437 0.000 0.496 0.000 0.032 0.132 0.340
#> T48_CT_H02 6 0.7281 0.25913 0.072 0.344 0.000 0.016 0.188 0.380
#> T48_CT_H04 1 0.4041 0.73866 0.772 0.000 0.008 0.108 0.000 0.112
#> T48_CT_H05 2 0.2504 0.66499 0.000 0.880 0.004 0.088 0.000 0.028
#> T48_CT_H06 2 0.3041 0.66265 0.000 0.856 0.000 0.036 0.020 0.088
#> T48_CT_H07 4 0.6621 0.38506 0.016 0.092 0.004 0.488 0.344 0.056
#> T48_CT_H08 2 0.1949 0.66539 0.000 0.904 0.000 0.004 0.004 0.088
#> T48_CT_H11 5 0.4704 0.46672 0.000 0.032 0.000 0.040 0.684 0.244
#> T48_CT_H12 6 0.6334 0.29315 0.000 0.344 0.000 0.032 0.168 0.456
#> T72_CT_A01 2 0.5263 0.34776 0.000 0.624 0.012 0.116 0.000 0.248
#> T72_CT_A05 2 0.5646 0.35483 0.000 0.616 0.048 0.096 0.000 0.240
#> T72_CT_A08 5 0.5304 0.47645 0.152 0.000 0.000 0.104 0.684 0.060
#> T72_CT_A09 2 0.2002 0.67240 0.000 0.908 0.004 0.012 0.000 0.076
#> T72_CT_A11 2 0.3254 0.63449 0.000 0.820 0.000 0.056 0.000 0.124
#> T72_CT_B01 2 0.3330 0.62748 0.000 0.828 0.008 0.056 0.000 0.108
#> T72_CT_B02 1 0.2122 0.83307 0.916 0.000 0.000 0.032 0.028 0.024
#> T72_CT_B03 5 0.5574 0.49207 0.160 0.000 0.000 0.076 0.660 0.104
#> T72_CT_B04 1 0.1636 0.82701 0.936 0.000 0.000 0.024 0.004 0.036
#> T72_CT_B05 2 0.7109 -0.28451 0.000 0.340 0.000 0.072 0.320 0.268
#> T72_CT_B06 1 0.3877 0.78270 0.800 0.000 0.000 0.040 0.116 0.044
#> T72_CT_B08 3 0.2982 0.77117 0.000 0.096 0.856 0.016 0.000 0.032
#> T72_CT_B09 1 0.2144 0.81690 0.908 0.000 0.000 0.040 0.004 0.048
#> T72_CT_B11 5 0.4235 0.54638 0.072 0.000 0.000 0.068 0.784 0.076
#> T72_CT_B12 2 0.5198 0.31510 0.000 0.576 0.004 0.020 0.048 0.352
#> T72_CT_C04 2 0.3733 0.62450 0.000 0.784 0.016 0.012 0.012 0.176
#> T72_CT_C06 5 0.4582 0.42815 0.012 0.012 0.000 0.008 0.596 0.372
#> T72_CT_C07 2 0.6652 0.06865 0.000 0.516 0.184 0.084 0.000 0.216
#> T72_CT_C09 5 0.4457 0.37781 0.004 0.016 0.000 0.004 0.564 0.412
#> T72_CT_C11 3 0.5256 0.27156 0.000 0.296 0.608 0.024 0.000 0.072
#> T72_CT_D01 2 0.3091 0.65566 0.000 0.824 0.004 0.024 0.000 0.148
#> T72_CT_D03 1 0.4182 0.71025 0.796 0.076 0.008 0.044 0.000 0.076
#> T72_CT_D04 2 0.5769 0.31799 0.000 0.568 0.028 0.020 0.060 0.324
#> T72_CT_D05 5 0.6324 0.42414 0.176 0.008 0.000 0.024 0.512 0.280
#> T72_CT_D07 5 0.5955 0.44198 0.088 0.008 0.000 0.032 0.528 0.344
#> T72_CT_D10 5 0.7666 -0.21961 0.008 0.312 0.000 0.180 0.336 0.164
#> T72_CT_D11 1 0.2570 0.82767 0.892 0.000 0.000 0.036 0.032 0.040
#> T72_CT_E04 5 0.4606 0.47717 0.016 0.012 0.000 0.012 0.636 0.324
#> T72_CT_E05 2 0.4337 0.62079 0.000 0.748 0.004 0.052 0.020 0.176
#> T72_CT_E07 2 0.4873 0.59343 0.004 0.716 0.036 0.036 0.012 0.196
#> T72_CT_F01 6 0.6332 0.25614 0.000 0.324 0.000 0.012 0.260 0.404
#> T72_CT_F05 2 0.3101 0.65901 0.000 0.820 0.000 0.032 0.000 0.148
#> T72_CT_F07 5 0.5163 0.52070 0.096 0.000 0.000 0.020 0.648 0.236
#> T72_CT_F10 2 0.4690 0.43867 0.000 0.624 0.004 0.008 0.036 0.328
#> T72_CT_F11 2 0.4497 0.52867 0.000 0.744 0.136 0.024 0.000 0.096
#> T72_CT_G03 1 0.2519 0.82273 0.892 0.000 0.000 0.044 0.016 0.048
#> T72_CT_G04 1 0.3205 0.81419 0.852 0.000 0.000 0.040 0.072 0.036
#> T72_CT_G06 3 0.6017 -0.18113 0.000 0.424 0.444 0.048 0.000 0.084
#> T72_CT_G08 3 0.6169 0.31663 0.000 0.008 0.532 0.032 0.304 0.124
#> T72_CT_G10 2 0.5742 0.11813 0.000 0.532 0.000 0.008 0.160 0.300
#> T72_CT_G11 5 0.4924 0.50722 0.020 0.000 0.000 0.052 0.632 0.296
#> T72_CT_H01 2 0.2393 0.66020 0.000 0.892 0.004 0.040 0.000 0.064
#> T72_CT_H03 2 0.3992 0.58443 0.000 0.756 0.000 0.008 0.052 0.184
#> T72_CT_H05 3 0.2274 0.84572 0.000 0.028 0.908 0.028 0.000 0.036
#> T72_CT_H08 3 0.3485 0.75863 0.000 0.096 0.828 0.024 0.000 0.052
#> T72_CT_H09 3 0.1944 0.86259 0.000 0.000 0.924 0.036 0.024 0.016
#> T72_CT_H10 5 0.3528 0.55267 0.004 0.004 0.000 0.036 0.800 0.156
#> T72_CT_H11 5 0.2809 0.55055 0.004 0.000 0.000 0.020 0.848 0.128
#> T72_CT_H12 2 0.4433 0.55411 0.000 0.720 0.000 0.012 0.068 0.200
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> MAD:NMF 263 6.78e-06 2.31e-06 1.25e-27 2
#> MAD:NMF 251 1.98e-28 1.28e-25 7.53e-51 3
#> MAD:NMF 247 7.22e-33 6.98e-36 5.28e-53 4
#> MAD:NMF 209 2.37e-29 4.35e-32 4.64e-45 5
#> MAD:NMF 185 1.09e-23 7.68e-27 3.76e-42 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["ATC", "hclust"]
# you can also extract it by
# res = res_list["ATC:hclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
#> Subgroups are detected by 'hclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.372 0.752 0.827 0.306 0.742 0.742
#> 3 3 0.362 0.495 0.814 0.393 0.972 0.962
#> 4 4 0.422 0.606 0.813 0.259 0.750 0.654
#> 5 5 0.521 0.631 0.824 0.107 0.914 0.822
#> 6 6 0.527 0.614 0.822 0.096 0.909 0.781
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.3733 0.824 0.072 0.928
#> T0_CT_A03 2 0.9522 0.402 0.372 0.628
#> T0_CT_A05 2 0.9522 0.402 0.372 0.628
#> T0_CT_A06 2 0.5294 0.780 0.120 0.880
#> T0_CT_A07 2 0.9522 0.402 0.372 0.628
#> T0_CT_A08 2 0.5408 0.805 0.124 0.876
#> T0_CT_A10 2 0.9323 0.450 0.348 0.652
#> T0_CT_A11 2 0.4690 0.793 0.100 0.900
#> T0_CT_B01 2 0.2043 0.852 0.032 0.968
#> T0_CT_B03 2 0.9393 0.437 0.356 0.644
#> T0_CT_B05 2 0.2043 0.852 0.032 0.968
#> T0_CT_B07 2 0.4690 0.808 0.100 0.900
#> T0_CT_B08 2 0.9393 0.437 0.356 0.644
#> T0_CT_B09 2 0.9522 0.402 0.372 0.628
#> T0_CT_C02 2 0.9393 0.437 0.356 0.644
#> T0_CT_C03 2 0.1633 0.854 0.024 0.976
#> T0_CT_C05 2 0.0000 0.854 0.000 1.000
#> T0_CT_C06 2 0.2043 0.852 0.032 0.968
#> T0_CT_C07 2 0.7453 0.659 0.212 0.788
#> T0_CT_C08 2 0.9427 0.428 0.360 0.640
#> T0_CT_C09 2 0.4690 0.793 0.100 0.900
#> T0_CT_C11 2 0.0000 0.854 0.000 1.000
#> T0_CT_C12 2 0.9522 0.402 0.372 0.628
#> T0_CT_D01 2 0.3274 0.832 0.060 0.940
#> T0_CT_D02 2 0.7453 0.659 0.212 0.788
#> T0_CT_D03 2 0.9522 0.402 0.372 0.628
#> T0_CT_D05 2 0.1843 0.851 0.028 0.972
#> T0_CT_D06 2 0.9393 0.437 0.356 0.644
#> T0_CT_D07 2 0.5059 0.794 0.112 0.888
#> T0_CT_D08 2 0.9393 0.437 0.356 0.644
#> T0_CT_D09 2 0.0000 0.854 0.000 1.000
#> T0_CT_D11 2 0.0000 0.854 0.000 1.000
#> T0_CT_D12 2 0.9427 0.428 0.360 0.640
#> T0_CT_E01 2 0.9522 0.402 0.372 0.628
#> T0_CT_E03 2 0.7453 0.659 0.212 0.788
#> T0_CT_E04 2 0.0000 0.854 0.000 1.000
#> T0_CT_E05 2 0.0938 0.853 0.012 0.988
#> T0_CT_E06 2 0.8081 0.611 0.248 0.752
#> T0_CT_E07 2 0.9323 0.450 0.348 0.652
#> T0_CT_E08 2 0.9393 0.437 0.356 0.644
#> T0_CT_E09 2 0.7376 0.674 0.208 0.792
#> T0_CT_E10 2 0.4690 0.793 0.100 0.900
#> T0_CT_E11 2 0.9427 0.428 0.360 0.640
#> T0_CT_E12 2 0.7674 0.643 0.224 0.776
#> T0_CT_F01 2 0.9522 0.402 0.372 0.628
#> T0_CT_F02 2 0.9427 0.428 0.360 0.640
#> T0_CT_F03 2 0.9522 0.402 0.372 0.628
#> T0_CT_F04 2 0.9427 0.428 0.360 0.640
#> T0_CT_F05 2 0.0938 0.853 0.012 0.988
#> T0_CT_F06 2 0.9491 0.409 0.368 0.632
#> T0_CT_F07 2 0.1633 0.853 0.024 0.976
#> T0_CT_F09 2 0.0000 0.854 0.000 1.000
#> T0_CT_F11 2 0.7602 0.648 0.220 0.780
#> T0_CT_F12 2 0.9522 0.402 0.372 0.628
#> T0_CT_G01 2 0.9522 0.402 0.372 0.628
#> T0_CT_G02 2 0.2043 0.852 0.032 0.968
#> T0_CT_G03 2 0.8555 0.563 0.280 0.720
#> T0_CT_G04 2 0.9393 0.437 0.356 0.644
#> T0_CT_G07 2 0.9393 0.437 0.356 0.644
#> T0_CT_G08 2 0.9393 0.437 0.356 0.644
#> T0_CT_G09 2 0.1184 0.852 0.016 0.984
#> T0_CT_G11 2 0.2043 0.852 0.032 0.968
#> T0_CT_H01 2 0.2043 0.852 0.032 0.968
#> T0_CT_H02 2 0.0000 0.854 0.000 1.000
#> T0_CT_H04 2 0.7602 0.655 0.220 0.780
#> T0_CT_H05 2 0.2043 0.852 0.032 0.968
#> T0_CT_H08 2 0.1843 0.851 0.028 0.972
#> T0_CT_H09 2 0.2043 0.852 0.032 0.968
#> T0_CT_H12 2 0.2043 0.852 0.032 0.968
#> T24_CT_A01 2 0.3114 0.842 0.056 0.944
#> T24_CT_A03 2 0.0376 0.854 0.004 0.996
#> T24_CT_A04 2 0.0000 0.854 0.000 1.000
#> T24_CT_A05 2 0.9491 0.411 0.368 0.632
#> T24_CT_A07 2 0.0376 0.854 0.004 0.996
#> T24_CT_A08 2 0.4161 0.825 0.084 0.916
#> T24_CT_A09 2 0.3274 0.840 0.060 0.940
#> T24_CT_A10 2 0.1414 0.851 0.020 0.980
#> T24_CT_B01 2 0.2423 0.845 0.040 0.960
#> T24_CT_B02 2 0.2948 0.838 0.052 0.948
#> T24_CT_B03 2 0.5294 0.777 0.120 0.880
#> T24_CT_B05 2 0.0000 0.854 0.000 1.000
#> T24_CT_B06 2 0.0000 0.854 0.000 1.000
#> T24_CT_B07 2 0.4690 0.813 0.100 0.900
#> T24_CT_B08 2 0.0000 0.854 0.000 1.000
#> T24_CT_B09 2 0.4690 0.813 0.100 0.900
#> T24_CT_B11 2 0.9522 0.402 0.372 0.628
#> T24_CT_C01 2 0.4690 0.813 0.100 0.900
#> T24_CT_C02 2 0.0672 0.855 0.008 0.992
#> T24_CT_C03 2 0.2236 0.846 0.036 0.964
#> T24_CT_C05 2 0.0000 0.854 0.000 1.000
#> T24_CT_C07 2 0.0000 0.854 0.000 1.000
#> T24_CT_C08 2 0.0000 0.854 0.000 1.000
#> T24_CT_C09 2 0.1414 0.853 0.020 0.980
#> T24_CT_C10 2 0.3274 0.840 0.060 0.940
#> T24_CT_C11 2 0.1414 0.852 0.020 0.980
#> T24_CT_C12 2 0.0376 0.854 0.004 0.996
#> T24_CT_D01 2 0.0000 0.854 0.000 1.000
#> T24_CT_D02 2 0.1414 0.852 0.020 0.980
#> T24_CT_D03 2 0.0000 0.854 0.000 1.000
#> T24_CT_D04 2 0.2778 0.841 0.048 0.952
#> T24_CT_D05 2 0.2423 0.850 0.040 0.960
#> T24_CT_D06 2 0.3274 0.840 0.060 0.940
#> T24_CT_D07 2 0.2043 0.852 0.032 0.968
#> T24_CT_D08 2 0.0376 0.854 0.004 0.996
#> T24_CT_D09 2 0.1184 0.851 0.016 0.984
#> T24_CT_D10 2 0.0376 0.854 0.004 0.996
#> T24_CT_D11 2 0.0000 0.854 0.000 1.000
#> T24_CT_E01 2 0.1184 0.852 0.016 0.984
#> T24_CT_E02 2 0.2948 0.838 0.052 0.948
#> T24_CT_E04 2 0.0000 0.854 0.000 1.000
#> T24_CT_E05 2 0.4690 0.813 0.100 0.900
#> T24_CT_E07 2 0.4562 0.796 0.096 0.904
#> T24_CT_E09 2 0.3431 0.837 0.064 0.936
#> T24_CT_E11 2 0.2778 0.841 0.048 0.952
#> T24_CT_E12 2 0.0000 0.854 0.000 1.000
#> T24_CT_F01 2 0.0000 0.854 0.000 1.000
#> T24_CT_F02 2 0.0000 0.854 0.000 1.000
#> T24_CT_F03 2 0.1414 0.851 0.020 0.980
#> T24_CT_F04 2 0.0938 0.853 0.012 0.988
#> T24_CT_F05 2 0.1414 0.851 0.020 0.980
#> T24_CT_F07 2 0.0938 0.853 0.012 0.988
#> T24_CT_F08 2 0.3431 0.837 0.064 0.936
#> T24_CT_F09 2 0.1414 0.850 0.020 0.980
#> T24_CT_F10 2 0.4939 0.789 0.108 0.892
#> T24_CT_F11 2 0.1414 0.851 0.020 0.980
#> T24_CT_F12 2 0.7745 0.641 0.228 0.772
#> T24_CT_G01 2 0.0376 0.854 0.004 0.996
#> T24_CT_G02 2 0.5059 0.804 0.112 0.888
#> T24_CT_G03 2 0.3431 0.837 0.064 0.936
#> T24_CT_G04 2 0.0938 0.852 0.012 0.988
#> T24_CT_G05 2 0.0376 0.854 0.004 0.996
#> T24_CT_G06 2 0.3274 0.840 0.060 0.940
#> T24_CT_G08 2 0.3431 0.837 0.064 0.936
#> T24_CT_G10 2 0.0938 0.852 0.012 0.988
#> T24_CT_G11 2 0.3431 0.837 0.064 0.936
#> T24_CT_G12 2 0.2778 0.840 0.048 0.952
#> T24_CT_H01 2 0.9522 0.402 0.372 0.628
#> T24_CT_H02 2 0.2778 0.841 0.048 0.952
#> T24_CT_H03 2 0.0000 0.854 0.000 1.000
#> T24_CT_H05 2 0.2423 0.845 0.040 0.960
#> T24_CT_H07 2 0.2603 0.842 0.044 0.956
#> T24_CT_H09 2 0.3431 0.837 0.064 0.936
#> T24_CT_H12 2 0.2778 0.840 0.048 0.952
#> T48_CT_A01 2 0.2603 0.838 0.044 0.956
#> T48_CT_A02 2 0.0000 0.854 0.000 1.000
#> T48_CT_A03 2 0.5059 0.804 0.112 0.888
#> T48_CT_A04 2 0.0000 0.854 0.000 1.000
#> T48_CT_A05 2 0.5946 0.746 0.144 0.856
#> T48_CT_A06 2 0.5059 0.804 0.112 0.888
#> T48_CT_A07 2 0.9635 0.356 0.388 0.612
#> T48_CT_A08 2 0.2043 0.845 0.032 0.968
#> T48_CT_A09 2 0.1414 0.851 0.020 0.980
#> T48_CT_A10 2 0.0376 0.854 0.004 0.996
#> T48_CT_A11 2 0.0000 0.854 0.000 1.000
#> T48_CT_A12 2 0.1184 0.852 0.016 0.984
#> T48_CT_B01 2 0.0376 0.854 0.004 0.996
#> T48_CT_B02 2 0.0000 0.854 0.000 1.000
#> T48_CT_B03 2 0.5059 0.804 0.112 0.888
#> T48_CT_B04 2 0.5059 0.804 0.112 0.888
#> T48_CT_B06 2 0.0376 0.854 0.004 0.996
#> T48_CT_B08 2 0.2948 0.842 0.052 0.948
#> T48_CT_B10 2 0.0000 0.854 0.000 1.000
#> T48_CT_B11 2 0.0000 0.854 0.000 1.000
#> T48_CT_B12 2 0.2423 0.850 0.040 0.960
#> T48_CT_C01 2 0.0000 0.854 0.000 1.000
#> T48_CT_C02 2 0.4690 0.793 0.100 0.900
#> T48_CT_C03 2 0.0000 0.854 0.000 1.000
#> T48_CT_C04 2 0.5059 0.804 0.112 0.888
#> T48_CT_C05 2 0.4161 0.805 0.084 0.916
#> T48_CT_C06 2 0.4562 0.801 0.096 0.904
#> T48_CT_C07 2 0.1184 0.855 0.016 0.984
#> T48_CT_C09 2 0.2948 0.838 0.052 0.948
#> T48_CT_C10 2 0.2603 0.848 0.044 0.956
#> T48_CT_C11 2 0.0376 0.854 0.004 0.996
#> T48_CT_D01 2 0.0376 0.854 0.004 0.996
#> T48_CT_D02 2 0.1184 0.852 0.016 0.984
#> T48_CT_D03 2 0.2603 0.843 0.044 0.956
#> T48_CT_D04 2 0.0000 0.854 0.000 1.000
#> T48_CT_D06 2 0.2603 0.838 0.044 0.956
#> T48_CT_D07 2 0.0000 0.854 0.000 1.000
#> T48_CT_D08 2 0.2423 0.846 0.040 0.960
#> T48_CT_D09 2 0.0376 0.854 0.004 0.996
#> T48_CT_D10 2 0.0938 0.853 0.012 0.988
#> T48_CT_D11 2 0.7056 0.646 0.192 0.808
#> T48_CT_D12 2 0.5059 0.804 0.112 0.888
#> T48_CT_E01 2 0.5737 0.753 0.136 0.864
#> T48_CT_E02 2 0.1184 0.852 0.016 0.984
#> T48_CT_E03 2 0.4939 0.789 0.108 0.892
#> T48_CT_E04 2 0.2423 0.850 0.040 0.960
#> T48_CT_E05 2 0.0000 0.854 0.000 1.000
#> T48_CT_E06 2 0.5059 0.804 0.112 0.888
#> T48_CT_E07 2 0.5408 0.805 0.124 0.876
#> T48_CT_E08 2 0.0000 0.854 0.000 1.000
#> T48_CT_E10 2 0.2948 0.842 0.052 0.948
#> T48_CT_E11 2 0.2236 0.850 0.036 0.964
#> T48_CT_E12 2 0.9635 0.356 0.388 0.612
#> T48_CT_F01 2 0.0000 0.854 0.000 1.000
#> T48_CT_F02 2 0.1184 0.852 0.016 0.984
#> T48_CT_F03 2 0.1414 0.851 0.020 0.980
#> T48_CT_F05 2 0.0000 0.854 0.000 1.000
#> T48_CT_F07 2 0.2423 0.846 0.040 0.960
#> T48_CT_F09 2 0.0000 0.854 0.000 1.000
#> T48_CT_F10 2 0.1184 0.852 0.016 0.984
#> T48_CT_F11 2 0.2778 0.848 0.048 0.952
#> T48_CT_G01 2 0.3114 0.843 0.056 0.944
#> T48_CT_G02 2 0.0672 0.853 0.008 0.992
#> T48_CT_G03 2 0.0000 0.854 0.000 1.000
#> T48_CT_G07 2 0.0000 0.854 0.000 1.000
#> T48_CT_G08 2 0.6801 0.691 0.180 0.820
#> T48_CT_G09 2 0.6801 0.691 0.180 0.820
#> T48_CT_G10 2 0.9522 0.402 0.372 0.628
#> T48_CT_G11 2 0.1414 0.854 0.020 0.980
#> T48_CT_G12 2 0.0000 0.854 0.000 1.000
#> T48_CT_H01 2 0.0672 0.855 0.008 0.992
#> T48_CT_H02 2 0.6801 0.691 0.180 0.820
#> T48_CT_H04 2 0.4690 0.793 0.100 0.900
#> T48_CT_H05 2 0.0376 0.854 0.004 0.996
#> T48_CT_H06 2 0.0000 0.854 0.000 1.000
#> T48_CT_H07 2 0.0938 0.853 0.012 0.988
#> T48_CT_H08 2 0.3114 0.830 0.056 0.944
#> T48_CT_H11 2 0.1184 0.852 0.016 0.984
#> T48_CT_H12 2 0.0000 0.854 0.000 1.000
#> T72_CT_A01 1 0.9983 0.580 0.524 0.476
#> T72_CT_A05 2 0.9996 -0.492 0.488 0.512
#> T72_CT_A08 1 0.9323 0.812 0.652 0.348
#> T72_CT_A09 1 0.7883 0.891 0.764 0.236
#> T72_CT_A11 1 0.8327 0.893 0.736 0.264
#> T72_CT_B01 1 0.9983 0.580 0.524 0.476
#> T72_CT_B02 1 0.9087 0.843 0.676 0.324
#> T72_CT_B03 1 0.9358 0.808 0.648 0.352
#> T72_CT_B04 1 0.8713 0.874 0.708 0.292
#> T72_CT_B05 1 0.8081 0.899 0.752 0.248
#> T72_CT_B06 1 0.8713 0.874 0.708 0.292
#> T72_CT_B08 1 0.7674 0.857 0.776 0.224
#> T72_CT_B09 2 0.8207 0.579 0.256 0.744
#> T72_CT_B11 1 0.8144 0.899 0.748 0.252
#> T72_CT_B12 1 0.8144 0.898 0.748 0.252
#> T72_CT_C04 2 0.9815 -0.246 0.420 0.580
#> T72_CT_C06 1 0.8081 0.899 0.752 0.248
#> T72_CT_C07 2 0.9129 0.219 0.328 0.672
#> T72_CT_C09 1 0.8081 0.899 0.752 0.248
#> T72_CT_C11 1 0.4690 0.753 0.900 0.100
#> T72_CT_D01 1 0.8144 0.898 0.748 0.252
#> T72_CT_D03 1 0.8144 0.899 0.748 0.252
#> T72_CT_D04 1 0.8144 0.898 0.748 0.252
#> T72_CT_D05 1 0.8081 0.899 0.752 0.248
#> T72_CT_D07 1 0.8081 0.899 0.752 0.248
#> T72_CT_D10 1 0.8081 0.899 0.752 0.248
#> T72_CT_D11 1 0.9427 0.796 0.640 0.360
#> T72_CT_E04 1 0.9393 0.801 0.644 0.356
#> T72_CT_E05 1 0.8144 0.898 0.748 0.252
#> T72_CT_E07 1 0.9522 0.781 0.628 0.372
#> T72_CT_F01 1 0.8386 0.892 0.732 0.268
#> T72_CT_F05 1 0.9000 0.853 0.684 0.316
#> T72_CT_F07 1 0.8144 0.899 0.748 0.252
#> T72_CT_F10 1 0.8144 0.898 0.748 0.252
#> T72_CT_F11 1 0.8016 0.888 0.756 0.244
#> T72_CT_G03 1 0.9970 0.546 0.532 0.468
#> T72_CT_G04 1 0.9922 0.604 0.552 0.448
#> T72_CT_G06 1 0.9954 0.614 0.540 0.460
#> T72_CT_G08 2 0.9922 -0.336 0.448 0.552
#> T72_CT_G10 1 0.8144 0.898 0.748 0.252
#> T72_CT_G11 2 0.4690 0.802 0.100 0.900
#> T72_CT_H01 2 0.9977 -0.435 0.472 0.528
#> T72_CT_H03 1 0.8144 0.898 0.748 0.252
#> T72_CT_H05 1 0.4690 0.753 0.900 0.100
#> T72_CT_H08 2 0.9850 0.232 0.428 0.572
#> T72_CT_H09 1 0.4690 0.753 0.900 0.100
#> T72_CT_H10 1 0.8207 0.898 0.744 0.256
#> T72_CT_H11 1 0.8081 0.899 0.752 0.248
#> T72_CT_H12 1 0.8144 0.898 0.748 0.252
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 2 0.3802 0.6153 0.032 0.888 0.080
#> T0_CT_A03 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_A05 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_A06 2 0.5343 0.5200 0.052 0.816 0.132
#> T0_CT_A07 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_A08 2 0.7169 0.1487 0.088 0.704 0.208
#> T0_CT_A10 2 0.8821 0.1048 0.128 0.524 0.348
#> T0_CT_A11 2 0.6341 -0.0741 0.016 0.672 0.312
#> T0_CT_B01 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_B03 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_B05 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_B07 2 0.4092 0.6080 0.036 0.876 0.088
#> T0_CT_B08 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_B09 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_C02 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_C03 2 0.1832 0.6799 0.008 0.956 0.036
#> T0_CT_C05 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_C06 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_C07 2 0.7298 0.3455 0.100 0.700 0.200
#> T0_CT_C08 2 0.9141 0.0724 0.152 0.488 0.360
#> T0_CT_C09 2 0.6341 -0.0741 0.016 0.672 0.312
#> T0_CT_C11 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_C12 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_D01 2 0.3406 0.6312 0.028 0.904 0.068
#> T0_CT_D02 2 0.7413 0.3339 0.104 0.692 0.204
#> T0_CT_D03 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_D05 2 0.1919 0.6774 0.020 0.956 0.024
#> T0_CT_D06 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_D07 2 0.4964 0.5530 0.048 0.836 0.116
#> T0_CT_D08 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_D09 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_D11 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_D12 2 0.9141 0.0724 0.152 0.488 0.360
#> T0_CT_E01 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_E03 2 0.7298 0.3455 0.100 0.700 0.200
#> T0_CT_E04 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_E05 2 0.0592 0.6825 0.000 0.988 0.012
#> T0_CT_E06 2 0.7814 0.2709 0.104 0.652 0.244
#> T0_CT_E07 2 0.8850 0.0978 0.128 0.516 0.356
#> T0_CT_E08 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_E09 2 0.7153 0.3418 0.092 0.708 0.200
#> T0_CT_E10 2 0.6341 -0.0741 0.016 0.672 0.312
#> T0_CT_E11 2 0.9141 0.0724 0.152 0.488 0.360
#> T0_CT_E12 2 0.7543 0.3154 0.104 0.680 0.216
#> T0_CT_F01 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_F02 2 0.9141 0.0724 0.152 0.488 0.360
#> T0_CT_F03 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_F04 2 0.9141 0.0724 0.152 0.488 0.360
#> T0_CT_F05 2 0.1129 0.6825 0.004 0.976 0.020
#> T0_CT_F06 2 0.9234 0.0534 0.160 0.476 0.364
#> T0_CT_F07 2 0.1781 0.6793 0.020 0.960 0.020
#> T0_CT_F09 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_F11 2 0.7501 0.3217 0.104 0.684 0.212
#> T0_CT_F12 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_G01 2 0.9243 0.0490 0.160 0.472 0.368
#> T0_CT_G02 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_G03 2 0.8293 0.2088 0.120 0.608 0.272
#> T0_CT_G04 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_G07 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_G08 2 0.9130 0.0768 0.152 0.492 0.356
#> T0_CT_G09 2 0.0747 0.6818 0.000 0.984 0.016
#> T0_CT_G11 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_H01 2 0.1751 0.6819 0.012 0.960 0.028
#> T0_CT_H02 2 0.0475 0.6865 0.004 0.992 0.004
#> T0_CT_H04 2 0.7501 0.3242 0.104 0.684 0.212
#> T0_CT_H05 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_H08 2 0.1919 0.6774 0.020 0.956 0.024
#> T0_CT_H09 2 0.1905 0.6790 0.016 0.956 0.028
#> T0_CT_H12 2 0.2176 0.6757 0.020 0.948 0.032
#> T24_CT_A01 2 0.3619 0.5658 0.000 0.864 0.136
#> T24_CT_A03 2 0.0237 0.6862 0.004 0.996 0.000
#> T24_CT_A04 2 0.0475 0.6865 0.004 0.992 0.004
#> T24_CT_A05 2 0.9212 0.0477 0.156 0.472 0.372
#> T24_CT_A07 2 0.0237 0.6862 0.004 0.996 0.000
#> T24_CT_A08 2 0.4883 0.3928 0.004 0.788 0.208
#> T24_CT_A09 2 0.4062 0.5133 0.000 0.836 0.164
#> T24_CT_A10 2 0.1753 0.6617 0.000 0.952 0.048
#> T24_CT_B01 2 0.3038 0.6015 0.000 0.896 0.104
#> T24_CT_B02 2 0.3941 0.5197 0.000 0.844 0.156
#> T24_CT_B03 2 0.3500 0.5868 0.116 0.880 0.004
#> T24_CT_B05 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_B07 2 0.5896 0.0858 0.008 0.700 0.292
#> T24_CT_B08 2 0.0475 0.6865 0.004 0.992 0.004
#> T24_CT_B09 2 0.5623 0.1510 0.004 0.716 0.280
#> T24_CT_B11 2 0.9243 0.0490 0.160 0.472 0.368
#> T24_CT_C01 2 0.5327 0.1989 0.000 0.728 0.272
#> T24_CT_C02 2 0.0661 0.6866 0.008 0.988 0.004
#> T24_CT_C03 2 0.2356 0.6422 0.000 0.928 0.072
#> T24_CT_C05 2 0.0475 0.6865 0.004 0.992 0.004
#> T24_CT_C07 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_C08 2 0.0237 0.6865 0.004 0.996 0.000
#> T24_CT_C09 2 0.1129 0.6803 0.004 0.976 0.020
#> T24_CT_C10 2 0.4172 0.5194 0.004 0.840 0.156
#> T24_CT_C11 2 0.1964 0.6537 0.000 0.944 0.056
#> T24_CT_C12 2 0.0237 0.6862 0.004 0.996 0.000
#> T24_CT_D01 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_D02 2 0.1015 0.6837 0.012 0.980 0.008
#> T24_CT_D03 2 0.0237 0.6865 0.004 0.996 0.000
#> T24_CT_D04 2 0.3686 0.5468 0.000 0.860 0.140
#> T24_CT_D05 2 0.2939 0.6345 0.012 0.916 0.072
#> T24_CT_D06 2 0.3686 0.5546 0.000 0.860 0.140
#> T24_CT_D07 2 0.2492 0.6582 0.016 0.936 0.048
#> T24_CT_D08 2 0.0237 0.6862 0.004 0.996 0.000
#> T24_CT_D09 2 0.1315 0.6814 0.020 0.972 0.008
#> T24_CT_D10 2 0.0237 0.6862 0.004 0.996 0.000
#> T24_CT_D11 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_E01 2 0.0747 0.6818 0.000 0.984 0.016
#> T24_CT_E02 2 0.4233 0.5041 0.004 0.836 0.160
#> T24_CT_E04 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_E05 2 0.5588 0.1736 0.004 0.720 0.276
#> T24_CT_E07 2 0.3030 0.6146 0.092 0.904 0.004
#> T24_CT_E09 2 0.4521 0.4770 0.004 0.816 0.180
#> T24_CT_E11 2 0.3686 0.5468 0.000 0.860 0.140
#> T24_CT_E12 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_F02 2 0.0237 0.6868 0.000 0.996 0.004
#> T24_CT_F03 2 0.1031 0.6782 0.000 0.976 0.024
#> T24_CT_F04 2 0.0747 0.6813 0.000 0.984 0.016
#> T24_CT_F05 2 0.0892 0.6804 0.000 0.980 0.020
#> T24_CT_F07 2 0.0747 0.6813 0.000 0.984 0.016
#> T24_CT_F08 2 0.4178 0.4969 0.000 0.828 0.172
#> T24_CT_F09 2 0.1453 0.6791 0.024 0.968 0.008
#> T24_CT_F10 2 0.3454 0.5984 0.104 0.888 0.008
#> T24_CT_F11 2 0.1031 0.6782 0.000 0.976 0.024
#> T24_CT_F12 2 0.7657 0.2974 0.116 0.676 0.208
#> T24_CT_G01 2 0.0237 0.6862 0.004 0.996 0.000
#> T24_CT_G02 2 0.6200 -0.0432 0.012 0.676 0.312
#> T24_CT_G03 2 0.4291 0.4781 0.000 0.820 0.180
#> T24_CT_G04 2 0.1182 0.6835 0.012 0.976 0.012
#> T24_CT_G05 2 0.0475 0.6864 0.004 0.992 0.004
#> T24_CT_G06 2 0.4172 0.5194 0.004 0.840 0.156
#> T24_CT_G08 2 0.4291 0.4781 0.000 0.820 0.180
#> T24_CT_G10 2 0.0592 0.6845 0.012 0.988 0.000
#> T24_CT_G11 2 0.4629 0.4546 0.004 0.808 0.188
#> T24_CT_G12 2 0.3412 0.5822 0.000 0.876 0.124
#> T24_CT_H01 2 0.9243 0.0490 0.160 0.472 0.368
#> T24_CT_H02 2 0.3619 0.5537 0.000 0.864 0.136
#> T24_CT_H03 2 0.0000 0.6866 0.000 1.000 0.000
#> T24_CT_H05 2 0.2711 0.6220 0.000 0.912 0.088
#> T24_CT_H07 2 0.3267 0.5860 0.000 0.884 0.116
#> T24_CT_H09 2 0.4235 0.4876 0.000 0.824 0.176
#> T24_CT_H12 2 0.3412 0.5822 0.000 0.876 0.124
#> T48_CT_A01 2 0.1643 0.6688 0.044 0.956 0.000
#> T48_CT_A02 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_A03 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_A04 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_A05 2 0.3918 0.5488 0.140 0.856 0.004
#> T48_CT_A06 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_A07 2 0.9290 0.0200 0.164 0.464 0.372
#> T48_CT_A08 2 0.1289 0.6774 0.032 0.968 0.000
#> T48_CT_A09 2 0.1031 0.6782 0.000 0.976 0.024
#> T48_CT_A10 2 0.0237 0.6858 0.000 0.996 0.004
#> T48_CT_A11 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_A12 2 0.0747 0.6818 0.000 0.984 0.016
#> T48_CT_B01 2 0.0237 0.6858 0.000 0.996 0.004
#> T48_CT_B02 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_B03 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_B04 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_B06 2 0.0237 0.6863 0.004 0.996 0.000
#> T48_CT_B08 2 0.4413 0.5016 0.008 0.832 0.160
#> T48_CT_B10 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_B12 2 0.1751 0.6783 0.028 0.960 0.012
#> T48_CT_C01 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_C02 2 0.6369 -0.0928 0.016 0.668 0.316
#> T48_CT_C03 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_C04 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_C05 2 0.2625 0.6264 0.084 0.916 0.000
#> T48_CT_C06 2 0.3030 0.6197 0.092 0.904 0.004
#> T48_CT_C07 2 0.0829 0.6836 0.004 0.984 0.012
#> T48_CT_C09 2 0.2063 0.6648 0.044 0.948 0.008
#> T48_CT_C10 2 0.3038 0.6036 0.000 0.896 0.104
#> T48_CT_C11 2 0.0237 0.6863 0.004 0.996 0.000
#> T48_CT_D01 2 0.0237 0.6858 0.000 0.996 0.004
#> T48_CT_D02 2 0.0747 0.6818 0.000 0.984 0.016
#> T48_CT_D03 2 0.3551 0.5604 0.000 0.868 0.132
#> T48_CT_D04 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_D06 2 0.1643 0.6686 0.044 0.956 0.000
#> T48_CT_D07 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_D08 2 0.3551 0.5592 0.000 0.868 0.132
#> T48_CT_D09 2 0.0237 0.6858 0.000 0.996 0.004
#> T48_CT_D10 2 0.0592 0.6825 0.000 0.988 0.012
#> T48_CT_D11 2 0.5435 0.3983 0.192 0.784 0.024
#> T48_CT_D12 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_E01 2 0.3784 0.5600 0.132 0.864 0.004
#> T48_CT_E02 2 0.0747 0.6818 0.000 0.984 0.016
#> T48_CT_E03 2 0.3454 0.5984 0.104 0.888 0.008
#> T48_CT_E04 2 0.1751 0.6783 0.028 0.960 0.012
#> T48_CT_E05 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_E06 2 0.6200 -0.0432 0.012 0.676 0.312
#> T48_CT_E07 2 0.7124 0.1696 0.088 0.708 0.204
#> T48_CT_E08 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_E10 2 0.4353 0.5104 0.008 0.836 0.156
#> T48_CT_E11 2 0.3038 0.6020 0.000 0.896 0.104
#> T48_CT_E12 2 0.9290 0.0200 0.164 0.464 0.372
#> T48_CT_F01 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_F02 2 0.0747 0.6818 0.000 0.984 0.016
#> T48_CT_F03 2 0.1031 0.6775 0.000 0.976 0.024
#> T48_CT_F05 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_F07 2 0.3192 0.5906 0.000 0.888 0.112
#> T48_CT_F09 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_F10 2 0.0892 0.6798 0.000 0.980 0.020
#> T48_CT_F11 2 0.4291 0.5182 0.008 0.840 0.152
#> T48_CT_G01 2 0.3752 0.5515 0.000 0.856 0.144
#> T48_CT_G02 2 0.0424 0.6868 0.008 0.992 0.000
#> T48_CT_G03 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_G08 2 0.4465 0.4805 0.176 0.820 0.004
#> T48_CT_G09 2 0.4465 0.4805 0.176 0.820 0.004
#> T48_CT_G10 2 0.9243 0.0490 0.160 0.472 0.368
#> T48_CT_G11 2 0.1878 0.6631 0.004 0.952 0.044
#> T48_CT_G12 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_H01 2 0.0424 0.6862 0.000 0.992 0.008
#> T48_CT_H02 2 0.4465 0.4805 0.176 0.820 0.004
#> T48_CT_H04 2 0.6369 -0.0928 0.016 0.668 0.316
#> T48_CT_H05 2 0.0237 0.6858 0.000 0.996 0.004
#> T48_CT_H06 2 0.0000 0.6866 0.000 1.000 0.000
#> T48_CT_H07 2 0.0592 0.6825 0.000 0.988 0.012
#> T48_CT_H08 2 0.1964 0.6573 0.056 0.944 0.000
#> T48_CT_H11 2 0.0747 0.6818 0.000 0.984 0.016
#> T48_CT_H12 2 0.0000 0.6866 0.000 1.000 0.000
#> T72_CT_A01 1 0.6667 0.2020 0.616 0.368 0.016
#> T72_CT_A05 1 0.6950 0.0576 0.572 0.408 0.020
#> T72_CT_A08 1 0.7462 0.6526 0.696 0.124 0.180
#> T72_CT_A09 1 0.1765 0.7717 0.956 0.040 0.004
#> T72_CT_A11 1 0.3112 0.7657 0.900 0.096 0.004
#> T72_CT_B01 1 0.6667 0.2020 0.616 0.368 0.016
#> T72_CT_B02 1 0.7644 0.6373 0.632 0.072 0.296
#> T72_CT_B03 1 0.7245 0.6665 0.712 0.120 0.168
#> T72_CT_B04 1 0.6867 0.6717 0.672 0.040 0.288
#> T72_CT_B05 1 0.3554 0.7736 0.900 0.036 0.064
#> T72_CT_B06 1 0.6867 0.6717 0.672 0.040 0.288
#> T72_CT_B08 1 0.6625 0.6741 0.744 0.080 0.176
#> T72_CT_B09 3 0.8686 0.0000 0.104 0.432 0.464
#> T72_CT_B11 1 0.3832 0.7724 0.888 0.036 0.076
#> T72_CT_B12 1 0.2772 0.7742 0.916 0.080 0.004
#> T72_CT_C04 2 0.6683 -0.3806 0.496 0.496 0.008
#> T72_CT_C06 1 0.3742 0.7731 0.892 0.036 0.072
#> T72_CT_C07 2 0.6758 -0.1658 0.360 0.620 0.020
#> T72_CT_C09 1 0.3742 0.7731 0.892 0.036 0.072
#> T72_CT_C11 1 0.5986 0.6118 0.704 0.012 0.284
#> T72_CT_D01 1 0.2772 0.7742 0.916 0.080 0.004
#> T72_CT_D03 1 0.4058 0.7751 0.880 0.044 0.076
#> T72_CT_D04 1 0.2682 0.7756 0.920 0.076 0.004
#> T72_CT_D05 1 0.3742 0.7731 0.892 0.036 0.072
#> T72_CT_D07 1 0.3742 0.7731 0.892 0.036 0.072
#> T72_CT_D10 1 0.3554 0.7736 0.900 0.036 0.064
#> T72_CT_D11 1 0.8250 0.5979 0.600 0.108 0.292
#> T72_CT_E04 1 0.7309 0.6601 0.708 0.124 0.168
#> T72_CT_E05 1 0.2682 0.7756 0.920 0.076 0.004
#> T72_CT_E07 1 0.4978 0.5967 0.780 0.216 0.004
#> T72_CT_F01 1 0.3272 0.7604 0.892 0.104 0.004
#> T72_CT_F05 1 0.4473 0.6951 0.828 0.164 0.008
#> T72_CT_F07 1 0.3921 0.7718 0.884 0.036 0.080
#> T72_CT_F10 1 0.2682 0.7756 0.920 0.076 0.004
#> T72_CT_F11 1 0.4094 0.7572 0.872 0.100 0.028
#> T72_CT_G03 1 0.9391 0.2676 0.504 0.212 0.284
#> T72_CT_G04 1 0.9161 0.3771 0.532 0.188 0.280
#> T72_CT_G06 1 0.7388 0.2269 0.600 0.356 0.044
#> T72_CT_G08 1 0.7278 -0.1688 0.516 0.456 0.028
#> T72_CT_G10 1 0.2772 0.7747 0.916 0.080 0.004
#> T72_CT_G11 2 0.5588 0.4187 0.124 0.808 0.068
#> T72_CT_H01 1 0.6779 -0.1056 0.544 0.444 0.012
#> T72_CT_H03 1 0.2682 0.7756 0.920 0.076 0.004
#> T72_CT_H05 1 0.5986 0.6118 0.704 0.012 0.284
#> T72_CT_H08 2 0.9606 -0.0586 0.204 0.428 0.368
#> T72_CT_H09 1 0.5986 0.6118 0.704 0.012 0.284
#> T72_CT_H10 1 0.3921 0.7717 0.884 0.036 0.080
#> T72_CT_H11 1 0.3742 0.7731 0.892 0.036 0.072
#> T72_CT_H12 1 0.2682 0.7756 0.920 0.076 0.004
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 2 0.4153 0.5051 0.008 0.784 0.204 0.004
#> T0_CT_A03 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_A05 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_A06 2 0.5054 0.2560 0.008 0.660 0.328 0.004
#> T0_CT_A07 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_A08 2 0.6206 -0.5651 0.404 0.540 0.000 0.056
#> T0_CT_A10 3 0.4040 0.8382 0.000 0.248 0.752 0.000
#> T0_CT_A11 2 0.7041 -0.6205 0.432 0.468 0.092 0.008
#> T0_CT_B01 2 0.2561 0.7195 0.016 0.912 0.068 0.004
#> T0_CT_B03 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_B05 2 0.2485 0.7236 0.016 0.916 0.064 0.004
#> T0_CT_B07 2 0.4471 0.4776 0.016 0.768 0.212 0.004
#> T0_CT_B08 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_B09 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_C02 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_C03 2 0.2759 0.7367 0.052 0.904 0.044 0.000
#> T0_CT_C05 2 0.0895 0.7593 0.000 0.976 0.020 0.004
#> T0_CT_C06 2 0.2561 0.7195 0.016 0.912 0.068 0.004
#> T0_CT_C07 2 0.5459 -0.2732 0.008 0.512 0.476 0.004
#> T0_CT_C08 3 0.3486 0.9055 0.000 0.188 0.812 0.000
#> T0_CT_C09 2 0.7041 -0.6205 0.432 0.468 0.092 0.008
#> T0_CT_C11 2 0.0895 0.7593 0.000 0.976 0.020 0.004
#> T0_CT_C12 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_D01 2 0.3863 0.5537 0.008 0.812 0.176 0.004
#> T0_CT_D02 2 0.5461 -0.2838 0.008 0.508 0.480 0.004
#> T0_CT_D03 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_D05 2 0.2441 0.7201 0.012 0.916 0.068 0.004
#> T0_CT_D06 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_D07 2 0.4841 0.3604 0.012 0.712 0.272 0.004
#> T0_CT_D08 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_D09 2 0.0895 0.7593 0.000 0.976 0.020 0.004
#> T0_CT_D11 2 0.0895 0.7593 0.000 0.976 0.020 0.004
#> T0_CT_D12 3 0.3486 0.9055 0.000 0.188 0.812 0.000
#> T0_CT_E01 3 0.3266 0.9011 0.000 0.168 0.832 0.000
#> T0_CT_E03 2 0.5454 -0.2455 0.008 0.520 0.468 0.004
#> T0_CT_E04 2 0.1004 0.7579 0.000 0.972 0.024 0.004
#> T0_CT_E05 2 0.1211 0.7515 0.040 0.960 0.000 0.000
#> T0_CT_E06 3 0.5244 0.4748 0.008 0.436 0.556 0.000
#> T0_CT_E07 3 0.3907 0.8583 0.000 0.232 0.768 0.000
#> T0_CT_E08 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_E09 2 0.5158 -0.2610 0.000 0.524 0.472 0.004
#> T0_CT_E10 2 0.7041 -0.6205 0.432 0.468 0.092 0.008
#> T0_CT_E11 3 0.3486 0.9055 0.000 0.188 0.812 0.000
#> T0_CT_E12 3 0.5463 0.3471 0.008 0.484 0.504 0.004
#> T0_CT_F01 3 0.3266 0.9011 0.000 0.168 0.832 0.000
#> T0_CT_F02 3 0.3486 0.9055 0.000 0.188 0.812 0.000
#> T0_CT_F03 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T0_CT_F04 3 0.3486 0.9055 0.000 0.188 0.812 0.000
#> T0_CT_F05 2 0.1489 0.7466 0.000 0.952 0.044 0.004
#> T0_CT_F06 3 0.3356 0.9033 0.000 0.176 0.824 0.000
#> T0_CT_F07 2 0.2515 0.7174 0.012 0.912 0.072 0.004
#> T0_CT_F09 2 0.0895 0.7593 0.000 0.976 0.020 0.004
#> T0_CT_F11 3 0.5463 0.3356 0.008 0.488 0.500 0.004
#> T0_CT_F12 3 0.3356 0.9017 0.000 0.176 0.824 0.000
#> T0_CT_G01 3 0.3266 0.9010 0.000 0.168 0.832 0.000
#> T0_CT_G02 2 0.2485 0.7236 0.016 0.916 0.064 0.004
#> T0_CT_G03 3 0.4978 0.5927 0.004 0.384 0.612 0.000
#> T0_CT_G04 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_G07 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_G08 3 0.3528 0.9045 0.000 0.192 0.808 0.000
#> T0_CT_G09 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T0_CT_G11 2 0.2485 0.7236 0.016 0.916 0.064 0.004
#> T0_CT_H01 2 0.2300 0.7403 0.028 0.924 0.048 0.000
#> T0_CT_H02 2 0.1004 0.7579 0.000 0.972 0.024 0.004
#> T0_CT_H04 2 0.5576 -0.3221 0.012 0.496 0.488 0.004
#> T0_CT_H05 2 0.2485 0.7236 0.016 0.916 0.064 0.004
#> T0_CT_H08 2 0.2441 0.7201 0.012 0.916 0.068 0.004
#> T0_CT_H09 2 0.2561 0.7195 0.016 0.912 0.068 0.004
#> T0_CT_H12 2 0.2821 0.7090 0.020 0.900 0.076 0.004
#> T24_CT_A01 2 0.4175 0.4786 0.212 0.776 0.012 0.000
#> T24_CT_A03 2 0.0336 0.7655 0.000 0.992 0.000 0.008
#> T24_CT_A04 2 0.0779 0.7611 0.000 0.980 0.016 0.004
#> T24_CT_A05 3 0.3498 0.8939 0.008 0.160 0.832 0.000
#> T24_CT_A07 2 0.0336 0.7655 0.000 0.992 0.000 0.008
#> T24_CT_A08 2 0.4697 -0.1583 0.356 0.644 0.000 0.000
#> T24_CT_A09 2 0.4250 0.2854 0.276 0.724 0.000 0.000
#> T24_CT_A10 2 0.2281 0.7047 0.096 0.904 0.000 0.000
#> T24_CT_B01 2 0.3356 0.5770 0.176 0.824 0.000 0.000
#> T24_CT_B02 2 0.4164 0.3227 0.264 0.736 0.000 0.000
#> T24_CT_B03 2 0.3350 0.6547 0.016 0.864 0.004 0.116
#> T24_CT_B05 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_B06 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_B07 2 0.4985 -0.6584 0.468 0.532 0.000 0.000
#> T24_CT_B08 2 0.0657 0.7630 0.000 0.984 0.012 0.004
#> T24_CT_B09 2 0.4955 -0.5695 0.444 0.556 0.000 0.000
#> T24_CT_B11 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T24_CT_C01 2 0.4907 -0.4741 0.420 0.580 0.000 0.000
#> T24_CT_C02 2 0.0859 0.7666 0.008 0.980 0.004 0.008
#> T24_CT_C03 2 0.2647 0.6793 0.120 0.880 0.000 0.000
#> T24_CT_C05 2 0.0657 0.7630 0.000 0.984 0.012 0.004
#> T24_CT_C07 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_C08 2 0.0657 0.7629 0.000 0.984 0.012 0.004
#> T24_CT_C09 2 0.1151 0.7629 0.024 0.968 0.008 0.000
#> T24_CT_C10 2 0.4103 0.3669 0.256 0.744 0.000 0.000
#> T24_CT_C11 2 0.2839 0.6902 0.108 0.884 0.004 0.004
#> T24_CT_C12 2 0.0336 0.7655 0.000 0.992 0.000 0.008
#> T24_CT_D01 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_D02 2 0.1610 0.7492 0.000 0.952 0.032 0.016
#> T24_CT_D03 2 0.0657 0.7629 0.000 0.984 0.012 0.004
#> T24_CT_D04 2 0.3837 0.4613 0.224 0.776 0.000 0.000
#> T24_CT_D05 2 0.3626 0.6407 0.136 0.844 0.004 0.016
#> T24_CT_D06 2 0.3975 0.4135 0.240 0.760 0.000 0.000
#> T24_CT_D07 2 0.2909 0.7096 0.092 0.888 0.000 0.020
#> T24_CT_D08 2 0.0524 0.7652 0.000 0.988 0.004 0.008
#> T24_CT_D09 2 0.1406 0.7548 0.000 0.960 0.024 0.016
#> T24_CT_D10 2 0.0524 0.7652 0.000 0.988 0.004 0.008
#> T24_CT_D11 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_E01 2 0.1389 0.7481 0.048 0.952 0.000 0.000
#> T24_CT_E02 2 0.4072 0.3808 0.252 0.748 0.000 0.000
#> T24_CT_E04 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_E05 2 0.4925 -0.5033 0.428 0.572 0.000 0.000
#> T24_CT_E07 2 0.2981 0.6903 0.016 0.888 0.004 0.092
#> T24_CT_E09 2 0.4477 0.1253 0.312 0.688 0.000 0.000
#> T24_CT_E11 2 0.3837 0.4613 0.224 0.776 0.000 0.000
#> T24_CT_E12 2 0.0376 0.7652 0.000 0.992 0.004 0.004
#> T24_CT_F01 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_F02 2 0.0592 0.7625 0.000 0.984 0.016 0.000
#> T24_CT_F03 2 0.1474 0.7455 0.052 0.948 0.000 0.000
#> T24_CT_F04 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T24_CT_F05 2 0.1474 0.7459 0.052 0.948 0.000 0.000
#> T24_CT_F07 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T24_CT_F08 2 0.4304 0.2502 0.284 0.716 0.000 0.000
#> T24_CT_F09 2 0.1520 0.7524 0.000 0.956 0.024 0.020
#> T24_CT_F10 2 0.3491 0.6704 0.028 0.864 0.004 0.104
#> T24_CT_F11 2 0.1474 0.7455 0.052 0.948 0.000 0.000
#> T24_CT_F12 3 0.5409 0.3148 0.000 0.492 0.496 0.012
#> T24_CT_G01 2 0.0657 0.7643 0.000 0.984 0.012 0.004
#> T24_CT_G02 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T24_CT_G03 2 0.4406 0.1707 0.300 0.700 0.000 0.000
#> T24_CT_G04 2 0.1943 0.7601 0.032 0.944 0.008 0.016
#> T24_CT_G05 2 0.0712 0.7653 0.004 0.984 0.008 0.004
#> T24_CT_G06 2 0.4103 0.3669 0.256 0.744 0.000 0.000
#> T24_CT_G08 2 0.4406 0.1710 0.300 0.700 0.000 0.000
#> T24_CT_G10 2 0.0592 0.7634 0.000 0.984 0.000 0.016
#> T24_CT_G11 2 0.4477 0.1181 0.312 0.688 0.000 0.000
#> T24_CT_G12 2 0.3751 0.5323 0.196 0.800 0.004 0.000
#> T24_CT_H01 3 0.3219 0.8989 0.000 0.164 0.836 0.000
#> T24_CT_H02 2 0.3801 0.4715 0.220 0.780 0.000 0.000
#> T24_CT_H03 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T24_CT_H05 2 0.2921 0.6419 0.140 0.860 0.000 0.000
#> T24_CT_H07 2 0.3610 0.5210 0.200 0.800 0.000 0.000
#> T24_CT_H09 2 0.4331 0.2305 0.288 0.712 0.000 0.000
#> T24_CT_H12 2 0.3751 0.5323 0.196 0.800 0.004 0.000
#> T48_CT_A01 2 0.1576 0.7433 0.000 0.948 0.004 0.048
#> T48_CT_A02 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_A03 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_A04 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_A05 2 0.3560 0.6140 0.012 0.844 0.004 0.140
#> T48_CT_A06 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_A07 3 0.4287 0.8816 0.012 0.168 0.804 0.016
#> T48_CT_A08 2 0.1118 0.7546 0.000 0.964 0.000 0.036
#> T48_CT_A09 2 0.1557 0.7427 0.056 0.944 0.000 0.000
#> T48_CT_A10 2 0.0376 0.7656 0.004 0.992 0.000 0.004
#> T48_CT_A11 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_A12 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T48_CT_B01 2 0.0376 0.7656 0.004 0.992 0.000 0.004
#> T48_CT_B02 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_B03 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_B04 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_B06 2 0.0336 0.7656 0.000 0.992 0.000 0.008
#> T48_CT_B08 2 0.4134 0.3526 0.260 0.740 0.000 0.000
#> T48_CT_B10 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_B11 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_B12 2 0.2124 0.7491 0.040 0.932 0.000 0.028
#> T48_CT_C01 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_C02 2 0.7046 -0.6403 0.448 0.452 0.092 0.008
#> T48_CT_C03 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_C04 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_C05 2 0.2266 0.7019 0.000 0.912 0.004 0.084
#> T48_CT_C06 2 0.2861 0.6914 0.012 0.892 0.004 0.092
#> T48_CT_C07 2 0.1398 0.7527 0.040 0.956 0.000 0.004
#> T48_CT_C09 2 0.2494 0.7193 0.000 0.916 0.036 0.048
#> T48_CT_C10 2 0.3356 0.5813 0.176 0.824 0.000 0.000
#> T48_CT_C11 2 0.0336 0.7656 0.000 0.992 0.000 0.008
#> T48_CT_D01 2 0.0779 0.7621 0.016 0.980 0.000 0.004
#> T48_CT_D02 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T48_CT_D03 2 0.3764 0.4834 0.216 0.784 0.000 0.000
#> T48_CT_D04 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_D06 2 0.1576 0.7430 0.000 0.948 0.004 0.048
#> T48_CT_D07 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_D08 2 0.3764 0.4822 0.216 0.784 0.000 0.000
#> T48_CT_D09 2 0.0376 0.7656 0.004 0.992 0.000 0.004
#> T48_CT_D10 2 0.1118 0.7538 0.036 0.964 0.000 0.000
#> T48_CT_D11 2 0.4864 0.4645 0.000 0.768 0.060 0.172
#> T48_CT_D12 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_E01 2 0.3573 0.6280 0.016 0.848 0.004 0.132
#> T48_CT_E02 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T48_CT_E03 2 0.3491 0.6704 0.028 0.864 0.004 0.104
#> T48_CT_E04 2 0.2124 0.7491 0.040 0.932 0.000 0.028
#> T48_CT_E05 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_E06 1 0.4996 0.7922 0.516 0.484 0.000 0.000
#> T48_CT_E07 2 0.6197 -0.5550 0.400 0.544 0.000 0.056
#> T48_CT_E08 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_E10 2 0.4134 0.3509 0.260 0.740 0.000 0.000
#> T48_CT_E11 2 0.3400 0.5708 0.180 0.820 0.000 0.000
#> T48_CT_E12 3 0.4287 0.8816 0.012 0.168 0.804 0.016
#> T48_CT_F01 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_F02 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T48_CT_F03 2 0.1557 0.7435 0.056 0.944 0.000 0.000
#> T48_CT_F05 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_F07 2 0.3528 0.5435 0.192 0.808 0.000 0.000
#> T48_CT_F09 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_F10 2 0.1389 0.7481 0.048 0.952 0.000 0.000
#> T48_CT_F11 2 0.4040 0.4037 0.248 0.752 0.000 0.000
#> T48_CT_G01 2 0.4088 0.4341 0.232 0.764 0.004 0.000
#> T48_CT_G02 2 0.0469 0.7654 0.000 0.988 0.000 0.012
#> T48_CT_G03 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_G07 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_G08 2 0.3681 0.5429 0.000 0.816 0.008 0.176
#> T48_CT_G09 2 0.3681 0.5429 0.000 0.816 0.008 0.176
#> T48_CT_G10 3 0.3355 0.8942 0.004 0.160 0.836 0.000
#> T48_CT_G11 2 0.2197 0.7230 0.080 0.916 0.000 0.004
#> T48_CT_G12 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_H01 2 0.0524 0.7666 0.008 0.988 0.000 0.004
#> T48_CT_H02 2 0.4249 0.5373 0.016 0.800 0.008 0.176
#> T48_CT_H04 2 0.7046 -0.6403 0.448 0.452 0.092 0.008
#> T48_CT_H05 2 0.0564 0.7665 0.004 0.988 0.004 0.004
#> T48_CT_H06 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T48_CT_H07 2 0.1118 0.7538 0.036 0.964 0.000 0.000
#> T48_CT_H08 2 0.1637 0.7336 0.000 0.940 0.000 0.060
#> T48_CT_H11 2 0.1302 0.7500 0.044 0.956 0.000 0.000
#> T48_CT_H12 2 0.0188 0.7657 0.000 0.996 0.000 0.004
#> T72_CT_A01 4 0.6187 0.3737 0.000 0.336 0.068 0.596
#> T72_CT_A05 4 0.6386 0.2919 0.000 0.376 0.072 0.552
#> T72_CT_A08 4 0.7094 0.6309 0.292 0.076 0.036 0.596
#> T72_CT_A09 4 0.1059 0.7460 0.000 0.016 0.012 0.972
#> T72_CT_A11 4 0.2635 0.7463 0.000 0.076 0.020 0.904
#> T72_CT_B01 4 0.6187 0.3737 0.000 0.336 0.068 0.596
#> T72_CT_B02 4 0.6742 0.5733 0.444 0.020 0.048 0.488
#> T72_CT_B03 4 0.6960 0.6438 0.268 0.076 0.036 0.620
#> T72_CT_B04 4 0.6094 0.6073 0.416 0.000 0.048 0.536
#> T72_CT_B05 4 0.3617 0.7485 0.108 0.012 0.020 0.860
#> T72_CT_B06 4 0.6094 0.6073 0.416 0.000 0.048 0.536
#> T72_CT_B08 4 0.6818 0.5363 0.044 0.056 0.272 0.628
#> T72_CT_B09 1 0.6798 0.4868 0.620 0.280 0.028 0.072
#> T72_CT_B11 4 0.4020 0.7478 0.128 0.016 0.020 0.836
#> T72_CT_B12 4 0.2335 0.7516 0.000 0.060 0.020 0.920
#> T72_CT_C04 4 0.6277 0.0427 0.000 0.468 0.056 0.476
#> T72_CT_C06 4 0.3910 0.7488 0.120 0.016 0.020 0.844
#> T72_CT_C07 2 0.6091 0.0270 0.000 0.596 0.060 0.344
#> T72_CT_C09 4 0.3791 0.7471 0.120 0.012 0.020 0.848
#> T72_CT_C11 4 0.6701 0.4433 0.108 0.000 0.328 0.564
#> T72_CT_D01 4 0.2335 0.7516 0.000 0.060 0.020 0.920
#> T72_CT_D03 4 0.4393 0.7481 0.140 0.020 0.024 0.816
#> T72_CT_D04 4 0.2256 0.7523 0.000 0.056 0.020 0.924
#> T72_CT_D05 4 0.3910 0.7488 0.120 0.016 0.020 0.844
#> T72_CT_D07 4 0.3965 0.7488 0.124 0.016 0.020 0.840
#> T72_CT_D10 4 0.3617 0.7485 0.108 0.012 0.020 0.860
#> T72_CT_D11 4 0.7213 0.5459 0.444 0.048 0.044 0.464
#> T72_CT_E04 4 0.6995 0.6404 0.264 0.080 0.036 0.620
#> T72_CT_E05 4 0.2256 0.7523 0.000 0.056 0.020 0.924
#> T72_CT_E07 4 0.4375 0.6468 0.000 0.180 0.032 0.788
#> T72_CT_F01 4 0.2775 0.7432 0.000 0.084 0.020 0.896
#> T72_CT_F05 4 0.3907 0.6979 0.000 0.140 0.032 0.828
#> T72_CT_F07 4 0.4074 0.7473 0.132 0.016 0.020 0.832
#> T72_CT_F10 4 0.2256 0.7523 0.000 0.056 0.020 0.924
#> T72_CT_F11 4 0.3541 0.7391 0.024 0.076 0.024 0.876
#> T72_CT_G03 1 0.8116 -0.4178 0.436 0.132 0.040 0.392
#> T72_CT_G04 4 0.8122 0.3957 0.412 0.124 0.044 0.420
#> T72_CT_G06 4 0.6957 0.3837 0.012 0.324 0.096 0.568
#> T72_CT_G08 4 0.6810 0.1184 0.004 0.424 0.084 0.488
#> T72_CT_G10 4 0.2335 0.7519 0.000 0.060 0.020 0.920
#> T72_CT_G11 2 0.4891 0.5061 0.076 0.792 0.008 0.124
#> T72_CT_H01 4 0.6347 0.1721 0.000 0.412 0.064 0.524
#> T72_CT_H03 4 0.2256 0.7523 0.000 0.056 0.020 0.924
#> T72_CT_H05 4 0.6701 0.4433 0.108 0.000 0.328 0.564
#> T72_CT_H08 3 0.5453 0.8225 0.032 0.152 0.764 0.052
#> T72_CT_H09 4 0.6701 0.4433 0.108 0.000 0.328 0.564
#> T72_CT_H10 4 0.3845 0.7462 0.132 0.012 0.016 0.840
#> T72_CT_H11 4 0.3791 0.7471 0.120 0.012 0.020 0.848
#> T72_CT_H12 4 0.2256 0.7523 0.000 0.056 0.020 0.924
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 2 0.4236 0.4583 0.016 0.728 0.248 0.000 0.008
#> T0_CT_A03 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_A05 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_A06 2 0.4841 0.1577 0.016 0.600 0.376 0.000 0.008
#> T0_CT_A07 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_A08 1 0.6091 0.6787 0.480 0.432 0.000 0.064 0.024
#> T0_CT_A10 3 0.2339 0.7712 0.004 0.100 0.892 0.000 0.004
#> T0_CT_A11 1 0.6268 0.6843 0.536 0.320 0.008 0.136 0.000
#> T0_CT_B01 2 0.2795 0.7489 0.028 0.884 0.080 0.000 0.008
#> T0_CT_B03 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_B05 2 0.2734 0.7534 0.028 0.888 0.076 0.000 0.008
#> T0_CT_B07 2 0.4491 0.4155 0.024 0.708 0.260 0.000 0.008
#> T0_CT_B08 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_B09 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_C02 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_C03 2 0.3268 0.7485 0.080 0.856 0.060 0.000 0.004
#> T0_CT_C05 2 0.0932 0.8063 0.004 0.972 0.020 0.000 0.004
#> T0_CT_C06 2 0.2795 0.7489 0.028 0.884 0.080 0.000 0.008
#> T0_CT_C07 3 0.4852 0.3160 0.016 0.380 0.596 0.000 0.008
#> T0_CT_C08 3 0.1043 0.8261 0.000 0.040 0.960 0.000 0.000
#> T0_CT_C09 1 0.6268 0.6843 0.536 0.320 0.008 0.136 0.000
#> T0_CT_C11 2 0.0932 0.8063 0.004 0.972 0.020 0.000 0.004
#> T0_CT_C12 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_D01 2 0.3783 0.5301 0.012 0.768 0.216 0.000 0.004
#> T0_CT_D02 3 0.4841 0.3206 0.016 0.376 0.600 0.000 0.008
#> T0_CT_D03 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_D05 2 0.2615 0.7518 0.020 0.892 0.080 0.000 0.008
#> T0_CT_D06 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_D07 2 0.4775 0.2546 0.020 0.640 0.332 0.000 0.008
#> T0_CT_D08 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_D09 2 0.0932 0.8063 0.004 0.972 0.020 0.000 0.004
#> T0_CT_D11 2 0.0932 0.8063 0.004 0.972 0.020 0.000 0.004
#> T0_CT_D12 3 0.1043 0.8261 0.000 0.040 0.960 0.000 0.000
#> T0_CT_E01 3 0.0609 0.8175 0.000 0.020 0.980 0.000 0.000
#> T0_CT_E03 3 0.4874 0.2985 0.016 0.388 0.588 0.000 0.008
#> T0_CT_E04 2 0.1026 0.8050 0.004 0.968 0.024 0.000 0.004
#> T0_CT_E05 2 0.1357 0.7972 0.048 0.948 0.000 0.004 0.000
#> T0_CT_E06 3 0.4269 0.4971 0.016 0.300 0.684 0.000 0.000
#> T0_CT_E07 3 0.1851 0.7873 0.000 0.088 0.912 0.000 0.000
#> T0_CT_E08 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_E09 3 0.4403 0.1882 0.000 0.436 0.560 0.000 0.004
#> T0_CT_E10 1 0.6268 0.6843 0.536 0.320 0.008 0.136 0.000
#> T0_CT_E11 3 0.1043 0.8261 0.000 0.040 0.960 0.000 0.000
#> T0_CT_E12 3 0.4633 0.3932 0.016 0.348 0.632 0.000 0.004
#> T0_CT_F01 3 0.0609 0.8175 0.000 0.020 0.980 0.000 0.000
#> T0_CT_F02 3 0.1043 0.8261 0.000 0.040 0.960 0.000 0.000
#> T0_CT_F03 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T0_CT_F04 3 0.1043 0.8261 0.000 0.040 0.960 0.000 0.000
#> T0_CT_F05 2 0.1443 0.7944 0.004 0.948 0.044 0.000 0.004
#> T0_CT_F06 3 0.0880 0.8221 0.000 0.032 0.968 0.000 0.000
#> T0_CT_F07 2 0.2824 0.7423 0.024 0.880 0.088 0.000 0.008
#> T0_CT_F09 2 0.0932 0.8063 0.004 0.972 0.020 0.000 0.004
#> T0_CT_F11 3 0.4647 0.3834 0.016 0.352 0.628 0.000 0.004
#> T0_CT_F12 3 0.0880 0.8204 0.000 0.032 0.968 0.000 0.000
#> T0_CT_G01 3 0.0703 0.8193 0.000 0.024 0.976 0.000 0.000
#> T0_CT_G02 2 0.2734 0.7534 0.028 0.888 0.076 0.000 0.008
#> T0_CT_G03 3 0.3863 0.5894 0.012 0.248 0.740 0.000 0.000
#> T0_CT_G04 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_G07 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_G08 3 0.1408 0.8257 0.000 0.044 0.948 0.008 0.000
#> T0_CT_G09 2 0.1502 0.7933 0.056 0.940 0.000 0.004 0.000
#> T0_CT_G11 2 0.2734 0.7534 0.028 0.888 0.076 0.000 0.008
#> T0_CT_H01 2 0.2679 0.7714 0.048 0.892 0.056 0.000 0.004
#> T0_CT_H02 2 0.1026 0.8050 0.004 0.968 0.024 0.000 0.004
#> T0_CT_H04 3 0.4804 0.3517 0.016 0.364 0.612 0.000 0.008
#> T0_CT_H05 2 0.2734 0.7534 0.028 0.888 0.076 0.000 0.008
#> T0_CT_H08 2 0.2824 0.7409 0.024 0.880 0.088 0.000 0.008
#> T0_CT_H09 2 0.2795 0.7489 0.028 0.884 0.080 0.000 0.008
#> T0_CT_H12 2 0.3161 0.7211 0.032 0.860 0.100 0.000 0.008
#> T24_CT_A01 2 0.4086 0.4047 0.284 0.704 0.012 0.000 0.000
#> T24_CT_A03 2 0.0290 0.8131 0.000 0.992 0.000 0.000 0.008
#> T24_CT_A04 2 0.0727 0.8097 0.004 0.980 0.012 0.000 0.004
#> T24_CT_A05 3 0.0798 0.8138 0.008 0.016 0.976 0.000 0.000
#> T24_CT_A07 2 0.0290 0.8131 0.000 0.992 0.000 0.000 0.008
#> T24_CT_A08 2 0.4294 -0.3951 0.468 0.532 0.000 0.000 0.000
#> T24_CT_A09 2 0.4030 0.1866 0.352 0.648 0.000 0.000 0.000
#> T24_CT_A10 2 0.2439 0.7395 0.120 0.876 0.000 0.004 0.000
#> T24_CT_B01 2 0.3424 0.5445 0.240 0.760 0.000 0.000 0.000
#> T24_CT_B02 2 0.4045 0.1590 0.356 0.644 0.000 0.000 0.000
#> T24_CT_B03 2 0.2921 0.7156 0.020 0.856 0.000 0.000 0.124
#> T24_CT_B05 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T24_CT_B06 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T24_CT_B07 1 0.4161 0.7677 0.608 0.392 0.000 0.000 0.000
#> T24_CT_B08 2 0.0613 0.8113 0.004 0.984 0.008 0.000 0.004
#> T24_CT_B09 1 0.4227 0.7247 0.580 0.420 0.000 0.000 0.000
#> T24_CT_B11 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T24_CT_C01 1 0.4278 0.6517 0.548 0.452 0.000 0.000 0.000
#> T24_CT_C02 2 0.0740 0.8133 0.008 0.980 0.000 0.004 0.008
#> T24_CT_C03 2 0.2763 0.7068 0.148 0.848 0.000 0.004 0.000
#> T24_CT_C05 2 0.0613 0.8113 0.004 0.984 0.008 0.000 0.004
#> T24_CT_C07 2 0.0324 0.8131 0.000 0.992 0.000 0.004 0.004
#> T24_CT_C08 2 0.0613 0.8108 0.004 0.984 0.008 0.000 0.004
#> T24_CT_C09 2 0.1012 0.8109 0.020 0.968 0.000 0.012 0.000
#> T24_CT_C10 2 0.3949 0.2758 0.332 0.668 0.000 0.000 0.000
#> T24_CT_C11 2 0.2921 0.7087 0.148 0.844 0.004 0.000 0.004
#> T24_CT_C12 2 0.0290 0.8131 0.000 0.992 0.000 0.000 0.008
#> T24_CT_D01 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T24_CT_D02 2 0.1646 0.7966 0.004 0.944 0.032 0.000 0.020
#> T24_CT_D03 2 0.0613 0.8108 0.004 0.984 0.008 0.000 0.004
#> T24_CT_D04 2 0.3928 0.3850 0.296 0.700 0.000 0.004 0.000
#> T24_CT_D05 2 0.3575 0.6507 0.180 0.800 0.004 0.000 0.016
#> T24_CT_D06 2 0.3857 0.3424 0.312 0.688 0.000 0.000 0.000
#> T24_CT_D07 2 0.2773 0.7503 0.112 0.868 0.000 0.000 0.020
#> T24_CT_D08 2 0.0451 0.8127 0.004 0.988 0.000 0.000 0.008
#> T24_CT_D09 2 0.1885 0.7878 0.004 0.932 0.044 0.000 0.020
#> T24_CT_D10 2 0.0451 0.8127 0.004 0.988 0.000 0.000 0.008
#> T24_CT_D11 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T24_CT_E01 2 0.1571 0.7919 0.060 0.936 0.000 0.004 0.000
#> T24_CT_E02 2 0.3999 0.2190 0.344 0.656 0.000 0.000 0.000
#> T24_CT_E04 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T24_CT_E05 1 0.4262 0.6795 0.560 0.440 0.000 0.000 0.000
#> T24_CT_E07 2 0.2561 0.7503 0.020 0.884 0.000 0.000 0.096
#> T24_CT_E09 2 0.4182 -0.0650 0.400 0.600 0.000 0.000 0.000
#> T24_CT_E11 2 0.3884 0.4110 0.288 0.708 0.000 0.004 0.000
#> T24_CT_E12 2 0.0324 0.8126 0.004 0.992 0.000 0.000 0.004
#> T24_CT_F01 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T24_CT_F02 2 0.0727 0.8112 0.004 0.980 0.012 0.000 0.004
#> T24_CT_F03 2 0.1704 0.7876 0.068 0.928 0.000 0.004 0.000
#> T24_CT_F04 2 0.1484 0.7975 0.048 0.944 0.000 0.008 0.000
#> T24_CT_F05 2 0.1638 0.7897 0.064 0.932 0.000 0.004 0.000
#> T24_CT_F07 2 0.1484 0.7975 0.048 0.944 0.000 0.008 0.000
#> T24_CT_F08 2 0.4060 0.1451 0.360 0.640 0.000 0.000 0.000
#> T24_CT_F09 2 0.1978 0.7850 0.004 0.928 0.044 0.000 0.024
#> T24_CT_F10 2 0.3064 0.7315 0.036 0.856 0.000 0.000 0.108
#> T24_CT_F11 2 0.1638 0.7893 0.064 0.932 0.000 0.004 0.000
#> T24_CT_F12 3 0.5128 0.2546 0.004 0.396 0.572 0.008 0.020
#> T24_CT_G01 2 0.0613 0.8122 0.004 0.984 0.008 0.000 0.004
#> T24_CT_G02 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T24_CT_G03 2 0.4161 -0.0250 0.392 0.608 0.000 0.000 0.000
#> T24_CT_G04 2 0.1949 0.8070 0.040 0.932 0.012 0.000 0.016
#> T24_CT_G05 2 0.0648 0.8129 0.004 0.984 0.004 0.004 0.004
#> T24_CT_G06 2 0.3966 0.2600 0.336 0.664 0.000 0.000 0.000
#> T24_CT_G08 2 0.4171 -0.0477 0.396 0.604 0.000 0.000 0.000
#> T24_CT_G10 2 0.0609 0.8103 0.000 0.980 0.000 0.000 0.020
#> T24_CT_G11 2 0.4210 -0.1262 0.412 0.588 0.000 0.000 0.000
#> T24_CT_G12 2 0.3741 0.4787 0.264 0.732 0.004 0.000 0.000
#> T24_CT_H01 3 0.0510 0.8152 0.000 0.016 0.984 0.000 0.000
#> T24_CT_H02 2 0.3906 0.3974 0.292 0.704 0.000 0.004 0.000
#> T24_CT_H03 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T24_CT_H05 2 0.3003 0.6477 0.188 0.812 0.000 0.000 0.000
#> T24_CT_H07 2 0.3689 0.4993 0.256 0.740 0.000 0.004 0.000
#> T24_CT_H09 2 0.4101 0.0850 0.372 0.628 0.000 0.000 0.000
#> T24_CT_H12 2 0.3741 0.4787 0.264 0.732 0.004 0.000 0.000
#> T48_CT_A01 2 0.1430 0.7925 0.000 0.944 0.004 0.000 0.052
#> T48_CT_A02 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T48_CT_A03 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_A04 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A05 2 0.2997 0.6812 0.012 0.840 0.000 0.000 0.148
#> T48_CT_A06 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_A07 3 0.2901 0.7763 0.008 0.028 0.896 0.036 0.032
#> T48_CT_A08 2 0.1043 0.8022 0.000 0.960 0.000 0.000 0.040
#> T48_CT_A09 2 0.1831 0.7816 0.076 0.920 0.000 0.004 0.000
#> T48_CT_A10 2 0.0324 0.8134 0.000 0.992 0.000 0.004 0.004
#> T48_CT_A11 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A12 2 0.1571 0.7916 0.060 0.936 0.000 0.004 0.000
#> T48_CT_B01 2 0.0324 0.8134 0.000 0.992 0.000 0.004 0.004
#> T48_CT_B02 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B03 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_B04 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_B06 2 0.0290 0.8132 0.000 0.992 0.000 0.000 0.008
#> T48_CT_B08 2 0.4135 0.2280 0.340 0.656 0.000 0.004 0.000
#> T48_CT_B10 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B11 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T48_CT_B12 2 0.2299 0.7912 0.052 0.912 0.000 0.004 0.032
#> T48_CT_C01 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_C02 1 0.6059 0.6798 0.588 0.268 0.008 0.136 0.000
#> T48_CT_C03 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T48_CT_C04 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_C05 2 0.1908 0.7556 0.000 0.908 0.000 0.000 0.092
#> T48_CT_C06 2 0.2416 0.7486 0.012 0.888 0.000 0.000 0.100
#> T48_CT_C07 2 0.1717 0.7967 0.052 0.936 0.000 0.004 0.008
#> T48_CT_C09 2 0.2381 0.7694 0.004 0.908 0.036 0.000 0.052
#> T48_CT_C10 2 0.3521 0.5589 0.232 0.764 0.000 0.004 0.000
#> T48_CT_C11 2 0.0404 0.8125 0.000 0.988 0.000 0.000 0.012
#> T48_CT_D01 2 0.0932 0.8092 0.020 0.972 0.000 0.004 0.004
#> T48_CT_D02 2 0.1502 0.7933 0.056 0.940 0.000 0.004 0.000
#> T48_CT_D03 2 0.3884 0.4115 0.288 0.708 0.000 0.004 0.000
#> T48_CT_D04 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_D06 2 0.1430 0.7924 0.000 0.944 0.004 0.000 0.052
#> T48_CT_D07 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T48_CT_D08 2 0.3861 0.4237 0.284 0.712 0.000 0.004 0.000
#> T48_CT_D09 2 0.0486 0.8129 0.004 0.988 0.000 0.004 0.004
#> T48_CT_D10 2 0.1282 0.7992 0.044 0.952 0.000 0.004 0.000
#> T48_CT_D11 2 0.4836 0.4955 0.004 0.740 0.060 0.012 0.184
#> T48_CT_D12 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_E01 2 0.3011 0.6935 0.016 0.844 0.000 0.000 0.140
#> T48_CT_E02 2 0.1502 0.7933 0.056 0.940 0.000 0.004 0.000
#> T48_CT_E03 2 0.3115 0.7276 0.036 0.852 0.000 0.000 0.112
#> T48_CT_E04 2 0.2299 0.7912 0.052 0.912 0.000 0.004 0.032
#> T48_CT_E05 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T48_CT_E06 1 0.3913 0.8296 0.676 0.324 0.000 0.000 0.000
#> T48_CT_E07 1 0.6096 0.6617 0.472 0.440 0.000 0.064 0.024
#> T48_CT_E08 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_E10 2 0.4135 0.2262 0.340 0.656 0.000 0.004 0.000
#> T48_CT_E11 2 0.3607 0.5286 0.244 0.752 0.000 0.004 0.000
#> T48_CT_E12 3 0.2983 0.7741 0.008 0.028 0.892 0.036 0.036
#> T48_CT_F01 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_F02 2 0.1502 0.7933 0.056 0.940 0.000 0.004 0.000
#> T48_CT_F03 2 0.1704 0.7871 0.068 0.928 0.000 0.004 0.000
#> T48_CT_F05 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_F07 2 0.3689 0.5018 0.256 0.740 0.000 0.004 0.000
#> T48_CT_F09 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T48_CT_F10 2 0.1571 0.7913 0.060 0.936 0.000 0.004 0.000
#> T48_CT_F11 2 0.4084 0.2790 0.328 0.668 0.000 0.004 0.000
#> T48_CT_G01 2 0.4108 0.3366 0.308 0.684 0.008 0.000 0.000
#> T48_CT_G02 2 0.0404 0.8135 0.000 0.988 0.000 0.000 0.012
#> T48_CT_G03 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_G07 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_G08 2 0.3003 0.6134 0.000 0.812 0.000 0.000 0.188
#> T48_CT_G09 2 0.3003 0.6134 0.000 0.812 0.000 0.000 0.188
#> T48_CT_G10 3 0.0671 0.8144 0.004 0.016 0.980 0.000 0.000
#> T48_CT_G11 2 0.2284 0.7647 0.096 0.896 0.000 0.004 0.004
#> T48_CT_G12 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_H01 2 0.0451 0.8142 0.008 0.988 0.000 0.000 0.004
#> T48_CT_H02 2 0.3492 0.6100 0.016 0.796 0.000 0.000 0.188
#> T48_CT_H04 1 0.6059 0.6798 0.588 0.268 0.008 0.136 0.000
#> T48_CT_H05 2 0.0486 0.8136 0.004 0.988 0.000 0.004 0.004
#> T48_CT_H06 2 0.0162 0.8129 0.000 0.996 0.000 0.000 0.004
#> T48_CT_H07 2 0.1282 0.7992 0.044 0.952 0.000 0.004 0.000
#> T48_CT_H08 2 0.1478 0.7858 0.000 0.936 0.000 0.000 0.064
#> T48_CT_H11 2 0.1502 0.7933 0.056 0.940 0.000 0.004 0.000
#> T48_CT_H12 2 0.0290 0.8130 0.000 0.992 0.000 0.000 0.008
#> T72_CT_A01 5 0.5476 0.3404 0.004 0.316 0.048 0.012 0.620
#> T72_CT_A05 5 0.5772 0.3106 0.004 0.348 0.060 0.012 0.576
#> T72_CT_A08 5 0.7088 -0.4514 0.140 0.048 0.000 0.336 0.476
#> T72_CT_A09 5 0.1012 0.4934 0.000 0.012 0.000 0.020 0.968
#> T72_CT_A11 5 0.1544 0.5408 0.000 0.068 0.000 0.000 0.932
#> T72_CT_B01 5 0.5476 0.3404 0.004 0.316 0.048 0.012 0.620
#> T72_CT_B02 4 0.6192 0.8141 0.144 0.012 0.000 0.584 0.260
#> T72_CT_B03 5 0.6963 -0.3928 0.128 0.048 0.000 0.324 0.500
#> T72_CT_B04 4 0.5606 0.7727 0.104 0.000 0.000 0.600 0.296
#> T72_CT_B05 5 0.3318 0.3912 0.000 0.008 0.000 0.192 0.800
#> T72_CT_B06 4 0.5606 0.7727 0.104 0.000 0.000 0.600 0.296
#> T72_CT_B08 5 0.7613 0.2880 0.100 0.044 0.112 0.164 0.580
#> T72_CT_B09 1 0.5833 0.0933 0.664 0.116 0.000 0.192 0.028
#> T72_CT_B11 5 0.3875 0.3542 0.004 0.012 0.000 0.228 0.756
#> T72_CT_B12 5 0.1270 0.5435 0.000 0.052 0.000 0.000 0.948
#> T72_CT_C04 5 0.5627 0.1023 0.004 0.448 0.044 0.008 0.496
#> T72_CT_C06 5 0.3628 0.3781 0.000 0.012 0.000 0.216 0.772
#> T72_CT_C07 2 0.5740 0.0719 0.004 0.572 0.056 0.012 0.356
#> T72_CT_C09 5 0.3519 0.3704 0.000 0.008 0.000 0.216 0.776
#> T72_CT_C11 5 0.7904 0.0611 0.220 0.000 0.096 0.260 0.424
#> T72_CT_D01 5 0.1270 0.5435 0.000 0.052 0.000 0.000 0.948
#> T72_CT_D03 5 0.3972 0.3637 0.008 0.016 0.000 0.212 0.764
#> T72_CT_D04 5 0.1197 0.5423 0.000 0.048 0.000 0.000 0.952
#> T72_CT_D05 5 0.3659 0.3740 0.000 0.012 0.000 0.220 0.768
#> T72_CT_D07 5 0.3690 0.3696 0.000 0.012 0.000 0.224 0.764
#> T72_CT_D10 5 0.3318 0.3912 0.000 0.008 0.000 0.192 0.800
#> T72_CT_D11 4 0.6730 0.8140 0.160 0.032 0.000 0.548 0.260
#> T72_CT_E04 5 0.6985 -0.3958 0.132 0.048 0.000 0.320 0.500
#> T72_CT_E05 5 0.1197 0.5423 0.000 0.048 0.000 0.000 0.952
#> T72_CT_E07 5 0.3982 0.4524 0.000 0.168 0.020 0.020 0.792
#> T72_CT_F01 5 0.1671 0.5373 0.000 0.076 0.000 0.000 0.924
#> T72_CT_F05 5 0.2865 0.4954 0.000 0.132 0.008 0.004 0.856
#> T72_CT_F07 5 0.3905 0.3484 0.004 0.012 0.000 0.232 0.752
#> T72_CT_F10 5 0.1197 0.5423 0.000 0.048 0.000 0.000 0.952
#> T72_CT_F11 5 0.2609 0.5306 0.028 0.068 0.000 0.008 0.896
#> T72_CT_G03 4 0.7491 0.7152 0.280 0.056 0.000 0.452 0.212
#> T72_CT_G04 4 0.7322 0.7522 0.252 0.048 0.000 0.480 0.220
#> T72_CT_G06 5 0.6239 0.3324 0.012 0.296 0.080 0.020 0.592
#> T72_CT_G08 5 0.6239 0.1741 0.016 0.392 0.072 0.008 0.512
#> T72_CT_G10 5 0.1270 0.5432 0.000 0.052 0.000 0.000 0.948
#> T72_CT_G11 2 0.4935 0.5411 0.088 0.756 0.000 0.032 0.124
#> T72_CT_H01 5 0.5612 0.2180 0.004 0.392 0.048 0.008 0.548
#> T72_CT_H03 5 0.1197 0.5423 0.000 0.048 0.000 0.000 0.952
#> T72_CT_H05 5 0.7940 0.0613 0.220 0.000 0.100 0.260 0.420
#> T72_CT_H08 3 0.4026 0.7164 0.024 0.024 0.840 0.052 0.060
#> T72_CT_H09 5 0.7904 0.0611 0.220 0.000 0.096 0.260 0.424
#> T72_CT_H10 5 0.3828 0.3482 0.008 0.008 0.000 0.220 0.764
#> T72_CT_H11 5 0.3519 0.3704 0.000 0.008 0.000 0.216 0.776
#> T72_CT_H12 5 0.1197 0.5423 0.000 0.048 0.000 0.000 0.952
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 2 0.4079 0.5471 0.024 0.720 0.244 0.004 0.000 0.008
#> T0_CT_A03 3 0.0000 0.8030 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.8030 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 2 0.4634 0.2953 0.024 0.588 0.376 0.004 0.000 0.008
#> T0_CT_A07 3 0.0000 0.8030 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 1 0.4672 0.4814 0.716 0.176 0.000 0.020 0.000 0.088
#> T0_CT_A10 3 0.1949 0.7524 0.004 0.088 0.904 0.004 0.000 0.000
#> T0_CT_A11 1 0.7614 -0.0974 0.332 0.188 0.000 0.000 0.224 0.256
#> T0_CT_B01 2 0.2747 0.7790 0.036 0.876 0.076 0.004 0.000 0.008
#> T0_CT_B03 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_B05 2 0.2692 0.7825 0.036 0.880 0.072 0.004 0.000 0.008
#> T0_CT_B07 2 0.4338 0.4921 0.032 0.692 0.264 0.004 0.000 0.008
#> T0_CT_B08 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_B09 3 0.0146 0.8009 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_C02 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_C03 2 0.3882 0.6753 0.160 0.776 0.056 0.004 0.000 0.004
#> T0_CT_C05 2 0.0951 0.8299 0.008 0.968 0.020 0.000 0.000 0.004
#> T0_CT_C06 2 0.2747 0.7790 0.036 0.876 0.076 0.004 0.000 0.008
#> T0_CT_C07 3 0.4608 0.4212 0.020 0.360 0.604 0.004 0.000 0.012
#> T0_CT_C08 3 0.0632 0.8137 0.000 0.024 0.976 0.000 0.000 0.000
#> T0_CT_C09 1 0.7614 -0.0974 0.332 0.188 0.000 0.000 0.224 0.256
#> T0_CT_C11 2 0.0951 0.8299 0.008 0.968 0.020 0.000 0.000 0.004
#> T0_CT_C12 3 0.0000 0.8030 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 2 0.3652 0.6051 0.020 0.760 0.212 0.000 0.000 0.008
#> T0_CT_D02 3 0.4597 0.4258 0.020 0.356 0.608 0.004 0.000 0.012
#> T0_CT_D03 3 0.0146 0.8026 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_D05 2 0.2599 0.7820 0.028 0.884 0.076 0.004 0.000 0.008
#> T0_CT_D06 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_D07 2 0.4585 0.3632 0.028 0.624 0.336 0.004 0.000 0.008
#> T0_CT_D08 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_D09 2 0.0951 0.8299 0.008 0.968 0.020 0.000 0.000 0.004
#> T0_CT_D11 2 0.0951 0.8299 0.008 0.968 0.020 0.000 0.000 0.004
#> T0_CT_D12 3 0.0632 0.8137 0.000 0.024 0.976 0.000 0.000 0.000
#> T0_CT_E01 3 0.0291 0.8058 0.000 0.004 0.992 0.000 0.004 0.000
#> T0_CT_E03 3 0.4631 0.4108 0.020 0.368 0.596 0.004 0.000 0.012
#> T0_CT_E04 2 0.1036 0.8288 0.008 0.964 0.024 0.000 0.000 0.004
#> T0_CT_E05 2 0.2355 0.7648 0.112 0.876 0.000 0.000 0.008 0.004
#> T0_CT_E06 3 0.4063 0.5173 0.020 0.280 0.692 0.000 0.000 0.008
#> T0_CT_E07 3 0.1444 0.7731 0.000 0.072 0.928 0.000 0.000 0.000
#> T0_CT_E08 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_E09 3 0.3950 0.2741 0.000 0.432 0.564 0.000 0.000 0.004
#> T0_CT_E10 1 0.7614 -0.0974 0.332 0.188 0.000 0.000 0.224 0.256
#> T0_CT_E11 3 0.0632 0.8137 0.000 0.024 0.976 0.000 0.000 0.000
#> T0_CT_E12 3 0.4368 0.4617 0.020 0.328 0.640 0.000 0.000 0.012
#> T0_CT_F01 3 0.0291 0.8058 0.000 0.004 0.992 0.000 0.004 0.000
#> T0_CT_F02 3 0.0632 0.8137 0.000 0.024 0.976 0.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.8030 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0632 0.8137 0.000 0.024 0.976 0.000 0.000 0.000
#> T0_CT_F05 2 0.1410 0.8216 0.008 0.944 0.044 0.000 0.000 0.004
#> T0_CT_F06 3 0.0603 0.8098 0.000 0.016 0.980 0.000 0.004 0.000
#> T0_CT_F07 2 0.2781 0.7734 0.032 0.872 0.084 0.004 0.000 0.008
#> T0_CT_F09 2 0.0951 0.8299 0.008 0.968 0.020 0.000 0.000 0.004
#> T0_CT_F11 3 0.4382 0.4573 0.020 0.332 0.636 0.000 0.000 0.012
#> T0_CT_F12 3 0.0458 0.8075 0.000 0.016 0.984 0.000 0.000 0.000
#> T0_CT_G01 3 0.0260 0.8071 0.000 0.008 0.992 0.000 0.000 0.000
#> T0_CT_G02 2 0.2692 0.7825 0.036 0.880 0.072 0.004 0.000 0.008
#> T0_CT_G03 3 0.3596 0.5762 0.016 0.232 0.748 0.000 0.000 0.004
#> T0_CT_G04 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_G07 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_G08 3 0.1074 0.8128 0.000 0.028 0.960 0.000 0.012 0.000
#> T0_CT_G09 2 0.2445 0.7577 0.120 0.868 0.000 0.000 0.008 0.004
#> T0_CT_G11 2 0.2692 0.7825 0.036 0.880 0.072 0.004 0.000 0.008
#> T0_CT_H01 2 0.2734 0.7912 0.064 0.876 0.052 0.004 0.000 0.004
#> T0_CT_H02 2 0.1036 0.8288 0.008 0.964 0.024 0.000 0.000 0.004
#> T0_CT_H04 3 0.4559 0.4409 0.020 0.344 0.620 0.004 0.000 0.012
#> T0_CT_H05 2 0.2692 0.7825 0.036 0.880 0.072 0.004 0.000 0.008
#> T0_CT_H08 2 0.2781 0.7722 0.032 0.872 0.084 0.004 0.000 0.008
#> T0_CT_H09 2 0.2747 0.7790 0.036 0.876 0.076 0.004 0.000 0.008
#> T0_CT_H12 2 0.3105 0.7556 0.036 0.852 0.096 0.004 0.000 0.012
#> T24_CT_A01 2 0.4308 -0.3039 0.468 0.516 0.012 0.000 0.000 0.004
#> T24_CT_A03 2 0.0291 0.8361 0.000 0.992 0.000 0.004 0.000 0.004
#> T24_CT_A04 2 0.0767 0.8329 0.008 0.976 0.012 0.000 0.000 0.004
#> T24_CT_A05 3 0.0436 0.7988 0.004 0.000 0.988 0.000 0.004 0.004
#> T24_CT_A07 2 0.0291 0.8361 0.000 0.992 0.000 0.004 0.000 0.004
#> T24_CT_A08 1 0.3468 0.6236 0.712 0.284 0.000 0.000 0.000 0.004
#> T24_CT_A09 1 0.3937 0.5384 0.572 0.424 0.000 0.000 0.000 0.004
#> T24_CT_A10 2 0.3243 0.6382 0.208 0.780 0.000 0.000 0.008 0.004
#> T24_CT_B01 2 0.3823 -0.1105 0.436 0.564 0.000 0.000 0.000 0.000
#> T24_CT_B02 1 0.3804 0.5442 0.576 0.424 0.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.3091 0.7495 0.028 0.844 0.000 0.116 0.004 0.008
#> T24_CT_B05 2 0.0146 0.8357 0.000 0.996 0.000 0.000 0.000 0.004
#> T24_CT_B06 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.2744 0.4981 0.840 0.144 0.000 0.000 0.000 0.016
#> T24_CT_B08 2 0.0665 0.8342 0.008 0.980 0.008 0.000 0.000 0.004
#> T24_CT_B09 1 0.3136 0.5528 0.796 0.188 0.000 0.000 0.000 0.016
#> T24_CT_B11 3 0.0146 0.8009 0.000 0.000 0.996 0.000 0.004 0.000
#> T24_CT_C01 1 0.3348 0.5764 0.768 0.216 0.000 0.000 0.000 0.016
#> T24_CT_C02 2 0.0508 0.8368 0.004 0.984 0.000 0.000 0.000 0.012
#> T24_CT_C03 2 0.3555 0.4849 0.280 0.712 0.000 0.000 0.000 0.008
#> T24_CT_C05 2 0.0665 0.8342 0.008 0.980 0.008 0.000 0.000 0.004
#> T24_CT_C07 2 0.0405 0.8359 0.000 0.988 0.000 0.000 0.008 0.004
#> T24_CT_C08 2 0.0665 0.8339 0.008 0.980 0.008 0.000 0.000 0.004
#> T24_CT_C09 2 0.1059 0.8337 0.016 0.964 0.000 0.000 0.004 0.016
#> T24_CT_C10 1 0.3838 0.4906 0.552 0.448 0.000 0.000 0.000 0.000
#> T24_CT_C11 2 0.3134 0.6376 0.208 0.784 0.004 0.000 0.004 0.000
#> T24_CT_C12 2 0.0291 0.8361 0.000 0.992 0.000 0.004 0.000 0.004
#> T24_CT_D01 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T24_CT_D02 2 0.1534 0.8236 0.004 0.944 0.032 0.016 0.000 0.004
#> T24_CT_D03 2 0.0665 0.8339 0.008 0.980 0.008 0.000 0.000 0.004
#> T24_CT_D04 1 0.4097 0.3805 0.504 0.488 0.000 0.000 0.008 0.000
#> T24_CT_D05 2 0.4040 0.3821 0.304 0.676 0.004 0.012 0.004 0.000
#> T24_CT_D06 1 0.3862 0.4198 0.524 0.476 0.000 0.000 0.000 0.000
#> T24_CT_D07 2 0.3245 0.6797 0.184 0.796 0.000 0.016 0.004 0.000
#> T24_CT_D08 2 0.0436 0.8359 0.004 0.988 0.000 0.004 0.000 0.004
#> T24_CT_D09 2 0.1937 0.8156 0.008 0.928 0.040 0.016 0.004 0.004
#> T24_CT_D10 2 0.0291 0.8364 0.004 0.992 0.000 0.004 0.000 0.000
#> T24_CT_D11 2 0.0146 0.8357 0.000 0.996 0.000 0.000 0.000 0.004
#> T24_CT_E01 2 0.2488 0.7543 0.124 0.864 0.000 0.000 0.008 0.004
#> T24_CT_E02 1 0.3944 0.5386 0.568 0.428 0.000 0.000 0.000 0.004
#> T24_CT_E04 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T24_CT_E05 1 0.3231 0.5630 0.784 0.200 0.000 0.000 0.000 0.016
#> T24_CT_E07 2 0.2679 0.7800 0.024 0.876 0.000 0.088 0.004 0.008
#> T24_CT_E09 1 0.3807 0.6101 0.628 0.368 0.000 0.000 0.000 0.004
#> T24_CT_E11 2 0.4097 -0.3623 0.492 0.500 0.000 0.000 0.008 0.000
#> T24_CT_E12 2 0.0291 0.8358 0.004 0.992 0.000 0.000 0.000 0.004
#> T24_CT_F01 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T24_CT_F02 2 0.0767 0.8344 0.008 0.976 0.012 0.004 0.000 0.000
#> T24_CT_F03 2 0.2695 0.7340 0.144 0.844 0.000 0.000 0.008 0.004
#> T24_CT_F04 2 0.2643 0.7483 0.128 0.856 0.000 0.000 0.008 0.008
#> T24_CT_F05 2 0.2531 0.7504 0.128 0.860 0.000 0.000 0.008 0.004
#> T24_CT_F07 2 0.2643 0.7483 0.128 0.856 0.000 0.000 0.008 0.008
#> T24_CT_F08 1 0.3930 0.5449 0.576 0.420 0.000 0.000 0.000 0.004
#> T24_CT_F09 2 0.2025 0.8134 0.008 0.924 0.040 0.020 0.004 0.004
#> T24_CT_F10 2 0.3379 0.7498 0.056 0.832 0.000 0.100 0.004 0.008
#> T24_CT_F11 2 0.2573 0.7465 0.132 0.856 0.000 0.000 0.008 0.004
#> T24_CT_F12 3 0.4804 0.3606 0.004 0.384 0.576 0.012 0.020 0.004
#> T24_CT_G01 2 0.0665 0.8356 0.008 0.980 0.008 0.004 0.000 0.000
#> T24_CT_G02 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T24_CT_G03 1 0.3807 0.6104 0.628 0.368 0.000 0.000 0.000 0.004
#> T24_CT_G04 2 0.2138 0.8170 0.060 0.912 0.008 0.012 0.000 0.008
#> T24_CT_G05 2 0.0665 0.8355 0.008 0.980 0.004 0.000 0.000 0.008
#> T24_CT_G06 1 0.3828 0.5089 0.560 0.440 0.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.3807 0.6103 0.628 0.368 0.000 0.000 0.000 0.004
#> T24_CT_G10 2 0.0603 0.8332 0.000 0.980 0.000 0.016 0.000 0.004
#> T24_CT_G11 1 0.3684 0.6362 0.664 0.332 0.000 0.000 0.000 0.004
#> T24_CT_G12 2 0.4122 -0.2930 0.472 0.520 0.004 0.000 0.004 0.000
#> T24_CT_H01 3 0.0146 0.8009 0.000 0.000 0.996 0.000 0.004 0.000
#> T24_CT_H02 1 0.4098 0.3550 0.496 0.496 0.000 0.000 0.008 0.000
#> T24_CT_H03 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H05 2 0.3619 0.3932 0.316 0.680 0.000 0.000 0.004 0.000
#> T24_CT_H07 2 0.4039 -0.0817 0.424 0.568 0.000 0.000 0.008 0.000
#> T24_CT_H09 1 0.3881 0.5797 0.600 0.396 0.000 0.000 0.000 0.004
#> T24_CT_H12 2 0.4122 -0.2930 0.472 0.520 0.004 0.000 0.004 0.000
#> T48_CT_A01 2 0.1440 0.8173 0.000 0.944 0.004 0.044 0.004 0.004
#> T48_CT_A02 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T48_CT_A03 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_A04 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.3098 0.7255 0.016 0.832 0.000 0.140 0.004 0.008
#> T48_CT_A06 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_A07 3 0.2756 0.7304 0.000 0.016 0.872 0.028 0.084 0.000
#> T48_CT_A08 2 0.1080 0.8255 0.000 0.960 0.000 0.032 0.004 0.004
#> T48_CT_A09 2 0.2734 0.7286 0.148 0.840 0.000 0.000 0.008 0.004
#> T48_CT_A10 2 0.0146 0.8360 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_A11 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A12 2 0.2488 0.7543 0.124 0.864 0.000 0.000 0.008 0.004
#> T48_CT_B01 2 0.0146 0.8360 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B02 2 0.0146 0.8357 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B03 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_B04 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_B06 2 0.0146 0.8364 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_B08 1 0.3930 0.5432 0.576 0.420 0.000 0.000 0.004 0.000
#> T48_CT_B10 2 0.0146 0.8357 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B11 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T48_CT_B12 2 0.3010 0.7596 0.112 0.848 0.000 0.032 0.004 0.004
#> T48_CT_C01 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C02 1 0.6141 -0.1193 0.512 0.020 0.000 0.000 0.224 0.244
#> T48_CT_C03 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T48_CT_C04 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_C05 2 0.1897 0.7888 0.000 0.908 0.000 0.084 0.004 0.004
#> T48_CT_C06 2 0.2561 0.7790 0.016 0.880 0.000 0.092 0.004 0.008
#> T48_CT_C07 2 0.2609 0.7647 0.112 0.868 0.000 0.008 0.008 0.004
#> T48_CT_C09 2 0.2294 0.8002 0.004 0.908 0.036 0.044 0.004 0.004
#> T48_CT_C10 2 0.4329 -0.0321 0.404 0.576 0.000 0.000 0.008 0.012
#> T48_CT_C11 2 0.0405 0.8351 0.000 0.988 0.000 0.008 0.000 0.004
#> T48_CT_D01 2 0.0935 0.8244 0.032 0.964 0.000 0.000 0.004 0.000
#> T48_CT_D02 2 0.2488 0.7551 0.124 0.864 0.000 0.000 0.008 0.004
#> T48_CT_D03 1 0.4097 0.3785 0.504 0.488 0.000 0.000 0.008 0.000
#> T48_CT_D04 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D06 2 0.1440 0.8172 0.000 0.944 0.004 0.044 0.004 0.004
#> T48_CT_D07 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T48_CT_D08 2 0.4095 -0.3169 0.480 0.512 0.000 0.000 0.008 0.000
#> T48_CT_D09 2 0.0551 0.8353 0.004 0.984 0.000 0.000 0.008 0.004
#> T48_CT_D10 2 0.2261 0.7716 0.104 0.884 0.000 0.000 0.008 0.004
#> T48_CT_D11 2 0.4834 0.5847 0.012 0.732 0.052 0.172 0.024 0.008
#> T48_CT_D12 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_E01 2 0.3184 0.7332 0.024 0.832 0.000 0.132 0.004 0.008
#> T48_CT_E02 2 0.2400 0.7609 0.116 0.872 0.000 0.000 0.008 0.004
#> T48_CT_E03 2 0.3485 0.7438 0.060 0.824 0.000 0.104 0.004 0.008
#> T48_CT_E04 2 0.3010 0.7596 0.112 0.848 0.000 0.032 0.004 0.004
#> T48_CT_E05 2 0.0146 0.8361 0.000 0.996 0.000 0.004 0.000 0.000
#> T48_CT_E06 1 0.1890 0.3661 0.916 0.060 0.000 0.000 0.000 0.024
#> T48_CT_E07 1 0.4733 0.4914 0.708 0.184 0.000 0.020 0.000 0.088
#> T48_CT_E08 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.3930 0.5438 0.576 0.420 0.000 0.000 0.004 0.000
#> T48_CT_E11 2 0.4261 -0.0772 0.416 0.568 0.000 0.000 0.008 0.008
#> T48_CT_E12 3 0.2831 0.7280 0.000 0.016 0.868 0.032 0.084 0.000
#> T48_CT_F01 2 0.0146 0.8357 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_F02 2 0.2445 0.7583 0.120 0.868 0.000 0.000 0.008 0.004
#> T48_CT_F03 2 0.2615 0.7457 0.136 0.852 0.000 0.000 0.004 0.008
#> T48_CT_F05 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F07 2 0.4032 -0.0591 0.420 0.572 0.000 0.000 0.008 0.000
#> T48_CT_F09 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T48_CT_F10 2 0.2531 0.7511 0.128 0.860 0.000 0.000 0.008 0.004
#> T48_CT_F11 1 0.4370 0.5194 0.552 0.428 0.000 0.000 0.008 0.012
#> T48_CT_G01 1 0.4227 0.3811 0.500 0.488 0.008 0.000 0.000 0.004
#> T48_CT_G02 2 0.0260 0.8368 0.000 0.992 0.000 0.008 0.000 0.000
#> T48_CT_G03 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.2913 0.6783 0.000 0.812 0.000 0.180 0.004 0.004
#> T48_CT_G09 2 0.3054 0.6770 0.004 0.808 0.000 0.180 0.004 0.004
#> T48_CT_G10 3 0.0291 0.7996 0.004 0.000 0.992 0.000 0.004 0.000
#> T48_CT_G11 2 0.3025 0.7097 0.164 0.820 0.000 0.004 0.008 0.004
#> T48_CT_G12 2 0.0146 0.8357 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_H01 2 0.0260 0.8369 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_H02 2 0.3517 0.6691 0.024 0.788 0.000 0.180 0.004 0.004
#> T48_CT_H04 1 0.6188 -0.1310 0.500 0.020 0.000 0.000 0.224 0.256
#> T48_CT_H05 2 0.0291 0.8365 0.004 0.992 0.000 0.000 0.000 0.004
#> T48_CT_H06 2 0.0000 0.8355 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.2213 0.7754 0.100 0.888 0.000 0.000 0.008 0.004
#> T48_CT_H08 2 0.1349 0.8148 0.000 0.940 0.000 0.056 0.004 0.000
#> T48_CT_H11 2 0.2400 0.7609 0.116 0.872 0.000 0.000 0.008 0.004
#> T48_CT_H12 2 0.0291 0.8357 0.000 0.992 0.000 0.004 0.000 0.004
#> T72_CT_A01 4 0.5381 0.2920 0.008 0.308 0.036 0.612 0.024 0.012
#> T72_CT_A05 4 0.5665 0.2703 0.008 0.340 0.048 0.568 0.024 0.012
#> T72_CT_A08 4 0.5925 -0.3972 0.160 0.004 0.000 0.464 0.004 0.368
#> T72_CT_A09 4 0.1003 0.5248 0.000 0.004 0.000 0.964 0.004 0.028
#> T72_CT_A11 4 0.1411 0.5449 0.000 0.060 0.000 0.936 0.000 0.004
#> T72_CT_B01 4 0.5381 0.2920 0.008 0.308 0.036 0.612 0.024 0.012
#> T72_CT_B02 6 0.4723 0.8163 0.140 0.000 0.000 0.180 0.000 0.680
#> T72_CT_B03 4 0.5857 -0.3428 0.152 0.004 0.000 0.484 0.004 0.356
#> T72_CT_B04 6 0.4215 0.7788 0.080 0.000 0.000 0.196 0.000 0.724
#> T72_CT_B05 4 0.3109 0.4390 0.000 0.000 0.000 0.772 0.004 0.224
#> T72_CT_B06 6 0.4215 0.7788 0.080 0.000 0.000 0.196 0.000 0.724
#> T72_CT_B08 4 0.5651 -0.3860 0.000 0.032 0.044 0.500 0.412 0.012
#> T72_CT_B09 1 0.4312 -0.2910 0.676 0.000 0.000 0.000 0.052 0.272
#> T72_CT_B11 4 0.3521 0.3902 0.004 0.000 0.000 0.724 0.004 0.268
#> T72_CT_B12 4 0.1007 0.5498 0.000 0.044 0.000 0.956 0.000 0.000
#> T72_CT_C04 4 0.5372 0.2017 0.008 0.440 0.032 0.496 0.016 0.008
#> T72_CT_C06 4 0.3290 0.4158 0.000 0.000 0.000 0.744 0.004 0.252
#> T72_CT_C07 2 0.5676 0.2390 0.012 0.564 0.048 0.344 0.024 0.008
#> T72_CT_C09 4 0.3337 0.4114 0.000 0.000 0.000 0.736 0.004 0.260
#> T72_CT_C11 5 0.3487 0.9957 0.000 0.000 0.020 0.224 0.756 0.000
#> T72_CT_D01 4 0.1007 0.5498 0.000 0.044 0.000 0.956 0.000 0.000
#> T72_CT_D03 4 0.3658 0.4244 0.008 0.008 0.000 0.748 0.004 0.232
#> T72_CT_D04 4 0.1082 0.5485 0.000 0.040 0.000 0.956 0.000 0.004
#> T72_CT_D05 4 0.3337 0.4100 0.000 0.000 0.000 0.736 0.004 0.260
#> T72_CT_D07 4 0.3360 0.4056 0.000 0.000 0.000 0.732 0.004 0.264
#> T72_CT_D10 4 0.3109 0.4390 0.000 0.000 0.000 0.772 0.004 0.224
#> T72_CT_D11 6 0.5120 0.8150 0.176 0.000 0.000 0.196 0.000 0.628
#> T72_CT_E04 4 0.5876 -0.3462 0.156 0.004 0.000 0.484 0.004 0.352
#> T72_CT_E05 4 0.0937 0.5492 0.000 0.040 0.000 0.960 0.000 0.000
#> T72_CT_E07 4 0.3849 0.4329 0.000 0.160 0.016 0.788 0.012 0.024
#> T72_CT_F01 4 0.1387 0.5426 0.000 0.068 0.000 0.932 0.000 0.000
#> T72_CT_F05 4 0.2698 0.4829 0.000 0.120 0.008 0.860 0.004 0.008
#> T72_CT_F07 4 0.3543 0.3844 0.004 0.000 0.000 0.720 0.004 0.272
#> T72_CT_F10 4 0.0937 0.5492 0.000 0.040 0.000 0.960 0.000 0.000
#> T72_CT_F11 4 0.2577 0.5112 0.008 0.064 0.000 0.888 0.036 0.004
#> T72_CT_G03 6 0.5689 0.6977 0.316 0.000 0.000 0.160 0.004 0.520
#> T72_CT_G04 6 0.5598 0.7395 0.280 0.000 0.000 0.164 0.004 0.552
#> T72_CT_G06 4 0.6015 0.2687 0.008 0.288 0.064 0.584 0.044 0.012
#> T72_CT_G08 4 0.6277 0.2165 0.028 0.372 0.060 0.504 0.024 0.012
#> T72_CT_G10 4 0.1152 0.5506 0.000 0.044 0.000 0.952 0.000 0.004
#> T72_CT_G11 2 0.5425 0.4547 0.164 0.668 0.000 0.132 0.008 0.028
#> T72_CT_H01 4 0.5525 0.2394 0.008 0.384 0.036 0.540 0.020 0.012
#> T72_CT_H03 4 0.0937 0.5492 0.000 0.040 0.000 0.960 0.000 0.000
#> T72_CT_H05 5 0.3566 0.9915 0.000 0.000 0.024 0.224 0.752 0.000
#> T72_CT_H08 3 0.3675 0.6502 0.000 0.016 0.804 0.052 0.128 0.000
#> T72_CT_H09 5 0.3487 0.9957 0.000 0.000 0.020 0.224 0.756 0.000
#> T72_CT_H10 4 0.3744 0.3871 0.008 0.004 0.000 0.720 0.004 0.264
#> T72_CT_H11 4 0.3337 0.4114 0.000 0.000 0.000 0.736 0.004 0.260
#> T72_CT_H12 4 0.0937 0.5492 0.000 0.040 0.000 0.960 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> ATC:hclust 231 5.61e-47 2.26e-03 3.96e-02 2
#> ATC:hclust 184 1.21e-39 1.00e-02 4.36e-03 3
#> ATC:hclust 210 1.67e-52 5.36e-16 1.11e-19 4
#> ATC:hclust 201 8.85e-44 1.37e-12 1.67e-17 5
#> ATC:hclust 198 1.24e-48 8.37e-14 2.66e-19 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["ATC", "kmeans"]
# you can also extract it by
# res = res_list["ATC:kmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
#> Subgroups are detected by 'kmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.298 0.761 0.787 0.3973 0.539 0.539
#> 3 3 0.512 0.807 0.841 0.5163 0.797 0.633
#> 4 4 0.862 0.916 0.929 0.1697 0.889 0.710
#> 5 5 0.798 0.732 0.844 0.0787 0.965 0.878
#> 6 6 0.788 0.768 0.821 0.0527 0.902 0.635
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.8443 0.676 0.272 0.728
#> T0_CT_A03 2 0.8909 0.668 0.308 0.692
#> T0_CT_A05 2 0.8909 0.668 0.308 0.692
#> T0_CT_A06 2 0.8909 0.668 0.308 0.692
#> T0_CT_A07 2 0.8909 0.668 0.308 0.692
#> T0_CT_A08 1 0.9866 0.900 0.568 0.432
#> T0_CT_A10 2 0.8909 0.668 0.308 0.692
#> T0_CT_A11 2 0.4562 0.705 0.096 0.904
#> T0_CT_B01 2 0.3584 0.742 0.068 0.932
#> T0_CT_B03 2 0.8909 0.668 0.308 0.692
#> T0_CT_B05 2 0.3431 0.744 0.064 0.936
#> T0_CT_B07 2 0.3584 0.745 0.068 0.932
#> T0_CT_B08 2 0.8909 0.668 0.308 0.692
#> T0_CT_B09 2 0.8909 0.668 0.308 0.692
#> T0_CT_C02 2 0.8909 0.668 0.308 0.692
#> T0_CT_C03 1 0.9866 0.900 0.568 0.432
#> T0_CT_C05 2 0.0000 0.787 0.000 1.000
#> T0_CT_C06 2 0.3114 0.750 0.056 0.944
#> T0_CT_C07 2 0.7815 0.701 0.232 0.768
#> T0_CT_C08 2 0.8909 0.668 0.308 0.692
#> T0_CT_C09 2 0.3114 0.753 0.056 0.944
#> T0_CT_C11 2 0.0000 0.787 0.000 1.000
#> T0_CT_C12 2 0.8909 0.668 0.308 0.692
#> T0_CT_D01 2 0.8267 0.678 0.260 0.740
#> T0_CT_D02 2 0.5178 0.741 0.116 0.884
#> T0_CT_D03 2 0.8909 0.668 0.308 0.692
#> T0_CT_D05 2 0.3114 0.750 0.056 0.944
#> T0_CT_D06 2 0.8909 0.668 0.308 0.692
#> T0_CT_D07 2 0.8861 0.670 0.304 0.696
#> T0_CT_D08 2 0.8909 0.668 0.308 0.692
#> T0_CT_D09 2 0.0000 0.787 0.000 1.000
#> T0_CT_D11 2 0.0000 0.787 0.000 1.000
#> T0_CT_D12 2 0.8909 0.668 0.308 0.692
#> T0_CT_E01 2 0.8909 0.668 0.308 0.692
#> T0_CT_E03 2 0.8909 0.668 0.308 0.692
#> T0_CT_E04 2 0.0672 0.785 0.008 0.992
#> T0_CT_E05 1 0.9933 0.889 0.548 0.452
#> T0_CT_E06 2 0.8909 0.668 0.308 0.692
#> T0_CT_E07 2 0.8909 0.668 0.308 0.692
#> T0_CT_E08 2 0.8909 0.668 0.308 0.692
#> T0_CT_E09 2 0.8909 0.668 0.308 0.692
#> T0_CT_E10 2 0.3584 0.742 0.068 0.932
#> T0_CT_E11 2 0.8909 0.668 0.308 0.692
#> T0_CT_E12 2 0.8861 0.669 0.304 0.696
#> T0_CT_F01 2 0.8909 0.668 0.308 0.692
#> T0_CT_F02 2 0.8909 0.668 0.308 0.692
#> T0_CT_F03 2 0.8909 0.668 0.308 0.692
#> T0_CT_F04 2 0.8909 0.668 0.308 0.692
#> T0_CT_F05 2 0.8713 0.672 0.292 0.708
#> T0_CT_F06 2 0.8909 0.668 0.308 0.692
#> T0_CT_F07 2 0.3431 0.744 0.064 0.936
#> T0_CT_F09 2 0.0000 0.787 0.000 1.000
#> T0_CT_F11 2 0.8813 0.669 0.300 0.700
#> T0_CT_F12 2 0.8909 0.668 0.308 0.692
#> T0_CT_G01 2 0.8909 0.668 0.308 0.692
#> T0_CT_G02 2 0.3584 0.742 0.068 0.932
#> T0_CT_G03 2 0.8909 0.668 0.308 0.692
#> T0_CT_G04 2 0.8909 0.668 0.308 0.692
#> T0_CT_G07 2 0.8909 0.668 0.308 0.692
#> T0_CT_G08 2 0.8909 0.668 0.308 0.692
#> T0_CT_G09 1 0.9944 0.887 0.544 0.456
#> T0_CT_G11 2 0.3584 0.742 0.068 0.932
#> T0_CT_H01 2 0.2778 0.754 0.048 0.952
#> T0_CT_H02 2 0.2423 0.781 0.040 0.960
#> T0_CT_H04 2 0.8909 0.668 0.308 0.692
#> T0_CT_H05 2 0.3584 0.742 0.068 0.932
#> T0_CT_H08 2 0.3431 0.744 0.064 0.936
#> T0_CT_H09 2 0.3114 0.750 0.056 0.944
#> T0_CT_H12 2 0.3584 0.742 0.068 0.932
#> T24_CT_A01 1 0.9866 0.900 0.568 0.432
#> T24_CT_A03 2 0.0000 0.787 0.000 1.000
#> T24_CT_A04 2 0.0000 0.787 0.000 1.000
#> T24_CT_A05 2 0.9815 0.510 0.420 0.580
#> T24_CT_A07 2 0.0376 0.786 0.004 0.996
#> T24_CT_A08 1 0.9866 0.900 0.568 0.432
#> T24_CT_A09 1 0.9866 0.900 0.568 0.432
#> T24_CT_A10 1 0.9933 0.889 0.548 0.452
#> T24_CT_B01 1 0.9866 0.900 0.568 0.432
#> T24_CT_B02 1 0.9866 0.900 0.568 0.432
#> T24_CT_B03 2 0.0376 0.786 0.004 0.996
#> T24_CT_B05 2 0.0376 0.786 0.004 0.996
#> T24_CT_B06 2 0.0376 0.786 0.004 0.996
#> T24_CT_B07 1 0.9866 0.900 0.568 0.432
#> T24_CT_B08 2 0.0376 0.786 0.004 0.996
#> T24_CT_B09 1 0.9866 0.900 0.568 0.432
#> T24_CT_B11 2 0.8909 0.668 0.308 0.692
#> T24_CT_C01 1 0.9866 0.900 0.568 0.432
#> T24_CT_C02 2 0.0376 0.786 0.004 0.996
#> T24_CT_C03 1 0.9866 0.900 0.568 0.432
#> T24_CT_C05 2 0.0376 0.786 0.004 0.996
#> T24_CT_C07 2 0.0376 0.786 0.004 0.996
#> T24_CT_C08 2 0.0000 0.787 0.000 1.000
#> T24_CT_C09 2 0.0376 0.786 0.004 0.996
#> T24_CT_C10 1 0.9866 0.900 0.568 0.432
#> T24_CT_C11 1 0.9993 0.849 0.516 0.484
#> T24_CT_C12 2 0.0376 0.786 0.004 0.996
#> T24_CT_D01 2 0.0376 0.786 0.004 0.996
#> T24_CT_D02 2 0.0000 0.787 0.000 1.000
#> T24_CT_D03 2 0.0000 0.787 0.000 1.000
#> T24_CT_D04 1 0.9866 0.900 0.568 0.432
#> T24_CT_D05 1 0.9881 0.898 0.564 0.436
#> T24_CT_D06 1 0.9866 0.900 0.568 0.432
#> T24_CT_D07 2 0.9970 -0.752 0.468 0.532
#> T24_CT_D08 2 0.0376 0.786 0.004 0.996
#> T24_CT_D09 2 0.0000 0.787 0.000 1.000
#> T24_CT_D10 2 0.0000 0.787 0.000 1.000
#> T24_CT_D11 2 0.0376 0.786 0.004 0.996
#> T24_CT_E01 1 0.9944 0.887 0.544 0.456
#> T24_CT_E02 1 0.9866 0.900 0.568 0.432
#> T24_CT_E04 2 0.0376 0.786 0.004 0.996
#> T24_CT_E05 1 0.9866 0.900 0.568 0.432
#> T24_CT_E07 2 0.4815 0.616 0.104 0.896
#> T24_CT_E09 1 0.9866 0.900 0.568 0.432
#> T24_CT_E11 1 0.9866 0.900 0.568 0.432
#> T24_CT_E12 2 0.0376 0.786 0.004 0.996
#> T24_CT_F01 2 0.0376 0.786 0.004 0.996
#> T24_CT_F02 2 0.0000 0.787 0.000 1.000
#> T24_CT_F03 1 0.9944 0.887 0.544 0.456
#> T24_CT_F04 1 0.9944 0.887 0.544 0.456
#> T24_CT_F05 1 0.9944 0.887 0.544 0.456
#> T24_CT_F07 1 0.9933 0.889 0.548 0.452
#> T24_CT_F08 1 0.9866 0.900 0.568 0.432
#> T24_CT_F09 2 0.0000 0.787 0.000 1.000
#> T24_CT_F10 2 0.1843 0.758 0.028 0.972
#> T24_CT_F11 1 0.9944 0.887 0.544 0.456
#> T24_CT_F12 2 0.7602 0.697 0.220 0.780
#> T24_CT_G01 2 0.0000 0.787 0.000 1.000
#> T24_CT_G02 1 0.9866 0.900 0.568 0.432
#> T24_CT_G03 1 0.9866 0.900 0.568 0.432
#> T24_CT_G04 2 0.0376 0.786 0.004 0.996
#> T24_CT_G05 2 0.0376 0.786 0.004 0.996
#> T24_CT_G06 1 0.9866 0.900 0.568 0.432
#> T24_CT_G08 1 0.9866 0.900 0.568 0.432
#> T24_CT_G10 2 0.0376 0.786 0.004 0.996
#> T24_CT_G11 1 0.9866 0.900 0.568 0.432
#> T24_CT_G12 1 0.9866 0.900 0.568 0.432
#> T24_CT_H01 2 0.8909 0.668 0.308 0.692
#> T24_CT_H02 1 0.9866 0.900 0.568 0.432
#> T24_CT_H03 2 0.0376 0.786 0.004 0.996
#> T24_CT_H05 1 0.9881 0.898 0.564 0.436
#> T24_CT_H07 1 0.9866 0.900 0.568 0.432
#> T24_CT_H09 1 0.9866 0.900 0.568 0.432
#> T24_CT_H12 1 0.9866 0.900 0.568 0.432
#> T48_CT_A01 2 0.0000 0.787 0.000 1.000
#> T48_CT_A02 2 0.0376 0.786 0.004 0.996
#> T48_CT_A03 1 0.9866 0.900 0.568 0.432
#> T48_CT_A04 2 0.0376 0.786 0.004 0.996
#> T48_CT_A05 2 0.3114 0.715 0.056 0.944
#> T48_CT_A06 1 0.9866 0.900 0.568 0.432
#> T48_CT_A07 2 0.8386 0.676 0.268 0.732
#> T48_CT_A08 2 0.0376 0.786 0.004 0.996
#> T48_CT_A09 1 0.9944 0.887 0.544 0.456
#> T48_CT_A10 2 0.0376 0.786 0.004 0.996
#> T48_CT_A11 2 0.0376 0.786 0.004 0.996
#> T48_CT_A12 1 0.9944 0.887 0.544 0.456
#> T48_CT_B01 2 0.0376 0.786 0.004 0.996
#> T48_CT_B02 2 0.0376 0.786 0.004 0.996
#> T48_CT_B03 1 0.9866 0.900 0.568 0.432
#> T48_CT_B04 1 0.9866 0.900 0.568 0.432
#> T48_CT_B06 2 0.0376 0.786 0.004 0.996
#> T48_CT_B08 1 0.9866 0.900 0.568 0.432
#> T48_CT_B10 2 0.0376 0.786 0.004 0.996
#> T48_CT_B11 2 0.0376 0.786 0.004 0.996
#> T48_CT_B12 1 1.0000 0.835 0.504 0.496
#> T48_CT_C01 2 0.0376 0.786 0.004 0.996
#> T48_CT_C02 1 0.9866 0.900 0.568 0.432
#> T48_CT_C03 2 0.0376 0.786 0.004 0.996
#> T48_CT_C04 1 0.9866 0.900 0.568 0.432
#> T48_CT_C05 2 0.0376 0.786 0.004 0.996
#> T48_CT_C06 2 0.0376 0.786 0.004 0.996
#> T48_CT_C07 1 0.9944 0.887 0.544 0.456
#> T48_CT_C09 2 0.1184 0.784 0.016 0.984
#> T48_CT_C10 1 0.9866 0.900 0.568 0.432
#> T48_CT_C11 2 0.0376 0.786 0.004 0.996
#> T48_CT_D01 2 0.0938 0.778 0.012 0.988
#> T48_CT_D02 1 0.9944 0.887 0.544 0.456
#> T48_CT_D03 1 0.9866 0.900 0.568 0.432
#> T48_CT_D04 2 0.0376 0.786 0.004 0.996
#> T48_CT_D06 2 0.0000 0.787 0.000 1.000
#> T48_CT_D07 2 0.0376 0.786 0.004 0.996
#> T48_CT_D08 1 0.9866 0.900 0.568 0.432
#> T48_CT_D09 2 0.0376 0.786 0.004 0.996
#> T48_CT_D10 1 0.9998 0.841 0.508 0.492
#> T48_CT_D11 2 0.0938 0.785 0.012 0.988
#> T48_CT_D12 1 0.9866 0.900 0.568 0.432
#> T48_CT_E01 2 0.3879 0.677 0.076 0.924
#> T48_CT_E02 1 0.9944 0.887 0.544 0.456
#> T48_CT_E03 2 0.0376 0.786 0.004 0.996
#> T48_CT_E04 1 1.0000 0.835 0.504 0.496
#> T48_CT_E05 2 0.0376 0.786 0.004 0.996
#> T48_CT_E06 1 0.9866 0.900 0.568 0.432
#> T48_CT_E07 1 0.9866 0.900 0.568 0.432
#> T48_CT_E08 2 0.0376 0.786 0.004 0.996
#> T48_CT_E10 1 0.9866 0.900 0.568 0.432
#> T48_CT_E11 1 0.9866 0.900 0.568 0.432
#> T48_CT_E12 2 0.8327 0.677 0.264 0.736
#> T48_CT_F01 2 0.0376 0.786 0.004 0.996
#> T48_CT_F02 1 0.9944 0.887 0.544 0.456
#> T48_CT_F03 1 0.9881 0.898 0.564 0.436
#> T48_CT_F05 2 0.0376 0.786 0.004 0.996
#> T48_CT_F07 1 0.9866 0.900 0.568 0.432
#> T48_CT_F09 2 0.0376 0.786 0.004 0.996
#> T48_CT_F10 1 0.9933 0.889 0.548 0.452
#> T48_CT_F11 1 0.9866 0.900 0.568 0.432
#> T48_CT_G01 1 0.9866 0.900 0.568 0.432
#> T48_CT_G02 2 0.0000 0.787 0.000 1.000
#> T48_CT_G03 2 0.0376 0.786 0.004 0.996
#> T48_CT_G07 2 0.0376 0.786 0.004 0.996
#> T48_CT_G08 2 0.0376 0.786 0.004 0.996
#> T48_CT_G09 2 0.0376 0.786 0.004 0.996
#> T48_CT_G10 1 0.7056 0.535 0.808 0.192
#> T48_CT_G11 1 0.9944 0.887 0.544 0.456
#> T48_CT_G12 2 0.0376 0.786 0.004 0.996
#> T48_CT_H01 2 0.0376 0.786 0.004 0.996
#> T48_CT_H02 2 0.5294 0.589 0.120 0.880
#> T48_CT_H04 1 0.9866 0.900 0.568 0.432
#> T48_CT_H05 2 0.0376 0.786 0.004 0.996
#> T48_CT_H06 2 0.0376 0.786 0.004 0.996
#> T48_CT_H07 1 0.9996 0.847 0.512 0.488
#> T48_CT_H08 2 0.0000 0.787 0.000 1.000
#> T48_CT_H11 1 0.9963 0.878 0.536 0.464
#> T48_CT_H12 2 0.0376 0.786 0.004 0.996
#> T72_CT_A01 2 0.7139 0.623 0.196 0.804
#> T72_CT_A05 2 0.7299 0.614 0.204 0.796
#> T72_CT_A08 1 0.8207 0.720 0.744 0.256
#> T72_CT_A09 2 0.7299 0.614 0.204 0.796
#> T72_CT_A11 2 0.7299 0.614 0.204 0.796
#> T72_CT_B01 2 0.6148 0.670 0.152 0.848
#> T72_CT_B02 1 0.7815 0.718 0.768 0.232
#> T72_CT_B03 1 0.8327 0.711 0.736 0.264
#> T72_CT_B04 1 0.7815 0.718 0.768 0.232
#> T72_CT_B05 1 0.9170 0.657 0.668 0.332
#> T72_CT_B06 1 0.7950 0.718 0.760 0.240
#> T72_CT_B08 2 0.9866 0.513 0.432 0.568
#> T72_CT_B09 1 0.9323 0.828 0.652 0.348
#> T72_CT_B11 1 0.8327 0.711 0.736 0.264
#> T72_CT_B12 2 0.7299 0.614 0.204 0.796
#> T72_CT_C04 2 0.0938 0.785 0.012 0.988
#> T72_CT_C06 1 0.8713 0.689 0.708 0.292
#> T72_CT_C07 2 0.1184 0.784 0.016 0.984
#> T72_CT_C09 1 0.8713 0.689 0.708 0.292
#> T72_CT_C11 2 0.9866 0.513 0.432 0.568
#> T72_CT_D01 2 0.7299 0.614 0.204 0.796
#> T72_CT_D03 1 0.8713 0.689 0.708 0.292
#> T72_CT_D04 2 0.7299 0.614 0.204 0.796
#> T72_CT_D05 1 0.8327 0.711 0.736 0.264
#> T72_CT_D07 1 0.8327 0.711 0.736 0.264
#> T72_CT_D10 1 0.8713 0.689 0.708 0.292
#> T72_CT_D11 1 0.7815 0.718 0.768 0.232
#> T72_CT_E04 1 0.8207 0.715 0.744 0.256
#> T72_CT_E05 2 0.7299 0.614 0.204 0.796
#> T72_CT_E07 2 0.7376 0.612 0.208 0.792
#> T72_CT_F01 2 0.7376 0.612 0.208 0.792
#> T72_CT_F05 2 0.7299 0.614 0.204 0.796
#> T72_CT_F07 1 0.8327 0.711 0.736 0.264
#> T72_CT_F10 2 0.7299 0.614 0.204 0.796
#> T72_CT_F11 2 0.8499 0.596 0.276 0.724
#> T72_CT_G03 1 0.7883 0.725 0.764 0.236
#> T72_CT_G04 1 0.7950 0.728 0.760 0.240
#> T72_CT_G06 2 0.6531 0.653 0.168 0.832
#> T72_CT_G08 2 0.7299 0.617 0.204 0.796
#> T72_CT_G10 2 0.7376 0.612 0.208 0.792
#> T72_CT_G11 1 0.9944 0.887 0.544 0.456
#> T72_CT_H01 2 0.0938 0.785 0.012 0.988
#> T72_CT_H03 2 0.7299 0.614 0.204 0.796
#> T72_CT_H05 2 0.9944 0.506 0.456 0.544
#> T72_CT_H08 2 0.9909 0.510 0.444 0.556
#> T72_CT_H09 2 1.0000 0.492 0.496 0.504
#> T72_CT_H10 1 0.8608 0.696 0.716 0.284
#> T72_CT_H11 1 0.8661 0.693 0.712 0.288
#> T72_CT_H12 2 0.7299 0.614 0.204 0.796
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_A03 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_A05 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_A06 3 0.357 0.851 0.040 0.060 0.900
#> T0_CT_A07 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_A08 1 0.141 0.897 0.964 0.000 0.036
#> T0_CT_A10 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_A11 2 0.957 0.433 0.392 0.412 0.196
#> T0_CT_B01 2 0.843 0.846 0.136 0.604 0.260
#> T0_CT_B03 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_B05 2 0.934 0.702 0.188 0.496 0.316
#> T0_CT_B07 3 0.885 -0.322 0.128 0.356 0.516
#> T0_CT_B08 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_B09 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_C02 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_C03 1 0.141 0.897 0.964 0.000 0.036
#> T0_CT_C05 2 0.798 0.876 0.108 0.636 0.256
#> T0_CT_C06 2 0.840 0.850 0.136 0.608 0.256
#> T0_CT_C07 3 0.390 0.835 0.060 0.052 0.888
#> T0_CT_C08 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_C09 2 0.808 0.868 0.108 0.624 0.268
#> T0_CT_C11 2 0.798 0.876 0.108 0.636 0.256
#> T0_CT_C12 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_D01 3 0.619 0.331 0.016 0.292 0.692
#> T0_CT_D02 3 0.559 0.691 0.124 0.068 0.808
#> T0_CT_D03 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_D05 2 0.834 0.853 0.132 0.612 0.256
#> T0_CT_D06 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_D07 3 0.359 0.852 0.048 0.052 0.900
#> T0_CT_D08 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_D09 2 0.798 0.876 0.108 0.636 0.256
#> T0_CT_D11 2 0.798 0.876 0.108 0.636 0.256
#> T0_CT_D12 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E01 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E03 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E04 2 0.798 0.876 0.108 0.636 0.256
#> T0_CT_E05 1 0.129 0.890 0.968 0.032 0.000
#> T0_CT_E06 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E07 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E08 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E09 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E10 2 0.859 0.819 0.128 0.572 0.300
#> T0_CT_E11 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_E12 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F01 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F02 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F03 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F04 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F05 3 0.622 0.492 0.032 0.240 0.728
#> T0_CT_F06 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F07 2 0.854 0.812 0.128 0.580 0.292
#> T0_CT_F09 2 0.798 0.876 0.108 0.636 0.256
#> T0_CT_F11 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_F12 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_G01 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_G02 2 0.943 0.704 0.212 0.496 0.292
#> T0_CT_G03 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_G04 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_G07 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_G08 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_G09 1 0.129 0.890 0.968 0.032 0.000
#> T0_CT_G11 2 0.863 0.813 0.136 0.576 0.288
#> T0_CT_H01 2 0.844 0.846 0.144 0.608 0.248
#> T0_CT_H02 2 0.798 0.870 0.104 0.632 0.264
#> T0_CT_H04 3 0.200 0.911 0.036 0.012 0.952
#> T0_CT_H05 2 0.855 0.829 0.136 0.588 0.276
#> T0_CT_H08 2 0.854 0.812 0.128 0.580 0.292
#> T0_CT_H09 2 0.823 0.861 0.124 0.620 0.256
#> T0_CT_H12 2 0.860 0.809 0.132 0.576 0.292
#> T24_CT_A01 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_A03 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_A04 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_A05 3 0.470 0.723 0.180 0.008 0.812
#> T24_CT_A07 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_A08 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_A09 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_A10 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_B01 1 0.145 0.893 0.968 0.024 0.008
#> T24_CT_B02 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_B03 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_B05 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_B06 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_B07 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_B08 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_B09 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_B11 3 0.200 0.911 0.036 0.012 0.952
#> T24_CT_C01 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_C02 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_C03 1 0.140 0.892 0.968 0.028 0.004
#> T24_CT_C05 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_C07 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_C08 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_C09 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_C10 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_C11 2 0.608 0.508 0.388 0.612 0.000
#> T24_CT_C12 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D01 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D02 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D03 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D04 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_D05 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_D06 1 0.140 0.897 0.968 0.004 0.028
#> T24_CT_D07 1 0.650 0.134 0.596 0.396 0.008
#> T24_CT_D08 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D09 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D10 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_D11 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_E01 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_E02 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_E04 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_E05 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_E07 2 0.833 0.768 0.208 0.628 0.164
#> T24_CT_E09 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_E11 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_E12 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_F01 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_F02 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_F03 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_F04 1 0.153 0.885 0.960 0.040 0.000
#> T24_CT_F05 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_F07 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_F08 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_F09 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_F10 2 0.824 0.827 0.160 0.636 0.204
#> T24_CT_F11 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_F12 2 0.770 0.633 0.048 0.532 0.420
#> T24_CT_G01 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_G02 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_G03 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_G04 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_G05 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_G06 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_G08 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_G10 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_G11 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_G12 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_H01 3 0.200 0.911 0.036 0.012 0.952
#> T24_CT_H02 1 0.129 0.897 0.968 0.000 0.032
#> T24_CT_H03 2 0.798 0.876 0.108 0.636 0.256
#> T24_CT_H05 1 0.129 0.890 0.968 0.032 0.000
#> T24_CT_H07 1 0.140 0.897 0.968 0.004 0.028
#> T24_CT_H09 1 0.141 0.897 0.964 0.000 0.036
#> T24_CT_H12 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_A01 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_A02 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_A03 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_A04 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_A05 2 0.827 0.831 0.156 0.632 0.212
#> T48_CT_A06 1 0.153 0.896 0.960 0.000 0.040
#> T48_CT_A07 3 0.203 0.907 0.032 0.016 0.952
#> T48_CT_A08 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_A09 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_A10 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_A11 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_A12 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_B01 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_B02 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_B03 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_B04 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_B06 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_B08 1 0.129 0.897 0.968 0.000 0.032
#> T48_CT_B10 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_B11 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_B12 1 0.196 0.871 0.944 0.056 0.000
#> T48_CT_C01 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_C02 1 0.175 0.893 0.952 0.000 0.048
#> T48_CT_C03 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_C04 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_C05 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_C06 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_C07 1 0.153 0.885 0.960 0.040 0.000
#> T48_CT_C09 2 0.792 0.873 0.104 0.640 0.256
#> T48_CT_C10 1 0.148 0.896 0.968 0.012 0.020
#> T48_CT_C11 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_D01 2 0.822 0.835 0.152 0.636 0.212
#> T48_CT_D02 1 0.141 0.888 0.964 0.036 0.000
#> T48_CT_D03 1 0.129 0.897 0.968 0.000 0.032
#> T48_CT_D04 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_D06 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_D07 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_D08 1 0.129 0.897 0.968 0.000 0.032
#> T48_CT_D09 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_D10 1 0.196 0.871 0.944 0.056 0.000
#> T48_CT_D11 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_D12 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_E01 2 0.829 0.822 0.164 0.632 0.204
#> T48_CT_E02 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_E03 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_E04 1 0.245 0.853 0.924 0.076 0.000
#> T48_CT_E05 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_E06 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_E07 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_E08 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_E10 1 0.129 0.897 0.968 0.000 0.032
#> T48_CT_E11 1 0.148 0.896 0.968 0.012 0.020
#> T48_CT_E12 3 0.195 0.880 0.008 0.040 0.952
#> T48_CT_F01 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_F02 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_F03 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_F05 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_F07 1 0.140 0.892 0.968 0.028 0.004
#> T48_CT_F09 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_F10 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_F11 1 0.129 0.897 0.968 0.000 0.032
#> T48_CT_G01 1 0.141 0.897 0.964 0.000 0.036
#> T48_CT_G02 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_G03 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_G07 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_G08 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_G09 2 0.801 0.873 0.112 0.636 0.252
#> T48_CT_G10 3 0.559 0.467 0.304 0.000 0.696
#> T48_CT_G11 1 0.129 0.890 0.968 0.032 0.000
#> T48_CT_G12 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_H01 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_H02 2 0.848 0.790 0.192 0.616 0.192
#> T48_CT_H04 1 0.175 0.893 0.952 0.000 0.048
#> T48_CT_H05 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_H06 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_H07 1 0.196 0.871 0.944 0.056 0.000
#> T48_CT_H08 2 0.798 0.876 0.108 0.636 0.256
#> T48_CT_H11 1 0.196 0.871 0.944 0.056 0.000
#> T48_CT_H12 2 0.798 0.876 0.108 0.636 0.256
#> T72_CT_A01 2 0.560 0.724 0.016 0.756 0.228
#> T72_CT_A05 2 0.244 0.456 0.032 0.940 0.028
#> T72_CT_A08 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_A09 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_A11 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_B01 2 0.614 0.785 0.024 0.720 0.256
#> T72_CT_B02 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_B03 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_B04 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_B05 2 0.694 -0.102 0.312 0.652 0.036
#> T72_CT_B06 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_B08 3 0.731 0.502 0.032 0.416 0.552
#> T72_CT_B09 1 0.301 0.869 0.920 0.028 0.052
#> T72_CT_B11 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_B12 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_C04 2 0.785 0.870 0.100 0.644 0.256
#> T72_CT_C06 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_C07 2 0.757 0.855 0.084 0.660 0.256
#> T72_CT_C09 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_C11 3 0.718 0.506 0.032 0.376 0.592
#> T72_CT_D01 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_D03 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_D04 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_D05 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_D07 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_D10 2 0.739 -0.353 0.408 0.556 0.036
#> T72_CT_D11 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_E04 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_E05 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_E07 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_F01 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_F05 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_F07 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_F10 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_F11 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_G03 1 0.414 0.788 0.872 0.096 0.032
#> T72_CT_G04 1 0.414 0.788 0.872 0.096 0.032
#> T72_CT_G06 2 0.660 0.714 0.036 0.696 0.268
#> T72_CT_G08 2 0.281 0.468 0.036 0.928 0.036
#> T72_CT_G10 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_G11 1 0.153 0.889 0.964 0.032 0.004
#> T72_CT_H01 2 0.785 0.870 0.100 0.644 0.256
#> T72_CT_H03 2 0.231 0.452 0.032 0.944 0.024
#> T72_CT_H05 3 0.662 0.577 0.032 0.284 0.684
#> T72_CT_H08 3 0.303 0.826 0.032 0.048 0.920
#> T72_CT_H09 3 0.683 0.557 0.032 0.312 0.656
#> T72_CT_H10 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_H11 1 0.717 0.602 0.612 0.352 0.036
#> T72_CT_H12 2 0.231 0.452 0.032 0.944 0.024
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.2115 0.9424 0.004 0.036 0.936 0.024
#> T0_CT_A03 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_A05 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_A06 3 0.5732 0.7120 0.004 0.176 0.720 0.100
#> T0_CT_A07 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_A08 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T0_CT_A10 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_A11 2 0.7682 0.1820 0.388 0.464 0.020 0.128
#> T0_CT_B01 2 0.2799 0.9025 0.008 0.884 0.000 0.108
#> T0_CT_B03 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_B05 2 0.4600 0.8549 0.032 0.820 0.036 0.112
#> T0_CT_B07 2 0.6291 0.6317 0.008 0.672 0.216 0.104
#> T0_CT_B08 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_B09 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_C02 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_C03 1 0.1484 0.9707 0.960 0.016 0.004 0.020
#> T0_CT_C05 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T0_CT_C06 2 0.2859 0.9006 0.008 0.880 0.000 0.112
#> T0_CT_C07 3 0.5575 0.7372 0.004 0.156 0.736 0.104
#> T0_CT_C08 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_C09 2 0.3335 0.8853 0.000 0.856 0.016 0.128
#> T0_CT_C11 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T0_CT_C12 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_D01 2 0.6324 0.3971 0.000 0.584 0.340 0.076
#> T0_CT_D02 3 0.6789 0.6192 0.024 0.224 0.648 0.104
#> T0_CT_D03 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_D05 2 0.2859 0.9006 0.008 0.880 0.000 0.112
#> T0_CT_D06 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_D07 3 0.5473 0.7463 0.004 0.152 0.744 0.100
#> T0_CT_D08 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_D09 2 0.2345 0.9102 0.000 0.900 0.000 0.100
#> T0_CT_D11 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T0_CT_D12 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_E01 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_E03 3 0.2413 0.9344 0.004 0.036 0.924 0.036
#> T0_CT_E04 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T0_CT_E05 1 0.2002 0.9522 0.936 0.020 0.000 0.044
#> T0_CT_E06 3 0.2007 0.9449 0.004 0.036 0.940 0.020
#> T0_CT_E07 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_E08 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_E09 3 0.2007 0.9449 0.004 0.036 0.940 0.020
#> T0_CT_E10 2 0.3630 0.8803 0.004 0.848 0.020 0.128
#> T0_CT_E11 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_E12 3 0.3770 0.8770 0.004 0.040 0.852 0.104
#> T0_CT_F01 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_F02 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_F03 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_F04 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_F05 2 0.6281 0.6060 0.004 0.660 0.232 0.104
#> T0_CT_F06 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_F07 2 0.3043 0.8985 0.008 0.876 0.004 0.112
#> T0_CT_F09 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T0_CT_F11 3 0.3770 0.8770 0.004 0.040 0.852 0.104
#> T0_CT_F12 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_G01 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_G02 2 0.3800 0.8772 0.036 0.848 0.004 0.112
#> T0_CT_G03 3 0.2007 0.9449 0.004 0.036 0.940 0.020
#> T0_CT_G04 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_G07 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_G08 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T0_CT_G09 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T0_CT_G11 2 0.3043 0.8985 0.008 0.876 0.004 0.112
#> T0_CT_H01 2 0.3224 0.8914 0.016 0.864 0.000 0.120
#> T0_CT_H02 2 0.2593 0.9064 0.000 0.892 0.004 0.104
#> T0_CT_H04 3 0.3770 0.8770 0.004 0.040 0.852 0.104
#> T0_CT_H05 2 0.2859 0.9006 0.008 0.880 0.000 0.112
#> T0_CT_H08 2 0.2983 0.9005 0.008 0.880 0.004 0.108
#> T0_CT_H09 2 0.2593 0.9059 0.004 0.892 0.000 0.104
#> T0_CT_H12 2 0.3113 0.8985 0.012 0.876 0.004 0.108
#> T24_CT_A01 1 0.1369 0.9713 0.964 0.016 0.004 0.016
#> T24_CT_A03 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_A04 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T24_CT_A05 3 0.1356 0.9187 0.032 0.008 0.960 0.000
#> T24_CT_A07 2 0.0000 0.9391 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_A09 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_A10 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_B01 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_B02 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_B03 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_B05 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_B06 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_B07 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_B08 2 0.2149 0.9159 0.000 0.912 0.000 0.088
#> T24_CT_B09 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_B11 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T24_CT_C01 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_C02 2 0.2081 0.9177 0.000 0.916 0.000 0.084
#> T24_CT_C03 1 0.2002 0.9522 0.936 0.020 0.000 0.044
#> T24_CT_C05 2 0.2149 0.9159 0.000 0.912 0.000 0.088
#> T24_CT_C07 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_C08 2 0.2011 0.9196 0.000 0.920 0.000 0.080
#> T24_CT_C09 2 0.2081 0.9177 0.000 0.916 0.000 0.084
#> T24_CT_C10 1 0.0967 0.9730 0.976 0.016 0.004 0.004
#> T24_CT_C11 2 0.4469 0.8100 0.112 0.808 0.000 0.080
#> T24_CT_C12 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_D01 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_D02 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_D03 2 0.2408 0.9078 0.000 0.896 0.000 0.104
#> T24_CT_D04 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_D05 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_D06 1 0.1369 0.9713 0.964 0.016 0.004 0.016
#> T24_CT_D07 1 0.5506 0.0826 0.512 0.472 0.000 0.016
#> T24_CT_D08 2 0.0469 0.9388 0.000 0.988 0.000 0.012
#> T24_CT_D09 2 0.0707 0.9378 0.000 0.980 0.000 0.020
#> T24_CT_D10 2 0.0707 0.9375 0.000 0.980 0.000 0.020
#> T24_CT_D11 2 0.0000 0.9391 0.000 1.000 0.000 0.000
#> T24_CT_E01 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_E02 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_E04 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_E05 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_E07 2 0.1042 0.9300 0.008 0.972 0.000 0.020
#> T24_CT_E09 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_E11 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_E12 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_F01 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_F02 2 0.1637 0.9269 0.000 0.940 0.000 0.060
#> T24_CT_F03 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_F04 1 0.2111 0.9498 0.932 0.024 0.000 0.044
#> T24_CT_F05 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_F07 1 0.2002 0.9522 0.936 0.020 0.000 0.044
#> T24_CT_F08 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_F09 2 0.1637 0.9269 0.000 0.940 0.000 0.060
#> T24_CT_F10 2 0.1042 0.9300 0.008 0.972 0.000 0.020
#> T24_CT_F11 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_F12 2 0.3668 0.7544 0.000 0.808 0.188 0.004
#> T24_CT_G01 2 0.1474 0.9295 0.000 0.948 0.000 0.052
#> T24_CT_G02 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_G03 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_G04 2 0.0592 0.9381 0.000 0.984 0.000 0.016
#> T24_CT_G05 2 0.2216 0.9140 0.000 0.908 0.000 0.092
#> T24_CT_G06 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_G08 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_G10 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T24_CT_G11 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_G12 1 0.1369 0.9713 0.964 0.016 0.004 0.016
#> T24_CT_H01 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T24_CT_H02 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T24_CT_H03 2 0.0469 0.9385 0.000 0.988 0.000 0.012
#> T24_CT_H05 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T24_CT_H07 1 0.1369 0.9713 0.964 0.016 0.004 0.016
#> T24_CT_H09 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T24_CT_H12 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T48_CT_A01 2 0.0336 0.9370 0.000 0.992 0.000 0.008
#> T48_CT_A02 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_A03 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_A04 2 0.0000 0.9391 0.000 1.000 0.000 0.000
#> T48_CT_A05 2 0.0895 0.9319 0.004 0.976 0.000 0.020
#> T48_CT_A06 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_A07 3 0.1305 0.9547 0.004 0.036 0.960 0.000
#> T48_CT_A08 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_A09 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_A10 2 0.0921 0.9364 0.000 0.972 0.000 0.028
#> T48_CT_A11 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_A12 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_B01 2 0.2011 0.9194 0.000 0.920 0.000 0.080
#> T48_CT_B02 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_B03 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_B04 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_B06 2 0.0707 0.9375 0.000 0.980 0.000 0.020
#> T48_CT_B08 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_B10 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_B11 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_B12 1 0.1406 0.9687 0.960 0.024 0.000 0.016
#> T48_CT_C01 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_C02 1 0.2838 0.9219 0.908 0.016 0.020 0.056
#> T48_CT_C03 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_C04 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_C05 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_C06 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_C07 1 0.1406 0.9687 0.960 0.024 0.000 0.016
#> T48_CT_C09 2 0.0469 0.9348 0.000 0.988 0.000 0.012
#> T48_CT_C10 1 0.1042 0.9725 0.972 0.020 0.000 0.008
#> T48_CT_C11 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_D01 2 0.1174 0.9246 0.020 0.968 0.000 0.012
#> T48_CT_D02 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_D03 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T48_CT_D04 2 0.0921 0.9362 0.000 0.972 0.000 0.028
#> T48_CT_D06 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_D07 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_D08 1 0.0967 0.9730 0.976 0.016 0.004 0.004
#> T48_CT_D09 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_D10 1 0.1406 0.9687 0.960 0.024 0.000 0.016
#> T48_CT_D11 2 0.1940 0.9214 0.000 0.924 0.000 0.076
#> T48_CT_D12 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_E01 2 0.0895 0.9322 0.004 0.976 0.000 0.020
#> T48_CT_E02 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_E03 2 0.0895 0.9322 0.004 0.976 0.000 0.020
#> T48_CT_E04 1 0.3881 0.7655 0.812 0.172 0.000 0.016
#> T48_CT_E05 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_E06 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_E07 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_E08 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_E10 1 0.0779 0.9730 0.980 0.016 0.004 0.000
#> T48_CT_E11 1 0.1369 0.9713 0.964 0.016 0.004 0.016
#> T48_CT_E12 3 0.1211 0.9505 0.000 0.040 0.960 0.000
#> T48_CT_F01 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_F02 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_F03 1 0.2002 0.9522 0.936 0.020 0.000 0.044
#> T48_CT_F05 2 0.0469 0.9389 0.000 0.988 0.000 0.012
#> T48_CT_F07 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_F09 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_F10 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_F11 1 0.0967 0.9723 0.976 0.016 0.004 0.004
#> T48_CT_G01 1 0.1247 0.9722 0.968 0.016 0.004 0.012
#> T48_CT_G02 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_G03 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_G07 2 0.0000 0.9391 0.000 1.000 0.000 0.000
#> T48_CT_G08 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_G09 2 0.0707 0.9338 0.000 0.980 0.000 0.020
#> T48_CT_G10 3 0.1211 0.9070 0.040 0.000 0.960 0.000
#> T48_CT_G11 1 0.1297 0.9711 0.964 0.020 0.000 0.016
#> T48_CT_G12 2 0.0000 0.9391 0.000 1.000 0.000 0.000
#> T48_CT_H01 2 0.1716 0.9257 0.000 0.936 0.000 0.064
#> T48_CT_H02 2 0.1174 0.9278 0.012 0.968 0.000 0.020
#> T48_CT_H04 1 0.2838 0.9219 0.908 0.016 0.020 0.056
#> T48_CT_H05 2 0.0817 0.9370 0.000 0.976 0.000 0.024
#> T48_CT_H06 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T48_CT_H07 1 0.1406 0.9687 0.960 0.024 0.000 0.016
#> T48_CT_H08 2 0.0469 0.9348 0.000 0.988 0.000 0.012
#> T48_CT_H11 1 0.1406 0.9687 0.960 0.024 0.000 0.016
#> T48_CT_H12 2 0.0188 0.9389 0.000 0.996 0.000 0.004
#> T72_CT_A01 2 0.1624 0.9108 0.000 0.952 0.020 0.028
#> T72_CT_A05 4 0.3991 0.8503 0.000 0.172 0.020 0.808
#> T72_CT_A08 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_A09 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_A11 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_B01 2 0.1520 0.9143 0.000 0.956 0.020 0.024
#> T72_CT_B02 4 0.3402 0.8594 0.164 0.000 0.004 0.832
#> T72_CT_B03 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_B04 4 0.3402 0.8594 0.164 0.000 0.004 0.832
#> T72_CT_B05 4 0.3581 0.8761 0.032 0.116 0.000 0.852
#> T72_CT_B06 4 0.3402 0.8594 0.164 0.000 0.004 0.832
#> T72_CT_B08 4 0.4145 0.8191 0.004 0.044 0.124 0.828
#> T72_CT_B09 1 0.1811 0.9350 0.948 0.004 0.020 0.028
#> T72_CT_B11 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_B12 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_C04 2 0.0927 0.9279 0.000 0.976 0.008 0.016
#> T72_CT_C06 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_C07 2 0.1297 0.9198 0.000 0.964 0.016 0.020
#> T72_CT_C09 4 0.3340 0.8673 0.144 0.004 0.004 0.848
#> T72_CT_C11 4 0.3448 0.7769 0.004 0.000 0.168 0.828
#> T72_CT_D01 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_D03 4 0.3157 0.8662 0.144 0.000 0.004 0.852
#> T72_CT_D04 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_D05 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_D07 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_D10 4 0.3647 0.8765 0.040 0.108 0.000 0.852
#> T72_CT_D11 4 0.3402 0.8594 0.164 0.000 0.004 0.832
#> T72_CT_E04 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_E05 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_E07 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_F01 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_F05 4 0.3900 0.8591 0.000 0.164 0.020 0.816
#> T72_CT_F07 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_F10 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_F11 4 0.3891 0.8726 0.004 0.148 0.020 0.828
#> T72_CT_G03 1 0.1109 0.9380 0.968 0.000 0.004 0.028
#> T72_CT_G04 1 0.1209 0.9345 0.964 0.000 0.004 0.032
#> T72_CT_G06 2 0.1820 0.9045 0.000 0.944 0.020 0.036
#> T72_CT_G08 4 0.3630 0.8743 0.004 0.128 0.020 0.848
#> T72_CT_G10 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_G11 1 0.1484 0.9694 0.960 0.020 0.004 0.016
#> T72_CT_H01 2 0.0592 0.9321 0.000 0.984 0.000 0.016
#> T72_CT_H03 4 0.3708 0.8738 0.000 0.148 0.020 0.832
#> T72_CT_H05 3 0.1109 0.9031 0.004 0.000 0.968 0.028
#> T72_CT_H08 3 0.1247 0.9237 0.004 0.016 0.968 0.012
#> T72_CT_H09 3 0.4697 0.5009 0.008 0.000 0.696 0.296
#> T72_CT_H10 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_H11 4 0.3257 0.8646 0.152 0.000 0.004 0.844
#> T72_CT_H12 4 0.3708 0.8738 0.000 0.148 0.020 0.832
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.2230 0.8512 0.000 0.000 0.884 0.000 0.116
#> T0_CT_A03 3 0.0404 0.9201 0.000 0.000 0.988 0.000 0.012
#> T0_CT_A05 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T0_CT_A06 3 0.5426 0.4730 0.000 0.084 0.608 0.000 0.308
#> T0_CT_A07 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T0_CT_A08 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T0_CT_A10 3 0.0162 0.9201 0.000 0.000 0.996 0.000 0.004
#> T0_CT_A11 5 0.5854 0.6090 0.096 0.436 0.000 0.000 0.468
#> T0_CT_B01 5 0.4287 0.8019 0.000 0.460 0.000 0.000 0.540
#> T0_CT_B03 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_B05 5 0.5433 0.7697 0.016 0.412 0.032 0.000 0.540
#> T0_CT_B07 5 0.6125 0.6889 0.000 0.364 0.136 0.000 0.500
#> T0_CT_B08 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_B09 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T0_CT_C02 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_C03 1 0.3661 0.8086 0.724 0.000 0.000 0.000 0.276
#> T0_CT_C05 2 0.3837 0.0441 0.000 0.692 0.000 0.000 0.308
#> T0_CT_C06 5 0.4300 0.8011 0.000 0.476 0.000 0.000 0.524
#> T0_CT_C07 3 0.5294 0.4101 0.000 0.056 0.564 0.000 0.380
#> T0_CT_C08 3 0.0404 0.9201 0.000 0.000 0.988 0.000 0.012
#> T0_CT_C09 2 0.4235 -0.3767 0.000 0.576 0.000 0.000 0.424
#> T0_CT_C11 2 0.3837 0.0441 0.000 0.692 0.000 0.000 0.308
#> T0_CT_C12 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 2 0.6718 -0.4596 0.000 0.420 0.272 0.000 0.308
#> T0_CT_D02 5 0.6034 0.0178 0.004 0.104 0.392 0.000 0.500
#> T0_CT_D03 3 0.0324 0.9207 0.000 0.000 0.992 0.004 0.004
#> T0_CT_D05 5 0.4306 0.7791 0.000 0.492 0.000 0.000 0.508
#> T0_CT_D06 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_D07 3 0.5289 0.4654 0.000 0.064 0.596 0.000 0.340
#> T0_CT_D08 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_D09 2 0.3837 0.0441 0.000 0.692 0.000 0.000 0.308
#> T0_CT_D11 2 0.3837 0.0441 0.000 0.692 0.000 0.000 0.308
#> T0_CT_D12 3 0.0404 0.9201 0.000 0.000 0.988 0.000 0.012
#> T0_CT_E01 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 3 0.3336 0.7427 0.000 0.000 0.772 0.000 0.228
#> T0_CT_E04 2 0.3876 0.0102 0.000 0.684 0.000 0.000 0.316
#> T0_CT_E05 1 0.4088 0.7829 0.632 0.000 0.000 0.000 0.368
#> T0_CT_E06 3 0.2179 0.8543 0.000 0.000 0.888 0.000 0.112
#> T0_CT_E07 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_E09 3 0.2377 0.8413 0.000 0.000 0.872 0.000 0.128
#> T0_CT_E10 2 0.4242 -0.3932 0.000 0.572 0.000 0.000 0.428
#> T0_CT_E11 3 0.0162 0.9209 0.000 0.000 0.996 0.000 0.004
#> T0_CT_E12 3 0.3932 0.6249 0.000 0.000 0.672 0.000 0.328
#> T0_CT_F01 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T0_CT_F05 2 0.6622 -0.4642 0.000 0.440 0.232 0.000 0.328
#> T0_CT_F06 3 0.0162 0.9209 0.000 0.000 0.996 0.004 0.000
#> T0_CT_F07 5 0.4307 0.7696 0.000 0.496 0.000 0.000 0.504
#> T0_CT_F09 2 0.3816 0.0624 0.000 0.696 0.000 0.000 0.304
#> T0_CT_F11 3 0.3932 0.6249 0.000 0.000 0.672 0.000 0.328
#> T0_CT_F12 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.9207 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.4811 0.7977 0.020 0.452 0.000 0.000 0.528
#> T0_CT_G03 3 0.1732 0.8760 0.000 0.000 0.920 0.000 0.080
#> T0_CT_G04 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_G07 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_G08 3 0.0566 0.9198 0.000 0.000 0.984 0.012 0.004
#> T0_CT_G09 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T0_CT_G11 5 0.4300 0.8011 0.000 0.476 0.000 0.000 0.524
#> T0_CT_H01 5 0.4451 0.6460 0.016 0.340 0.000 0.000 0.644
#> T0_CT_H02 2 0.3837 0.0441 0.000 0.692 0.000 0.000 0.308
#> T0_CT_H04 3 0.3857 0.6405 0.000 0.000 0.688 0.000 0.312
#> T0_CT_H05 5 0.4300 0.8011 0.000 0.476 0.000 0.000 0.524
#> T0_CT_H08 5 0.4306 0.7791 0.000 0.492 0.000 0.000 0.508
#> T0_CT_H09 2 0.4150 -0.3441 0.000 0.612 0.000 0.000 0.388
#> T0_CT_H12 5 0.4291 0.8030 0.000 0.464 0.000 0.000 0.536
#> T24_CT_A01 1 0.3774 0.8058 0.704 0.000 0.000 0.000 0.296
#> T24_CT_A03 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A04 2 0.3837 0.0441 0.000 0.692 0.000 0.000 0.308
#> T24_CT_A05 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T24_CT_A07 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A08 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_A09 1 0.1851 0.8215 0.912 0.000 0.000 0.000 0.088
#> T24_CT_A10 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_B01 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_B02 1 0.1341 0.8175 0.944 0.000 0.000 0.000 0.056
#> T24_CT_B03 2 0.1831 0.6933 0.000 0.920 0.000 0.004 0.076
#> T24_CT_B05 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_B08 2 0.1965 0.6756 0.000 0.904 0.000 0.000 0.096
#> T24_CT_B09 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_B11 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T24_CT_C01 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_C02 2 0.2424 0.6282 0.000 0.868 0.000 0.000 0.132
#> T24_CT_C03 1 0.4074 0.7853 0.636 0.000 0.000 0.000 0.364
#> T24_CT_C05 2 0.2020 0.6686 0.000 0.900 0.000 0.000 0.100
#> T24_CT_C07 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T24_CT_C08 2 0.0794 0.7686 0.000 0.972 0.000 0.000 0.028
#> T24_CT_C09 2 0.2471 0.6202 0.000 0.864 0.000 0.000 0.136
#> T24_CT_C10 1 0.3305 0.8180 0.776 0.000 0.000 0.000 0.224
#> T24_CT_C11 2 0.6557 -0.3154 0.212 0.448 0.000 0.000 0.340
#> T24_CT_C12 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T24_CT_D01 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T24_CT_D03 2 0.3707 0.1481 0.000 0.716 0.000 0.000 0.284
#> T24_CT_D04 1 0.1121 0.8147 0.956 0.000 0.000 0.000 0.044
#> T24_CT_D05 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_D06 1 0.3684 0.8102 0.720 0.000 0.000 0.000 0.280
#> T24_CT_D07 1 0.6823 0.0956 0.344 0.320 0.000 0.000 0.336
#> T24_CT_D08 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D09 2 0.0162 0.7905 0.000 0.996 0.000 0.000 0.004
#> T24_CT_D10 2 0.0290 0.7875 0.000 0.992 0.000 0.000 0.008
#> T24_CT_D11 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E01 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_E02 1 0.1121 0.8159 0.956 0.000 0.000 0.000 0.044
#> T24_CT_E04 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T24_CT_E05 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_E07 2 0.3920 0.2611 0.004 0.724 0.000 0.004 0.268
#> T24_CT_E09 1 0.0404 0.8096 0.988 0.000 0.000 0.000 0.012
#> T24_CT_E11 1 0.1478 0.8186 0.936 0.000 0.000 0.000 0.064
#> T24_CT_E12 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.0404 0.7840 0.000 0.988 0.000 0.000 0.012
#> T24_CT_F03 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_F04 1 0.4074 0.7853 0.636 0.000 0.000 0.000 0.364
#> T24_CT_F05 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_F07 1 0.4101 0.7806 0.628 0.000 0.000 0.000 0.372
#> T24_CT_F08 1 0.1965 0.8218 0.904 0.000 0.000 0.000 0.096
#> T24_CT_F09 2 0.0880 0.7642 0.000 0.968 0.000 0.000 0.032
#> T24_CT_F10 2 0.3766 0.2679 0.000 0.728 0.000 0.004 0.268
#> T24_CT_F11 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_F12 2 0.2561 0.5707 0.000 0.856 0.144 0.000 0.000
#> T24_CT_G01 2 0.0404 0.7840 0.000 0.988 0.000 0.000 0.012
#> T24_CT_G02 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_G03 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_G04 2 0.0162 0.7903 0.000 0.996 0.000 0.000 0.004
#> T24_CT_G05 2 0.3305 0.3945 0.000 0.776 0.000 0.000 0.224
#> T24_CT_G06 1 0.1341 0.8184 0.944 0.000 0.000 0.000 0.056
#> T24_CT_G08 1 0.0404 0.8073 0.988 0.000 0.000 0.000 0.012
#> T24_CT_G10 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T24_CT_G11 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T24_CT_G12 1 0.3480 0.8132 0.752 0.000 0.000 0.000 0.248
#> T24_CT_H01 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T24_CT_H02 1 0.2280 0.8216 0.880 0.000 0.000 0.000 0.120
#> T24_CT_H03 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H05 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_H07 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T24_CT_H09 1 0.0290 0.8086 0.992 0.000 0.000 0.000 0.008
#> T24_CT_H12 1 0.1341 0.8175 0.944 0.000 0.000 0.000 0.056
#> T48_CT_A01 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_A02 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_A03 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_A04 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.3662 0.3143 0.000 0.744 0.000 0.004 0.252
#> T48_CT_A06 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_A07 3 0.0807 0.9186 0.000 0.000 0.976 0.012 0.012
#> T48_CT_A08 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_A09 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_A10 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A12 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_B01 2 0.0510 0.7804 0.000 0.984 0.000 0.000 0.016
#> T48_CT_B02 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_B04 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_B06 2 0.0162 0.7902 0.000 0.996 0.000 0.000 0.004
#> T48_CT_B08 1 0.0880 0.8138 0.968 0.000 0.000 0.000 0.032
#> T48_CT_B10 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_B12 1 0.4624 0.7784 0.636 0.024 0.000 0.000 0.340
#> T48_CT_C01 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C02 1 0.2068 0.7573 0.904 0.000 0.000 0.004 0.092
#> T48_CT_C03 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_C04 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_C05 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_C06 2 0.1357 0.7346 0.000 0.948 0.000 0.004 0.048
#> T48_CT_C07 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_C09 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_C10 1 0.2773 0.8214 0.836 0.000 0.000 0.000 0.164
#> T48_CT_C11 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_D01 2 0.3752 0.1947 0.000 0.708 0.000 0.000 0.292
#> T48_CT_D02 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_D03 1 0.1270 0.8168 0.948 0.000 0.000 0.000 0.052
#> T48_CT_D04 2 0.0290 0.7875 0.000 0.992 0.000 0.000 0.008
#> T48_CT_D06 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_D07 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D08 1 0.2179 0.8209 0.888 0.000 0.000 0.000 0.112
#> T48_CT_D09 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D10 1 0.4540 0.7821 0.640 0.020 0.000 0.000 0.340
#> T48_CT_D11 2 0.2516 0.5876 0.000 0.860 0.000 0.000 0.140
#> T48_CT_D12 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_E01 2 0.3689 0.3031 0.000 0.740 0.000 0.004 0.256
#> T48_CT_E02 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_E03 2 0.3766 0.2679 0.000 0.728 0.000 0.004 0.268
#> T48_CT_E04 1 0.6882 0.3221 0.392 0.264 0.000 0.004 0.340
#> T48_CT_E05 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_E07 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_E08 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.0963 0.8145 0.964 0.000 0.000 0.000 0.036
#> T48_CT_E11 1 0.3857 0.8048 0.688 0.000 0.000 0.000 0.312
#> T48_CT_E12 3 0.0807 0.9186 0.000 0.000 0.976 0.012 0.012
#> T48_CT_F01 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F02 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_F03 1 0.4101 0.7806 0.628 0.000 0.000 0.000 0.372
#> T48_CT_F05 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F07 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_F09 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F10 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_F11 1 0.0451 0.8028 0.988 0.000 0.000 0.004 0.008
#> T48_CT_G01 1 0.3561 0.8122 0.740 0.000 0.000 0.000 0.260
#> T48_CT_G02 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_G03 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.1430 0.7289 0.000 0.944 0.000 0.004 0.052
#> T48_CT_G09 2 0.3635 0.3252 0.000 0.748 0.000 0.004 0.248
#> T48_CT_G10 3 0.0290 0.9204 0.000 0.000 0.992 0.000 0.008
#> T48_CT_G11 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_G12 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.1341 0.7443 0.000 0.944 0.000 0.000 0.056
#> T48_CT_H02 2 0.3870 0.2825 0.004 0.732 0.000 0.004 0.260
#> T48_CT_H04 1 0.2068 0.7573 0.904 0.000 0.000 0.004 0.092
#> T48_CT_H05 2 0.0162 0.7902 0.000 0.996 0.000 0.000 0.004
#> T48_CT_H06 2 0.0000 0.7927 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H07 1 0.4540 0.7821 0.640 0.020 0.000 0.000 0.340
#> T48_CT_H08 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T48_CT_H11 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T48_CT_H12 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T72_CT_A01 2 0.3461 0.4448 0.000 0.772 0.000 0.224 0.004
#> T72_CT_A05 4 0.0963 0.8899 0.000 0.036 0.000 0.964 0.000
#> T72_CT_A08 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_A09 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_A11 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_B01 2 0.3530 0.4719 0.000 0.784 0.000 0.204 0.012
#> T72_CT_B02 4 0.3563 0.9040 0.012 0.000 0.000 0.780 0.208
#> T72_CT_B03 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_B04 4 0.3663 0.9024 0.016 0.000 0.000 0.776 0.208
#> T72_CT_B05 4 0.3419 0.9052 0.000 0.016 0.000 0.804 0.180
#> T72_CT_B06 4 0.3563 0.9040 0.012 0.000 0.000 0.780 0.208
#> T72_CT_B08 4 0.1205 0.8877 0.000 0.004 0.000 0.956 0.040
#> T72_CT_B09 1 0.2488 0.7315 0.872 0.000 0.000 0.004 0.124
#> T72_CT_B11 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_B12 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_C04 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T72_CT_C06 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_C07 2 0.1851 0.6871 0.000 0.912 0.000 0.088 0.000
#> T72_CT_C09 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_C11 4 0.1282 0.8871 0.000 0.000 0.004 0.952 0.044
#> T72_CT_D01 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_D03 4 0.3563 0.9040 0.012 0.000 0.000 0.780 0.208
#> T72_CT_D04 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_D05 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_D07 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_D10 4 0.3419 0.9052 0.000 0.016 0.000 0.804 0.180
#> T72_CT_D11 4 0.3563 0.9040 0.012 0.000 0.000 0.780 0.208
#> T72_CT_E04 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_E05 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_E07 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_F01 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_F05 4 0.1270 0.8756 0.000 0.052 0.000 0.948 0.000
#> T72_CT_F07 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_F10 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_F11 4 0.1444 0.8890 0.000 0.012 0.000 0.948 0.040
#> T72_CT_G03 1 0.3398 0.6035 0.780 0.000 0.000 0.004 0.216
#> T72_CT_G04 1 0.3821 0.5782 0.764 0.000 0.000 0.020 0.216
#> T72_CT_G06 2 0.4655 0.3117 0.000 0.700 0.000 0.248 0.052
#> T72_CT_G08 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_G10 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_G11 1 0.3983 0.7968 0.660 0.000 0.000 0.000 0.340
#> T72_CT_H01 2 0.0162 0.7917 0.000 0.996 0.000 0.004 0.000
#> T72_CT_H03 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
#> T72_CT_H05 3 0.4238 0.7296 0.000 0.000 0.756 0.192 0.052
#> T72_CT_H08 3 0.3090 0.8376 0.000 0.000 0.860 0.088 0.052
#> T72_CT_H09 3 0.4706 0.6143 0.000 0.000 0.692 0.256 0.052
#> T72_CT_H10 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_H11 4 0.3663 0.9046 0.016 0.000 0.000 0.776 0.208
#> T72_CT_H12 4 0.0510 0.9044 0.000 0.016 0.000 0.984 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.3789 0.28664 0.000 0.000 0.584 0.000 0.000 0.416
#> T0_CT_A03 3 0.0622 0.92202 0.008 0.000 0.980 0.000 0.000 0.012
#> T0_CT_A05 3 0.1092 0.91902 0.020 0.000 0.960 0.000 0.000 0.020
#> T0_CT_A06 6 0.4045 0.58592 0.000 0.036 0.268 0.000 0.000 0.696
#> T0_CT_A07 3 0.0547 0.92232 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_A08 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T0_CT_A10 3 0.1387 0.88897 0.000 0.000 0.932 0.000 0.000 0.068
#> T0_CT_A11 6 0.4602 0.74896 0.072 0.156 0.000 0.000 0.036 0.736
#> T0_CT_B01 6 0.4671 0.77564 0.000 0.152 0.000 0.000 0.160 0.688
#> T0_CT_B03 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_B05 6 0.4821 0.72432 0.000 0.088 0.020 0.000 0.196 0.696
#> T0_CT_B07 6 0.5271 0.73934 0.000 0.088 0.092 0.000 0.124 0.696
#> T0_CT_B08 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_B09 3 0.1092 0.91902 0.020 0.000 0.960 0.000 0.000 0.020
#> T0_CT_C02 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_C03 5 0.4402 0.48754 0.104 0.000 0.000 0.000 0.712 0.184
#> T0_CT_C05 6 0.4078 0.70433 0.024 0.320 0.000 0.000 0.000 0.656
#> T0_CT_C06 6 0.4703 0.77381 0.000 0.152 0.000 0.000 0.164 0.684
#> T0_CT_C07 6 0.4419 0.60298 0.000 0.020 0.244 0.000 0.036 0.700
#> T0_CT_C08 3 0.0717 0.92174 0.008 0.000 0.976 0.000 0.000 0.016
#> T0_CT_C09 6 0.4270 0.75161 0.072 0.184 0.000 0.000 0.008 0.736
#> T0_CT_C11 6 0.4218 0.64783 0.024 0.360 0.000 0.000 0.000 0.616
#> T0_CT_C12 3 0.0363 0.92258 0.000 0.000 0.988 0.000 0.000 0.012
#> T0_CT_D01 6 0.4662 0.71451 0.000 0.140 0.172 0.000 0.000 0.688
#> T0_CT_D02 6 0.4811 0.65004 0.000 0.024 0.184 0.000 0.088 0.704
#> T0_CT_D03 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_D05 6 0.4736 0.77791 0.000 0.164 0.000 0.000 0.156 0.680
#> T0_CT_D06 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_D07 6 0.4123 0.57124 0.000 0.016 0.272 0.000 0.016 0.696
#> T0_CT_D08 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_D09 6 0.4109 0.69404 0.024 0.328 0.000 0.000 0.000 0.648
#> T0_CT_D11 6 0.4078 0.70433 0.024 0.320 0.000 0.000 0.000 0.656
#> T0_CT_D12 3 0.0717 0.92174 0.008 0.000 0.976 0.000 0.000 0.016
#> T0_CT_E01 3 0.0891 0.92162 0.024 0.000 0.968 0.000 0.000 0.008
#> T0_CT_E03 6 0.3607 0.43172 0.000 0.000 0.348 0.000 0.000 0.652
#> T0_CT_E04 6 0.4078 0.70433 0.024 0.320 0.000 0.000 0.000 0.656
#> T0_CT_E05 5 0.0405 0.79694 0.004 0.000 0.000 0.000 0.988 0.008
#> T0_CT_E06 3 0.3737 0.35003 0.000 0.000 0.608 0.000 0.000 0.392
#> T0_CT_E07 3 0.0458 0.92228 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_E08 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_E09 3 0.3993 0.07571 0.004 0.000 0.520 0.000 0.000 0.476
#> T0_CT_E10 6 0.4270 0.75161 0.072 0.184 0.000 0.000 0.008 0.736
#> T0_CT_E11 3 0.0363 0.92284 0.000 0.000 0.988 0.000 0.000 0.012
#> T0_CT_E12 6 0.3428 0.51594 0.000 0.000 0.304 0.000 0.000 0.696
#> T0_CT_F01 3 0.0458 0.92228 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_F02 3 0.0458 0.92228 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_F03 3 0.0458 0.92228 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_F04 3 0.1003 0.91995 0.016 0.000 0.964 0.000 0.000 0.020
#> T0_CT_F05 6 0.5238 0.74280 0.024 0.176 0.136 0.000 0.000 0.664
#> T0_CT_F06 3 0.0993 0.92131 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_F07 6 0.4704 0.77887 0.000 0.160 0.000 0.000 0.156 0.684
#> T0_CT_F09 6 0.4292 0.59929 0.024 0.388 0.000 0.000 0.000 0.588
#> T0_CT_F11 6 0.3409 0.52181 0.000 0.000 0.300 0.000 0.000 0.700
#> T0_CT_F12 3 0.0458 0.92228 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_G01 3 0.0458 0.92228 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_G02 6 0.4626 0.76310 0.000 0.136 0.000 0.000 0.172 0.692
#> T0_CT_G03 3 0.3409 0.56202 0.000 0.000 0.700 0.000 0.000 0.300
#> T0_CT_G04 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_G07 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_G08 3 0.0993 0.92047 0.024 0.000 0.964 0.000 0.000 0.012
#> T0_CT_G09 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T0_CT_G11 6 0.4703 0.77381 0.000 0.152 0.000 0.000 0.164 0.684
#> T0_CT_H01 5 0.4110 0.35810 0.000 0.040 0.000 0.000 0.692 0.268
#> T0_CT_H02 6 0.4078 0.70433 0.024 0.320 0.000 0.000 0.000 0.656
#> T0_CT_H04 6 0.3428 0.51654 0.000 0.000 0.304 0.000 0.000 0.696
#> T0_CT_H05 6 0.4703 0.77381 0.000 0.152 0.000 0.000 0.164 0.684
#> T0_CT_H08 6 0.4704 0.77887 0.000 0.160 0.000 0.000 0.156 0.684
#> T0_CT_H09 6 0.4455 0.77103 0.000 0.240 0.000 0.000 0.076 0.684
#> T0_CT_H12 6 0.4634 0.77186 0.000 0.144 0.000 0.000 0.164 0.692
#> T24_CT_A01 5 0.2613 0.64107 0.140 0.000 0.000 0.000 0.848 0.012
#> T24_CT_A03 2 0.0260 0.90520 0.008 0.992 0.000 0.000 0.000 0.000
#> T24_CT_A04 6 0.4292 0.59790 0.024 0.388 0.000 0.000 0.000 0.588
#> T24_CT_A05 3 0.1176 0.91792 0.024 0.000 0.956 0.000 0.000 0.020
#> T24_CT_A07 2 0.0260 0.90520 0.008 0.992 0.000 0.000 0.000 0.000
#> T24_CT_A08 1 0.3547 0.87792 0.696 0.000 0.000 0.000 0.300 0.004
#> T24_CT_A09 5 0.4072 -0.46138 0.448 0.000 0.000 0.000 0.544 0.008
#> T24_CT_A10 5 0.0146 0.79742 0.004 0.000 0.000 0.000 0.996 0.000
#> T24_CT_B01 5 0.0603 0.79046 0.016 0.000 0.000 0.000 0.980 0.004
#> T24_CT_B02 5 0.3997 -0.58003 0.488 0.000 0.000 0.000 0.508 0.004
#> T24_CT_B03 2 0.1141 0.86451 0.000 0.948 0.000 0.000 0.052 0.000
#> T24_CT_B05 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.3547 0.87938 0.696 0.000 0.000 0.000 0.300 0.004
#> T24_CT_B08 2 0.2009 0.83403 0.024 0.908 0.000 0.000 0.000 0.068
#> T24_CT_B09 1 0.3409 0.87877 0.700 0.000 0.000 0.000 0.300 0.000
#> T24_CT_B11 3 0.1176 0.91792 0.024 0.000 0.956 0.000 0.000 0.020
#> T24_CT_C01 1 0.3565 0.87720 0.692 0.000 0.000 0.000 0.304 0.004
#> T24_CT_C02 2 0.2309 0.81658 0.028 0.888 0.000 0.000 0.000 0.084
#> T24_CT_C03 5 0.0909 0.79070 0.012 0.000 0.000 0.000 0.968 0.020
#> T24_CT_C05 2 0.2282 0.80956 0.024 0.888 0.000 0.000 0.000 0.088
#> T24_CT_C07 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.1492 0.86758 0.024 0.940 0.000 0.000 0.000 0.036
#> T24_CT_C09 2 0.2309 0.81658 0.028 0.888 0.000 0.000 0.000 0.084
#> T24_CT_C10 5 0.2362 0.64242 0.136 0.000 0.000 0.000 0.860 0.004
#> T24_CT_C11 5 0.2814 0.58422 0.000 0.172 0.000 0.000 0.820 0.008
#> T24_CT_C12 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D03 6 0.4406 0.38155 0.024 0.476 0.000 0.000 0.000 0.500
#> T24_CT_D04 1 0.3955 0.73737 0.560 0.000 0.000 0.000 0.436 0.004
#> T24_CT_D05 5 0.0603 0.79018 0.016 0.000 0.000 0.000 0.980 0.004
#> T24_CT_D06 5 0.2805 0.55788 0.184 0.000 0.000 0.000 0.812 0.004
#> T24_CT_D07 5 0.2632 0.60591 0.000 0.164 0.000 0.000 0.832 0.004
#> T24_CT_D08 2 0.0363 0.90357 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_D09 2 0.0820 0.89402 0.016 0.972 0.000 0.000 0.000 0.012
#> T24_CT_D10 2 0.0363 0.90357 0.012 0.988 0.000 0.000 0.000 0.000
#> T24_CT_D11 2 0.0260 0.90520 0.008 0.992 0.000 0.000 0.000 0.000
#> T24_CT_E01 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T24_CT_E02 1 0.4076 0.70534 0.540 0.000 0.000 0.000 0.452 0.008
#> T24_CT_E04 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T24_CT_E07 5 0.3851 -0.00706 0.000 0.460 0.000 0.000 0.540 0.000
#> T24_CT_E09 1 0.4025 0.76407 0.576 0.000 0.000 0.000 0.416 0.008
#> T24_CT_E11 1 0.3993 0.64953 0.520 0.000 0.000 0.000 0.476 0.004
#> T24_CT_E12 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.1092 0.88510 0.020 0.960 0.000 0.000 0.000 0.020
#> T24_CT_F03 5 0.0146 0.79742 0.004 0.000 0.000 0.000 0.996 0.000
#> T24_CT_F04 5 0.0622 0.79418 0.008 0.000 0.000 0.000 0.980 0.012
#> T24_CT_F05 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T24_CT_F07 5 0.0717 0.79264 0.008 0.000 0.000 0.000 0.976 0.016
#> T24_CT_F08 5 0.3923 -0.16701 0.372 0.000 0.000 0.000 0.620 0.008
#> T24_CT_F09 2 0.1745 0.85060 0.020 0.924 0.000 0.000 0.000 0.056
#> T24_CT_F10 2 0.3789 0.34604 0.000 0.584 0.000 0.000 0.416 0.000
#> T24_CT_F11 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T24_CT_F12 2 0.1814 0.81151 0.000 0.900 0.100 0.000 0.000 0.000
#> T24_CT_G01 2 0.1092 0.88510 0.020 0.960 0.000 0.000 0.000 0.020
#> T24_CT_G02 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T24_CT_G03 1 0.3672 0.87566 0.688 0.000 0.000 0.000 0.304 0.008
#> T24_CT_G04 2 0.0146 0.90549 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_G05 2 0.4065 0.36681 0.028 0.672 0.000 0.000 0.000 0.300
#> T24_CT_G06 5 0.3982 -0.49390 0.460 0.000 0.000 0.000 0.536 0.004
#> T24_CT_G08 1 0.3874 0.83579 0.636 0.000 0.000 0.000 0.356 0.008
#> T24_CT_G10 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G11 1 0.3565 0.87720 0.692 0.000 0.000 0.000 0.304 0.004
#> T24_CT_G12 5 0.3163 0.43891 0.232 0.000 0.000 0.000 0.764 0.004
#> T24_CT_H01 3 0.1176 0.91792 0.024 0.000 0.956 0.000 0.000 0.020
#> T24_CT_H02 5 0.3971 -0.45390 0.448 0.000 0.000 0.000 0.548 0.004
#> T24_CT_H03 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H05 5 0.0291 0.79705 0.004 0.000 0.000 0.000 0.992 0.004
#> T24_CT_H07 5 0.0508 0.79266 0.012 0.000 0.000 0.000 0.984 0.004
#> T24_CT_H09 1 0.3965 0.80205 0.604 0.000 0.000 0.000 0.388 0.008
#> T24_CT_H12 1 0.3966 0.72316 0.552 0.000 0.000 0.000 0.444 0.004
#> T48_CT_A01 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.3634 0.87658 0.696 0.000 0.000 0.000 0.296 0.008
#> T48_CT_A04 2 0.0363 0.90357 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.3531 0.50138 0.000 0.672 0.000 0.000 0.328 0.000
#> T48_CT_A06 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_A07 3 0.1245 0.91803 0.032 0.000 0.952 0.000 0.000 0.016
#> T48_CT_A08 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A09 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_A10 2 0.0458 0.90163 0.016 0.984 0.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A12 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_B01 2 0.0777 0.89491 0.024 0.972 0.000 0.000 0.000 0.004
#> T48_CT_B02 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_B04 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_B06 2 0.0260 0.90520 0.008 0.992 0.000 0.000 0.000 0.000
#> T48_CT_B08 1 0.3961 0.73056 0.556 0.000 0.000 0.000 0.440 0.004
#> T48_CT_B10 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B12 5 0.0865 0.76718 0.000 0.036 0.000 0.000 0.964 0.000
#> T48_CT_C01 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C02 1 0.5068 0.73590 0.624 0.000 0.000 0.000 0.240 0.136
#> T48_CT_C03 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_C05 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C06 2 0.0632 0.89050 0.000 0.976 0.000 0.000 0.024 0.000
#> T48_CT_C07 5 0.0146 0.79697 0.000 0.004 0.000 0.000 0.996 0.000
#> T48_CT_C09 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C10 5 0.2562 0.57079 0.172 0.000 0.000 0.000 0.828 0.000
#> T48_CT_C11 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.3847 0.25705 0.000 0.544 0.000 0.000 0.456 0.000
#> T48_CT_D02 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_D03 1 0.3971 0.71493 0.548 0.000 0.000 0.000 0.448 0.004
#> T48_CT_D04 2 0.0363 0.90357 0.012 0.988 0.000 0.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D08 5 0.3890 -0.30138 0.400 0.000 0.000 0.000 0.596 0.004
#> T48_CT_D09 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D10 5 0.0858 0.77420 0.000 0.028 0.000 0.000 0.968 0.004
#> T48_CT_D11 2 0.3953 0.28037 0.016 0.656 0.000 0.000 0.000 0.328
#> T48_CT_D12 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_E01 2 0.3620 0.46339 0.000 0.648 0.000 0.000 0.352 0.000
#> T48_CT_E02 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_E03 2 0.3782 0.35566 0.000 0.588 0.000 0.000 0.412 0.000
#> T48_CT_E04 5 0.2378 0.61416 0.000 0.152 0.000 0.000 0.848 0.000
#> T48_CT_E05 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_E07 1 0.3653 0.87967 0.692 0.000 0.000 0.000 0.300 0.008
#> T48_CT_E08 2 0.0146 0.90652 0.004 0.996 0.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.3961 0.73065 0.556 0.000 0.000 0.000 0.440 0.004
#> T48_CT_E11 5 0.0865 0.77095 0.036 0.000 0.000 0.000 0.964 0.000
#> T48_CT_E12 3 0.1245 0.91803 0.032 0.000 0.952 0.000 0.000 0.016
#> T48_CT_F01 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F02 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_F03 5 0.0405 0.79694 0.004 0.000 0.000 0.000 0.988 0.008
#> T48_CT_F05 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F07 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T48_CT_F09 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_F10 5 0.0405 0.79694 0.004 0.000 0.000 0.000 0.988 0.008
#> T48_CT_F11 1 0.3690 0.87773 0.684 0.000 0.000 0.000 0.308 0.008
#> T48_CT_G01 5 0.2994 0.50223 0.208 0.000 0.000 0.000 0.788 0.004
#> T48_CT_G02 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0260 0.90520 0.008 0.992 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.0713 0.88703 0.000 0.972 0.000 0.000 0.028 0.000
#> T48_CT_G09 2 0.3198 0.60336 0.000 0.740 0.000 0.000 0.260 0.000
#> T48_CT_G10 3 0.1176 0.91792 0.024 0.000 0.956 0.000 0.000 0.020
#> T48_CT_G11 5 0.0146 0.79697 0.000 0.004 0.000 0.000 0.996 0.000
#> T48_CT_G12 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.1088 0.88900 0.024 0.960 0.000 0.000 0.000 0.016
#> T48_CT_H02 2 0.3789 0.34835 0.000 0.584 0.000 0.000 0.416 0.000
#> T48_CT_H04 1 0.5068 0.73590 0.624 0.000 0.000 0.000 0.240 0.136
#> T48_CT_H05 2 0.0547 0.89966 0.020 0.980 0.000 0.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H07 5 0.0858 0.77636 0.000 0.028 0.000 0.000 0.968 0.004
#> T48_CT_H08 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H11 5 0.0260 0.79441 0.000 0.008 0.000 0.000 0.992 0.000
#> T48_CT_H12 2 0.0000 0.90771 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.4097 0.56571 0.016 0.688 0.000 0.284 0.000 0.012
#> T72_CT_A05 4 0.0551 0.86367 0.004 0.008 0.000 0.984 0.000 0.004
#> T72_CT_A08 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_A09 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_A11 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B01 2 0.4403 0.55269 0.020 0.676 0.000 0.280 0.000 0.024
#> T72_CT_B02 4 0.4597 0.86652 0.156 0.000 0.000 0.708 0.004 0.132
#> T72_CT_B03 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_B04 4 0.4757 0.85497 0.176 0.000 0.000 0.688 0.004 0.132
#> T72_CT_B05 4 0.4121 0.87483 0.116 0.000 0.000 0.748 0.000 0.136
#> T72_CT_B06 4 0.4525 0.87010 0.152 0.000 0.000 0.716 0.004 0.128
#> T72_CT_B08 4 0.0935 0.86026 0.032 0.000 0.000 0.964 0.000 0.004
#> T72_CT_B09 1 0.3658 0.78513 0.752 0.000 0.000 0.000 0.216 0.032
#> T72_CT_B11 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_B12 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_C04 2 0.0363 0.90203 0.000 0.988 0.000 0.012 0.000 0.000
#> T72_CT_C06 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_C07 2 0.2810 0.74957 0.004 0.832 0.000 0.156 0.000 0.008
#> T72_CT_C09 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_C11 4 0.1151 0.85976 0.032 0.000 0.000 0.956 0.000 0.012
#> T72_CT_D01 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D03 4 0.4354 0.87271 0.144 0.000 0.000 0.724 0.000 0.132
#> T72_CT_D04 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D05 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_D07 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_D10 4 0.4162 0.87459 0.120 0.000 0.000 0.744 0.000 0.136
#> T72_CT_D11 4 0.4663 0.86228 0.164 0.000 0.000 0.700 0.004 0.132
#> T72_CT_E04 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_E05 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_E07 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F01 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F05 4 0.0865 0.84506 0.000 0.036 0.000 0.964 0.000 0.000
#> T72_CT_F07 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_F10 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F11 4 0.0790 0.86041 0.032 0.000 0.000 0.968 0.000 0.000
#> T72_CT_G03 1 0.3566 0.65153 0.788 0.000 0.000 0.000 0.156 0.056
#> T72_CT_G04 1 0.4525 0.57448 0.716 0.000 0.000 0.004 0.152 0.128
#> T72_CT_G06 2 0.5684 0.33429 0.028 0.560 0.000 0.312 0.000 0.100
#> T72_CT_G08 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G10 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G11 5 0.0000 0.79847 0.000 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H01 2 0.0363 0.90384 0.012 0.988 0.000 0.000 0.000 0.000
#> T72_CT_H03 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.4050 0.78233 0.064 0.000 0.784 0.124 0.000 0.028
#> T72_CT_H08 3 0.3378 0.83901 0.064 0.000 0.840 0.068 0.000 0.028
#> T72_CT_H09 3 0.3935 0.77586 0.056 0.000 0.792 0.124 0.000 0.028
#> T72_CT_H10 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_H11 4 0.4494 0.87220 0.140 0.000 0.000 0.720 0.004 0.136
#> T72_CT_H12 4 0.0000 0.87322 0.000 0.000 0.000 1.000 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> ATC:kmeans 269 3.06e-08 3.10e-09 1.33e-35 2
#> ATC:kmeans 247 1.05e-21 2.39e-22 5.77e-51 3
#> ATC:kmeans 268 3.68e-58 3.11e-24 3.79e-48 4
#> ATC:kmeans 238 2.31e-68 1.12e-36 7.82e-58 5
#> ATC:kmeans 248 5.22e-69 1.84e-39 6.41e-59 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["ATC", "skmeans"]
# you can also extract it by
# res = res_list["ATC:skmeans"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 6.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 1.000 0.978 0.991 0.4856 0.516 0.516
#> 3 3 0.990 0.955 0.981 0.3613 0.756 0.555
#> 4 4 0.969 0.939 0.974 0.1171 0.873 0.651
#> 5 5 0.921 0.876 0.936 0.0619 0.940 0.778
#> 6 6 0.900 0.850 0.920 0.0512 0.937 0.724
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 6
#> attr(,"optional")
#> [1] 2 3 4 5
There is also optional best \(k\) = 2 3 4 5 that is worth to check.
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.0000 0.990 0.000 1.000
#> T0_CT_A03 2 0.0000 0.990 0.000 1.000
#> T0_CT_A05 2 0.0000 0.990 0.000 1.000
#> T0_CT_A06 2 0.0000 0.990 0.000 1.000
#> T0_CT_A07 2 0.0000 0.990 0.000 1.000
#> T0_CT_A08 1 0.0000 0.993 1.000 0.000
#> T0_CT_A10 2 0.0000 0.990 0.000 1.000
#> T0_CT_A11 2 0.0938 0.979 0.012 0.988
#> T0_CT_B01 2 0.0000 0.990 0.000 1.000
#> T0_CT_B03 2 0.0000 0.990 0.000 1.000
#> T0_CT_B05 2 0.9795 0.295 0.416 0.584
#> T0_CT_B07 2 0.0000 0.990 0.000 1.000
#> T0_CT_B08 2 0.0000 0.990 0.000 1.000
#> T0_CT_B09 2 0.0000 0.990 0.000 1.000
#> T0_CT_C02 2 0.0000 0.990 0.000 1.000
#> T0_CT_C03 1 0.0000 0.993 1.000 0.000
#> T0_CT_C05 2 0.0000 0.990 0.000 1.000
#> T0_CT_C06 2 0.7674 0.713 0.224 0.776
#> T0_CT_C07 2 0.0000 0.990 0.000 1.000
#> T0_CT_C08 2 0.0000 0.990 0.000 1.000
#> T0_CT_C09 2 0.0000 0.990 0.000 1.000
#> T0_CT_C11 2 0.0000 0.990 0.000 1.000
#> T0_CT_C12 2 0.0000 0.990 0.000 1.000
#> T0_CT_D01 2 0.0000 0.990 0.000 1.000
#> T0_CT_D02 2 0.0000 0.990 0.000 1.000
#> T0_CT_D03 2 0.0000 0.990 0.000 1.000
#> T0_CT_D05 2 0.0000 0.990 0.000 1.000
#> T0_CT_D06 2 0.0000 0.990 0.000 1.000
#> T0_CT_D07 2 0.0000 0.990 0.000 1.000
#> T0_CT_D08 2 0.0000 0.990 0.000 1.000
#> T0_CT_D09 2 0.0000 0.990 0.000 1.000
#> T0_CT_D11 2 0.0000 0.990 0.000 1.000
#> T0_CT_D12 2 0.0000 0.990 0.000 1.000
#> T0_CT_E01 2 0.0000 0.990 0.000 1.000
#> T0_CT_E03 2 0.0000 0.990 0.000 1.000
#> T0_CT_E04 2 0.0000 0.990 0.000 1.000
#> T0_CT_E05 1 0.0000 0.993 1.000 0.000
#> T0_CT_E06 2 0.0000 0.990 0.000 1.000
#> T0_CT_E07 2 0.0000 0.990 0.000 1.000
#> T0_CT_E08 2 0.0000 0.990 0.000 1.000
#> T0_CT_E09 2 0.0000 0.990 0.000 1.000
#> T0_CT_E10 2 0.0000 0.990 0.000 1.000
#> T0_CT_E11 2 0.0000 0.990 0.000 1.000
#> T0_CT_E12 2 0.0000 0.990 0.000 1.000
#> T0_CT_F01 2 0.0000 0.990 0.000 1.000
#> T0_CT_F02 2 0.0000 0.990 0.000 1.000
#> T0_CT_F03 2 0.0000 0.990 0.000 1.000
#> T0_CT_F04 2 0.0000 0.990 0.000 1.000
#> T0_CT_F05 2 0.0000 0.990 0.000 1.000
#> T0_CT_F06 2 0.0000 0.990 0.000 1.000
#> T0_CT_F07 2 0.0000 0.990 0.000 1.000
#> T0_CT_F09 2 0.0000 0.990 0.000 1.000
#> T0_CT_F11 2 0.0000 0.990 0.000 1.000
#> T0_CT_F12 2 0.0000 0.990 0.000 1.000
#> T0_CT_G01 2 0.0000 0.990 0.000 1.000
#> T0_CT_G02 2 0.8608 0.608 0.284 0.716
#> T0_CT_G03 2 0.0000 0.990 0.000 1.000
#> T0_CT_G04 2 0.0000 0.990 0.000 1.000
#> T0_CT_G07 2 0.0000 0.990 0.000 1.000
#> T0_CT_G08 2 0.0000 0.990 0.000 1.000
#> T0_CT_G09 1 0.0000 0.993 1.000 0.000
#> T0_CT_G11 2 0.0672 0.983 0.008 0.992
#> T0_CT_H01 1 0.0000 0.993 1.000 0.000
#> T0_CT_H02 2 0.0000 0.990 0.000 1.000
#> T0_CT_H04 2 0.0000 0.990 0.000 1.000
#> T0_CT_H05 2 0.0672 0.983 0.008 0.992
#> T0_CT_H08 2 0.0000 0.990 0.000 1.000
#> T0_CT_H09 2 0.0000 0.990 0.000 1.000
#> T0_CT_H12 2 0.0000 0.990 0.000 1.000
#> T24_CT_A01 1 0.0000 0.993 1.000 0.000
#> T24_CT_A03 2 0.0000 0.990 0.000 1.000
#> T24_CT_A04 2 0.0000 0.990 0.000 1.000
#> T24_CT_A05 1 0.3114 0.936 0.944 0.056
#> T24_CT_A07 2 0.0000 0.990 0.000 1.000
#> T24_CT_A08 1 0.0000 0.993 1.000 0.000
#> T24_CT_A09 1 0.0000 0.993 1.000 0.000
#> T24_CT_A10 1 0.0000 0.993 1.000 0.000
#> T24_CT_B01 1 0.0000 0.993 1.000 0.000
#> T24_CT_B02 1 0.0000 0.993 1.000 0.000
#> T24_CT_B03 2 0.4022 0.907 0.080 0.920
#> T24_CT_B05 2 0.0000 0.990 0.000 1.000
#> T24_CT_B06 2 0.0000 0.990 0.000 1.000
#> T24_CT_B07 1 0.0000 0.993 1.000 0.000
#> T24_CT_B08 2 0.0000 0.990 0.000 1.000
#> T24_CT_B09 1 0.0000 0.993 1.000 0.000
#> T24_CT_B11 1 0.7883 0.689 0.764 0.236
#> T24_CT_C01 1 0.0000 0.993 1.000 0.000
#> T24_CT_C02 2 0.0000 0.990 0.000 1.000
#> T24_CT_C03 1 0.0000 0.993 1.000 0.000
#> T24_CT_C05 2 0.0000 0.990 0.000 1.000
#> T24_CT_C07 2 0.0000 0.990 0.000 1.000
#> T24_CT_C08 2 0.0000 0.990 0.000 1.000
#> T24_CT_C09 2 0.0000 0.990 0.000 1.000
#> T24_CT_C10 1 0.0000 0.993 1.000 0.000
#> T24_CT_C11 1 0.0000 0.993 1.000 0.000
#> T24_CT_C12 2 0.0000 0.990 0.000 1.000
#> T24_CT_D01 2 0.0000 0.990 0.000 1.000
#> T24_CT_D02 2 0.0000 0.990 0.000 1.000
#> T24_CT_D03 2 0.0000 0.990 0.000 1.000
#> T24_CT_D04 1 0.0000 0.993 1.000 0.000
#> T24_CT_D05 1 0.0000 0.993 1.000 0.000
#> T24_CT_D06 1 0.0000 0.993 1.000 0.000
#> T24_CT_D07 1 0.0000 0.993 1.000 0.000
#> T24_CT_D08 2 0.0000 0.990 0.000 1.000
#> T24_CT_D09 2 0.0000 0.990 0.000 1.000
#> T24_CT_D10 2 0.0000 0.990 0.000 1.000
#> T24_CT_D11 2 0.0000 0.990 0.000 1.000
#> T24_CT_E01 1 0.0000 0.993 1.000 0.000
#> T24_CT_E02 1 0.0000 0.993 1.000 0.000
#> T24_CT_E04 2 0.0000 0.990 0.000 1.000
#> T24_CT_E05 1 0.0000 0.993 1.000 0.000
#> T24_CT_E07 1 0.0000 0.993 1.000 0.000
#> T24_CT_E09 1 0.0000 0.993 1.000 0.000
#> T24_CT_E11 1 0.0000 0.993 1.000 0.000
#> T24_CT_E12 2 0.0000 0.990 0.000 1.000
#> T24_CT_F01 2 0.0000 0.990 0.000 1.000
#> T24_CT_F02 2 0.0000 0.990 0.000 1.000
#> T24_CT_F03 1 0.0000 0.993 1.000 0.000
#> T24_CT_F04 1 0.0000 0.993 1.000 0.000
#> T24_CT_F05 1 0.0000 0.993 1.000 0.000
#> T24_CT_F07 1 0.0000 0.993 1.000 0.000
#> T24_CT_F08 1 0.0000 0.993 1.000 0.000
#> T24_CT_F09 2 0.0000 0.990 0.000 1.000
#> T24_CT_F10 1 0.0000 0.993 1.000 0.000
#> T24_CT_F11 1 0.0000 0.993 1.000 0.000
#> T24_CT_F12 2 0.0000 0.990 0.000 1.000
#> T24_CT_G01 2 0.0000 0.990 0.000 1.000
#> T24_CT_G02 1 0.0000 0.993 1.000 0.000
#> T24_CT_G03 1 0.0000 0.993 1.000 0.000
#> T24_CT_G04 2 0.0000 0.990 0.000 1.000
#> T24_CT_G05 2 0.0000 0.990 0.000 1.000
#> T24_CT_G06 1 0.0000 0.993 1.000 0.000
#> T24_CT_G08 1 0.0000 0.993 1.000 0.000
#> T24_CT_G10 2 0.0000 0.990 0.000 1.000
#> T24_CT_G11 1 0.0000 0.993 1.000 0.000
#> T24_CT_G12 1 0.0000 0.993 1.000 0.000
#> T24_CT_H01 2 0.0000 0.990 0.000 1.000
#> T24_CT_H02 1 0.0000 0.993 1.000 0.000
#> T24_CT_H03 2 0.0000 0.990 0.000 1.000
#> T24_CT_H05 1 0.0000 0.993 1.000 0.000
#> T24_CT_H07 1 0.0000 0.993 1.000 0.000
#> T24_CT_H09 1 0.0000 0.993 1.000 0.000
#> T24_CT_H12 1 0.0000 0.993 1.000 0.000
#> T48_CT_A01 2 0.0000 0.990 0.000 1.000
#> T48_CT_A02 2 0.0000 0.990 0.000 1.000
#> T48_CT_A03 1 0.0000 0.993 1.000 0.000
#> T48_CT_A04 2 0.0000 0.990 0.000 1.000
#> T48_CT_A05 1 0.0000 0.993 1.000 0.000
#> T48_CT_A06 1 0.0000 0.993 1.000 0.000
#> T48_CT_A07 2 0.0000 0.990 0.000 1.000
#> T48_CT_A08 2 0.0000 0.990 0.000 1.000
#> T48_CT_A09 1 0.0000 0.993 1.000 0.000
#> T48_CT_A10 2 0.0000 0.990 0.000 1.000
#> T48_CT_A11 2 0.0000 0.990 0.000 1.000
#> T48_CT_A12 1 0.0000 0.993 1.000 0.000
#> T48_CT_B01 2 0.0000 0.990 0.000 1.000
#> T48_CT_B02 2 0.0000 0.990 0.000 1.000
#> T48_CT_B03 1 0.0000 0.993 1.000 0.000
#> T48_CT_B04 1 0.0000 0.993 1.000 0.000
#> T48_CT_B06 2 0.0000 0.990 0.000 1.000
#> T48_CT_B08 1 0.0000 0.993 1.000 0.000
#> T48_CT_B10 2 0.0000 0.990 0.000 1.000
#> T48_CT_B11 2 0.0000 0.990 0.000 1.000
#> T48_CT_B12 1 0.0000 0.993 1.000 0.000
#> T48_CT_C01 2 0.0000 0.990 0.000 1.000
#> T48_CT_C02 1 0.0000 0.993 1.000 0.000
#> T48_CT_C03 2 0.0000 0.990 0.000 1.000
#> T48_CT_C04 1 0.0000 0.993 1.000 0.000
#> T48_CT_C05 2 0.5519 0.850 0.128 0.872
#> T48_CT_C06 2 0.0000 0.990 0.000 1.000
#> T48_CT_C07 1 0.0000 0.993 1.000 0.000
#> T48_CT_C09 2 0.0000 0.990 0.000 1.000
#> T48_CT_C10 1 0.0000 0.993 1.000 0.000
#> T48_CT_C11 2 0.0000 0.990 0.000 1.000
#> T48_CT_D01 1 0.0000 0.993 1.000 0.000
#> T48_CT_D02 1 0.0000 0.993 1.000 0.000
#> T48_CT_D03 1 0.0000 0.993 1.000 0.000
#> T48_CT_D04 2 0.0000 0.990 0.000 1.000
#> T48_CT_D06 2 0.0000 0.990 0.000 1.000
#> T48_CT_D07 2 0.0000 0.990 0.000 1.000
#> T48_CT_D08 1 0.0000 0.993 1.000 0.000
#> T48_CT_D09 2 0.0000 0.990 0.000 1.000
#> T48_CT_D10 1 0.0000 0.993 1.000 0.000
#> T48_CT_D11 2 0.0000 0.990 0.000 1.000
#> T48_CT_D12 1 0.0000 0.993 1.000 0.000
#> T48_CT_E01 1 0.0000 0.993 1.000 0.000
#> T48_CT_E02 1 0.0000 0.993 1.000 0.000
#> T48_CT_E03 1 0.2043 0.961 0.968 0.032
#> T48_CT_E04 1 0.0000 0.993 1.000 0.000
#> T48_CT_E05 2 0.0000 0.990 0.000 1.000
#> T48_CT_E06 1 0.0000 0.993 1.000 0.000
#> T48_CT_E07 1 0.0000 0.993 1.000 0.000
#> T48_CT_E08 2 0.0000 0.990 0.000 1.000
#> T48_CT_E10 1 0.0000 0.993 1.000 0.000
#> T48_CT_E11 1 0.0000 0.993 1.000 0.000
#> T48_CT_E12 2 0.0000 0.990 0.000 1.000
#> T48_CT_F01 2 0.0000 0.990 0.000 1.000
#> T48_CT_F02 1 0.0000 0.993 1.000 0.000
#> T48_CT_F03 1 0.0000 0.993 1.000 0.000
#> T48_CT_F05 2 0.0000 0.990 0.000 1.000
#> T48_CT_F07 1 0.0000 0.993 1.000 0.000
#> T48_CT_F09 2 0.0000 0.990 0.000 1.000
#> T48_CT_F10 1 0.0000 0.993 1.000 0.000
#> T48_CT_F11 1 0.0000 0.993 1.000 0.000
#> T48_CT_G01 1 0.0000 0.993 1.000 0.000
#> T48_CT_G02 2 0.0000 0.990 0.000 1.000
#> T48_CT_G03 2 0.0000 0.990 0.000 1.000
#> T48_CT_G07 2 0.0000 0.990 0.000 1.000
#> T48_CT_G08 2 0.0000 0.990 0.000 1.000
#> T48_CT_G09 1 0.0672 0.985 0.992 0.008
#> T48_CT_G10 1 0.0000 0.993 1.000 0.000
#> T48_CT_G11 1 0.0000 0.993 1.000 0.000
#> T48_CT_G12 2 0.0000 0.990 0.000 1.000
#> T48_CT_H01 2 0.0000 0.990 0.000 1.000
#> T48_CT_H02 1 0.0000 0.993 1.000 0.000
#> T48_CT_H04 1 0.0000 0.993 1.000 0.000
#> T48_CT_H05 2 0.0000 0.990 0.000 1.000
#> T48_CT_H06 2 0.0000 0.990 0.000 1.000
#> T48_CT_H07 1 0.0000 0.993 1.000 0.000
#> T48_CT_H08 2 0.0000 0.990 0.000 1.000
#> T48_CT_H11 1 0.0000 0.993 1.000 0.000
#> T48_CT_H12 2 0.0000 0.990 0.000 1.000
#> T72_CT_A01 2 0.0000 0.990 0.000 1.000
#> T72_CT_A05 2 0.0000 0.990 0.000 1.000
#> T72_CT_A08 1 0.0000 0.993 1.000 0.000
#> T72_CT_A09 2 0.0000 0.990 0.000 1.000
#> T72_CT_A11 2 0.0000 0.990 0.000 1.000
#> T72_CT_B01 2 0.0000 0.990 0.000 1.000
#> T72_CT_B02 1 0.0000 0.993 1.000 0.000
#> T72_CT_B03 1 0.0000 0.993 1.000 0.000
#> T72_CT_B04 1 0.0000 0.993 1.000 0.000
#> T72_CT_B05 1 0.0000 0.993 1.000 0.000
#> T72_CT_B06 1 0.0000 0.993 1.000 0.000
#> T72_CT_B08 2 0.0000 0.990 0.000 1.000
#> T72_CT_B09 1 0.0000 0.993 1.000 0.000
#> T72_CT_B11 1 0.0000 0.993 1.000 0.000
#> T72_CT_B12 2 0.0000 0.990 0.000 1.000
#> T72_CT_C04 2 0.0000 0.990 0.000 1.000
#> T72_CT_C06 1 0.0000 0.993 1.000 0.000
#> T72_CT_C07 2 0.0000 0.990 0.000 1.000
#> T72_CT_C09 1 0.0000 0.993 1.000 0.000
#> T72_CT_C11 2 0.0000 0.990 0.000 1.000
#> T72_CT_D01 2 0.0000 0.990 0.000 1.000
#> T72_CT_D03 1 0.0000 0.993 1.000 0.000
#> T72_CT_D04 2 0.0000 0.990 0.000 1.000
#> T72_CT_D05 1 0.0000 0.993 1.000 0.000
#> T72_CT_D07 1 0.0000 0.993 1.000 0.000
#> T72_CT_D10 1 0.0000 0.993 1.000 0.000
#> T72_CT_D11 1 0.0000 0.993 1.000 0.000
#> T72_CT_E04 1 0.0000 0.993 1.000 0.000
#> T72_CT_E05 2 0.0000 0.990 0.000 1.000
#> T72_CT_E07 2 0.9833 0.270 0.424 0.576
#> T72_CT_F01 2 0.0000 0.990 0.000 1.000
#> T72_CT_F05 2 0.0000 0.990 0.000 1.000
#> T72_CT_F07 1 0.0000 0.993 1.000 0.000
#> T72_CT_F10 2 0.0000 0.990 0.000 1.000
#> T72_CT_F11 2 0.0000 0.990 0.000 1.000
#> T72_CT_G03 1 0.0000 0.993 1.000 0.000
#> T72_CT_G04 1 0.0000 0.993 1.000 0.000
#> T72_CT_G06 2 0.0000 0.990 0.000 1.000
#> T72_CT_G08 1 0.9896 0.203 0.560 0.440
#> T72_CT_G10 2 0.0000 0.990 0.000 1.000
#> T72_CT_G11 1 0.0000 0.993 1.000 0.000
#> T72_CT_H01 2 0.0000 0.990 0.000 1.000
#> T72_CT_H03 2 0.0000 0.990 0.000 1.000
#> T72_CT_H05 2 0.0000 0.990 0.000 1.000
#> T72_CT_H08 2 0.0000 0.990 0.000 1.000
#> T72_CT_H09 2 0.0000 0.990 0.000 1.000
#> T72_CT_H10 1 0.0000 0.993 1.000 0.000
#> T72_CT_H11 1 0.0000 0.993 1.000 0.000
#> T72_CT_H12 2 0.0000 0.990 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_A03 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_A06 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_A07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 1.000 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_A11 3 0.1337 0.950 0.012 0.016 0.972
#> T0_CT_B01 3 0.1643 0.934 0.000 0.044 0.956
#> T0_CT_B03 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_B05 3 0.1289 0.941 0.032 0.000 0.968
#> T0_CT_B07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_B08 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_C03 1 0.0000 1.000 1.000 0.000 0.000
#> T0_CT_C05 3 0.6280 0.197 0.000 0.460 0.540
#> T0_CT_C06 3 0.7126 0.719 0.116 0.164 0.720
#> T0_CT_C07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_C08 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_C09 3 0.6008 0.447 0.000 0.372 0.628
#> T0_CT_C11 2 0.0000 0.971 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D01 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D02 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D03 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D05 3 0.1964 0.924 0.000 0.056 0.944
#> T0_CT_D06 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D08 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_D09 2 0.6192 0.224 0.000 0.580 0.420
#> T0_CT_D11 2 0.6235 0.171 0.000 0.564 0.436
#> T0_CT_D12 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E04 3 0.5363 0.645 0.000 0.276 0.724
#> T0_CT_E05 1 0.0000 1.000 1.000 0.000 0.000
#> T0_CT_E06 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E10 3 0.3686 0.840 0.000 0.140 0.860
#> T0_CT_E11 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F05 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F06 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F09 2 0.0000 0.971 0.000 1.000 0.000
#> T0_CT_F11 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_G02 3 0.1289 0.941 0.032 0.000 0.968
#> T0_CT_G03 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 1.000 1.000 0.000 0.000
#> T0_CT_G11 3 0.0237 0.963 0.000 0.004 0.996
#> T0_CT_H01 1 0.0000 1.000 1.000 0.000 0.000
#> T0_CT_H02 3 0.3752 0.836 0.000 0.144 0.856
#> T0_CT_H04 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_H05 3 0.2066 0.921 0.000 0.060 0.940
#> T0_CT_H08 3 0.0000 0.966 0.000 0.000 1.000
#> T0_CT_H09 3 0.3879 0.826 0.000 0.152 0.848
#> T0_CT_H12 3 0.0000 0.966 0.000 0.000 1.000
#> T24_CT_A01 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_A04 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_A05 3 0.0000 0.966 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_B05 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_B09 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.966 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_C07 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_C08 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_C09 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_C10 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_C11 1 0.0237 0.995 0.996 0.004 0.000
#> T24_CT_C12 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D02 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D03 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D04 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_D05 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_D06 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_D07 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_D08 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_E07 2 0.1163 0.944 0.028 0.972 0.000
#> T24_CT_E09 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_F04 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_F05 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_F10 2 0.4346 0.772 0.184 0.816 0.000
#> T24_CT_F11 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_F12 3 0.2261 0.909 0.000 0.068 0.932
#> T24_CT_G01 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_G05 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.966 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.971 0.000 1.000 0.000
#> T24_CT_H05 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 1.000 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_A05 2 0.0424 0.963 0.008 0.992 0.000
#> T48_CT_A06 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.966 0.000 0.000 1.000
#> T48_CT_A08 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_A09 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_B12 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_C02 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_C05 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_C06 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_C07 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_C09 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_C10 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_D01 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_D02 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_D03 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_D06 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_D10 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_D11 2 0.0237 0.967 0.000 0.996 0.004
#> T48_CT_D12 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E01 2 0.2356 0.899 0.072 0.928 0.000
#> T48_CT_E02 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E03 2 0.3752 0.819 0.144 0.856 0.000
#> T48_CT_E04 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E05 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.966 0.000 0.000 1.000
#> T48_CT_F01 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_F07 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_F10 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_F11 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_G01 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_G08 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_G09 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_G10 3 0.0000 0.966 0.000 0.000 1.000
#> T48_CT_G11 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_H01 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_H02 2 0.5431 0.615 0.284 0.716 0.000
#> T48_CT_H04 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_H07 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.971 0.000 1.000 0.000
#> T48_CT_H11 1 0.0000 1.000 1.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_A01 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_A05 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_A08 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_A09 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_A11 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_B02 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_B03 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_B04 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_B05 2 0.5706 0.545 0.320 0.680 0.000
#> T72_CT_B06 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_B08 3 0.0747 0.955 0.000 0.016 0.984
#> T72_CT_B09 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_B11 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_B12 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_C04 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_C06 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_C07 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_C09 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_C11 3 0.5363 0.618 0.000 0.276 0.724
#> T72_CT_D01 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_D03 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_D04 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_D05 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_D07 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_D10 2 0.5948 0.457 0.360 0.640 0.000
#> T72_CT_D11 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_E04 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_E05 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_E07 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_F01 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_F05 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_F07 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_F10 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_F11 2 0.1860 0.923 0.000 0.948 0.052
#> T72_CT_G03 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_G04 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_G06 2 0.1860 0.923 0.000 0.948 0.052
#> T72_CT_G08 2 0.8016 0.548 0.260 0.632 0.108
#> T72_CT_G10 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_G11 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_H03 2 0.0000 0.971 0.000 1.000 0.000
#> T72_CT_H05 3 0.0000 0.966 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.966 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.966 0.000 0.000 1.000
#> T72_CT_H10 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_H11 1 0.0000 1.000 1.000 0.000 0.000
#> T72_CT_H12 2 0.0000 0.971 0.000 1.000 0.000
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_A03 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_A11 1 0.6275 0.563 0.660 0.136 0.204 0.000
#> T0_CT_B01 3 0.3801 0.731 0.000 0.220 0.780 0.000
#> T0_CT_B03 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_B05 3 0.3074 0.799 0.152 0.000 0.848 0.000
#> T0_CT_B07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_B08 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T0_CT_C05 2 0.1474 0.925 0.000 0.948 0.052 0.000
#> T0_CT_C06 1 0.7747 0.142 0.432 0.316 0.252 0.000
#> T0_CT_C07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_C08 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_C09 2 0.0188 0.969 0.000 0.996 0.004 0.000
#> T0_CT_C11 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T0_CT_C12 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D02 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D03 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D05 3 0.3400 0.778 0.000 0.180 0.820 0.000
#> T0_CT_D06 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D08 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.1302 0.933 0.000 0.956 0.044 0.000
#> T0_CT_D11 2 0.1022 0.944 0.000 0.968 0.032 0.000
#> T0_CT_D12 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E04 2 0.4746 0.387 0.000 0.632 0.368 0.000
#> T0_CT_E05 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T0_CT_E06 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E10 3 0.4843 0.383 0.000 0.396 0.604 0.000
#> T0_CT_E11 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F01 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F05 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F06 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F09 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T0_CT_F11 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_F12 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_G02 3 0.3024 0.803 0.148 0.000 0.852 0.000
#> T0_CT_G03 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_G09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T0_CT_G11 3 0.1677 0.916 0.012 0.040 0.948 0.000
#> T0_CT_H01 1 0.0336 0.978 0.992 0.008 0.000 0.000
#> T0_CT_H02 3 0.3975 0.700 0.000 0.240 0.760 0.000
#> T0_CT_H04 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_H05 3 0.4057 0.784 0.028 0.160 0.812 0.000
#> T0_CT_H08 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T0_CT_H09 3 0.4356 0.612 0.000 0.292 0.708 0.000
#> T0_CT_H12 3 0.0817 0.934 0.024 0.000 0.976 0.000
#> T24_CT_A01 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_A04 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_A05 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T24_CT_A07 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_B09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_C03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_C09 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_C10 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_C11 1 0.1302 0.937 0.956 0.044 0.000 0.000
#> T24_CT_C12 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D03 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D04 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_D08 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_D11 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_E01 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.1389 0.923 0.048 0.952 0.000 0.000
#> T24_CT_E09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_F02 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_F03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_F04 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_F05 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_F10 2 0.6422 0.520 0.248 0.632 0.000 0.120
#> T24_CT_F11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_F12 3 0.2281 0.866 0.000 0.096 0.904 0.000
#> T24_CT_G01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_G02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_G05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_G06 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_G11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T24_CT_H05 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_A05 2 0.3351 0.815 0.008 0.844 0.000 0.148
#> T48_CT_A06 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T48_CT_A08 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_A09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_A12 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_B08 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_B12 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_C01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_C02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_C06 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_C07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_C09 2 0.0592 0.959 0.000 0.984 0.000 0.016
#> T48_CT_C10 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_D02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_D03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_D08 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_D10 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_D11 2 0.0707 0.956 0.000 0.980 0.020 0.000
#> T48_CT_D12 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_E01 2 0.5646 0.534 0.048 0.656 0.000 0.296
#> T48_CT_E02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_E03 2 0.6286 0.569 0.140 0.660 0.000 0.200
#> T48_CT_E04 1 0.0188 0.982 0.996 0.000 0.000 0.004
#> T48_CT_E05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_E06 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_E10 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T48_CT_F01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_F02 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_F07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_F10 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_F11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_G08 2 0.0336 0.966 0.000 0.992 0.000 0.008
#> T48_CT_G09 2 0.3266 0.797 0.000 0.832 0.000 0.168
#> T48_CT_G10 3 0.0000 0.955 0.000 0.000 1.000 0.000
#> T48_CT_G11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_H01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_H02 4 0.4959 0.716 0.196 0.052 0.000 0.752
#> T48_CT_H04 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_H07 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T48_CT_H11 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T72_CT_A01 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_A05 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_A08 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_A09 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_A11 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B01 4 0.0469 0.959 0.000 0.012 0.000 0.988
#> T72_CT_B02 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B03 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B04 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B05 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B06 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B08 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B09 1 0.0000 0.986 1.000 0.000 0.000 0.000
#> T72_CT_B11 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_B12 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_C04 2 0.0921 0.949 0.000 0.972 0.000 0.028
#> T72_CT_C06 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_C07 2 0.4431 0.585 0.000 0.696 0.000 0.304
#> T72_CT_C09 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_C11 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D01 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D03 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D04 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D05 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D07 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D10 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_D11 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_E04 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_E05 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_E07 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_F01 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_F05 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_F07 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_F10 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_F11 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_G03 1 0.2149 0.891 0.912 0.000 0.000 0.088
#> T72_CT_G04 4 0.4916 0.276 0.424 0.000 0.000 0.576
#> T72_CT_G06 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_G08 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_G10 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_G11 4 0.4866 0.336 0.404 0.000 0.000 0.596
#> T72_CT_H01 2 0.0000 0.972 0.000 1.000 0.000 0.000
#> T72_CT_H03 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_H05 3 0.4776 0.395 0.000 0.000 0.624 0.376
#> T72_CT_H08 3 0.2868 0.820 0.000 0.000 0.864 0.136
#> T72_CT_H09 4 0.1637 0.913 0.000 0.000 0.060 0.940
#> T72_CT_H10 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_H11 4 0.0000 0.970 0.000 0.000 0.000 1.000
#> T72_CT_H12 4 0.0000 0.970 0.000 0.000 0.000 1.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 5 0.4306 0.135 0.000 0.000 0.492 0.000 0.508
#> T0_CT_A07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A11 5 0.2130 0.795 0.080 0.012 0.000 0.000 0.908
#> T0_CT_B01 5 0.2124 0.826 0.000 0.028 0.056 0.000 0.916
#> T0_CT_B03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 5 0.4599 0.487 0.020 0.000 0.356 0.000 0.624
#> T0_CT_B07 5 0.4114 0.460 0.000 0.000 0.376 0.000 0.624
#> T0_CT_B08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C03 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T0_CT_C05 5 0.2068 0.825 0.000 0.092 0.004 0.000 0.904
#> T0_CT_C06 5 0.0404 0.801 0.000 0.012 0.000 0.000 0.988
#> T0_CT_C07 3 0.3816 0.511 0.000 0.000 0.696 0.000 0.304
#> T0_CT_C08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 5 0.1908 0.823 0.000 0.092 0.000 0.000 0.908
#> T0_CT_C11 5 0.1965 0.822 0.000 0.096 0.000 0.000 0.904
#> T0_CT_C12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.3913 0.457 0.000 0.000 0.676 0.000 0.324
#> T0_CT_D02 5 0.4060 0.493 0.000 0.000 0.360 0.000 0.640
#> T0_CT_D03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 5 0.1557 0.818 0.000 0.008 0.052 0.000 0.940
#> T0_CT_D06 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D07 3 0.3774 0.528 0.000 0.000 0.704 0.000 0.296
#> T0_CT_D08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D09 5 0.2068 0.825 0.000 0.092 0.004 0.000 0.904
#> T0_CT_D11 5 0.2068 0.825 0.000 0.092 0.004 0.000 0.904
#> T0_CT_D12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E04 5 0.2189 0.827 0.000 0.084 0.012 0.000 0.904
#> T0_CT_E05 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T0_CT_E06 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E10 5 0.2172 0.828 0.000 0.076 0.016 0.000 0.908
#> T0_CT_E11 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E12 3 0.3508 0.619 0.000 0.000 0.748 0.000 0.252
#> T0_CT_F01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 5 0.1965 0.807 0.000 0.000 0.096 0.000 0.904
#> T0_CT_F06 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 5 0.3913 0.558 0.000 0.000 0.324 0.000 0.676
#> T0_CT_F09 5 0.1965 0.822 0.000 0.096 0.000 0.000 0.904
#> T0_CT_F11 5 0.4302 0.177 0.000 0.000 0.480 0.000 0.520
#> T0_CT_F12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.2448 0.807 0.020 0.000 0.088 0.000 0.892
#> T0_CT_G03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G04 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G09 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T0_CT_G11 5 0.2116 0.817 0.004 0.008 0.076 0.000 0.912
#> T0_CT_H01 5 0.3857 0.387 0.312 0.000 0.000 0.000 0.688
#> T0_CT_H02 5 0.2344 0.825 0.000 0.032 0.064 0.000 0.904
#> T0_CT_H04 3 0.3636 0.579 0.000 0.000 0.728 0.000 0.272
#> T0_CT_H05 5 0.1830 0.818 0.000 0.008 0.068 0.000 0.924
#> T0_CT_H08 5 0.3395 0.682 0.000 0.000 0.236 0.000 0.764
#> T0_CT_H09 5 0.2304 0.828 0.000 0.048 0.044 0.000 0.908
#> T0_CT_H12 5 0.2074 0.802 0.000 0.000 0.104 0.000 0.896
#> T24_CT_A01 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.0162 0.917 0.000 0.996 0.000 0.000 0.004
#> T24_CT_A04 5 0.2127 0.812 0.000 0.108 0.000 0.000 0.892
#> T24_CT_A05 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T24_CT_A07 2 0.0794 0.907 0.000 0.972 0.000 0.000 0.028
#> T24_CT_A08 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T24_CT_B01 1 0.1121 0.953 0.956 0.000 0.000 0.000 0.044
#> T24_CT_B02 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.1043 0.894 0.000 0.960 0.000 0.000 0.040
#> T24_CT_B05 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B07 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.4300 0.197 0.000 0.524 0.000 0.000 0.476
#> T24_CT_B09 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T24_CT_C01 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.3895 0.588 0.000 0.680 0.000 0.000 0.320
#> T24_CT_C03 1 0.0963 0.955 0.964 0.000 0.000 0.000 0.036
#> T24_CT_C05 2 0.4235 0.357 0.000 0.576 0.000 0.000 0.424
#> T24_CT_C07 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.4060 0.507 0.000 0.640 0.000 0.000 0.360
#> T24_CT_C09 2 0.3895 0.588 0.000 0.680 0.000 0.000 0.320
#> T24_CT_C10 1 0.0290 0.960 0.992 0.000 0.000 0.000 0.008
#> T24_CT_C11 1 0.3255 0.884 0.848 0.052 0.000 0.000 0.100
#> T24_CT_C12 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D03 5 0.2127 0.812 0.000 0.108 0.000 0.000 0.892
#> T24_CT_D04 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.2409 0.927 0.900 0.032 0.000 0.000 0.068
#> T24_CT_D08 2 0.1478 0.887 0.000 0.936 0.000 0.000 0.064
#> T24_CT_D09 2 0.3003 0.773 0.000 0.812 0.000 0.000 0.188
#> T24_CT_D10 2 0.1965 0.864 0.000 0.904 0.000 0.000 0.096
#> T24_CT_D11 2 0.0162 0.917 0.000 0.996 0.000 0.000 0.004
#> T24_CT_E01 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T24_CT_E02 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.1908 0.852 0.000 0.908 0.000 0.000 0.092
#> T24_CT_E09 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.3774 0.626 0.000 0.704 0.000 0.000 0.296
#> T24_CT_F03 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T24_CT_F04 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T24_CT_F05 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T24_CT_F07 1 0.1908 0.936 0.908 0.000 0.000 0.000 0.092
#> T24_CT_F08 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_F09 2 0.4302 0.176 0.000 0.520 0.000 0.000 0.480
#> T24_CT_F10 2 0.3354 0.783 0.068 0.844 0.000 0.000 0.088
#> T24_CT_F11 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T24_CT_F12 3 0.1043 0.903 0.000 0.040 0.960 0.000 0.000
#> T24_CT_G01 2 0.3452 0.704 0.000 0.756 0.000 0.000 0.244
#> T24_CT_G02 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0609 0.913 0.000 0.980 0.000 0.000 0.020
#> T24_CT_G05 5 0.4060 0.355 0.000 0.360 0.000 0.000 0.640
#> T24_CT_G06 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T24_CT_G11 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0290 0.915 0.000 0.992 0.000 0.000 0.008
#> T24_CT_H05 1 0.1732 0.941 0.920 0.000 0.000 0.000 0.080
#> T24_CT_H07 1 0.0404 0.959 0.988 0.000 0.000 0.000 0.012
#> T24_CT_H09 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0963 0.904 0.000 0.964 0.000 0.000 0.036
#> T48_CT_A05 2 0.2011 0.852 0.000 0.908 0.000 0.004 0.088
#> T48_CT_A06 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A08 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A09 1 0.1908 0.936 0.908 0.000 0.000 0.000 0.092
#> T48_CT_A10 2 0.1478 0.888 0.000 0.936 0.000 0.000 0.064
#> T48_CT_A11 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A12 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T48_CT_B01 2 0.3480 0.701 0.000 0.752 0.000 0.000 0.248
#> T48_CT_B02 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.1608 0.882 0.000 0.928 0.000 0.000 0.072
#> T48_CT_B08 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B12 1 0.2983 0.904 0.864 0.040 0.000 0.000 0.096
#> T48_CT_C01 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C02 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0162 0.916 0.000 0.996 0.000 0.000 0.004
#> T48_CT_C06 2 0.0609 0.907 0.000 0.980 0.000 0.000 0.020
#> T48_CT_C07 1 0.2124 0.932 0.900 0.004 0.000 0.000 0.096
#> T48_CT_C09 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C10 1 0.0963 0.954 0.964 0.000 0.000 0.000 0.036
#> T48_CT_C11 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D01 2 0.1965 0.848 0.000 0.904 0.000 0.000 0.096
#> T48_CT_D02 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T48_CT_D03 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.2516 0.826 0.000 0.860 0.000 0.000 0.140
#> T48_CT_D06 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D08 1 0.0162 0.961 0.996 0.000 0.000 0.000 0.004
#> T48_CT_D09 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D10 1 0.2740 0.914 0.876 0.028 0.000 0.000 0.096
#> T48_CT_D11 5 0.3662 0.643 0.000 0.252 0.004 0.000 0.744
#> T48_CT_D12 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 2 0.3178 0.816 0.004 0.860 0.000 0.048 0.088
#> T48_CT_E02 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T48_CT_E03 2 0.2644 0.837 0.012 0.888 0.000 0.012 0.088
#> T48_CT_E04 1 0.5335 0.588 0.644 0.260 0.000 0.000 0.096
#> T48_CT_E05 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.1608 0.943 0.928 0.000 0.000 0.000 0.072
#> T48_CT_E12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000
#> T48_CT_F01 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F02 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T48_CT_F03 1 0.1410 0.948 0.940 0.000 0.000 0.000 0.060
#> T48_CT_F05 2 0.0290 0.916 0.000 0.992 0.000 0.000 0.008
#> T48_CT_F07 1 0.1121 0.952 0.956 0.000 0.000 0.000 0.044
#> T48_CT_F09 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F10 1 0.1792 0.939 0.916 0.000 0.000 0.000 0.084
#> T48_CT_F11 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G07 2 0.0880 0.906 0.000 0.968 0.000 0.000 0.032
#> T48_CT_G08 2 0.0703 0.905 0.000 0.976 0.000 0.000 0.024
#> T48_CT_G09 2 0.2011 0.852 0.000 0.908 0.000 0.004 0.088
#> T48_CT_G10 3 0.0290 0.943 0.008 0.000 0.992 0.000 0.000
#> T48_CT_G11 1 0.1965 0.934 0.904 0.000 0.000 0.000 0.096
#> T48_CT_G12 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H01 2 0.3366 0.722 0.000 0.768 0.000 0.000 0.232
#> T48_CT_H02 4 0.7284 0.280 0.144 0.316 0.000 0.476 0.064
#> T48_CT_H04 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.2230 0.848 0.000 0.884 0.000 0.000 0.116
#> T48_CT_H06 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H07 1 0.2561 0.921 0.884 0.020 0.000 0.000 0.096
#> T48_CT_H08 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H11 1 0.2124 0.932 0.900 0.004 0.000 0.000 0.096
#> T48_CT_H12 2 0.0000 0.918 0.000 1.000 0.000 0.000 0.000
#> T72_CT_A01 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A05 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A08 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A09 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A11 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B01 4 0.0162 0.958 0.000 0.000 0.000 0.996 0.004
#> T72_CT_B02 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B03 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B04 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B05 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B06 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B08 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B09 1 0.0000 0.962 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B12 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C04 2 0.0703 0.906 0.000 0.976 0.000 0.024 0.000
#> T72_CT_C06 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C07 2 0.3480 0.668 0.000 0.752 0.000 0.248 0.000
#> T72_CT_C09 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C11 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D01 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D03 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D04 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D05 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D07 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D10 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D11 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_E04 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_E05 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_E07 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F01 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F05 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F07 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F10 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F11 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G03 1 0.1908 0.880 0.908 0.000 0.000 0.092 0.000
#> T72_CT_G04 4 0.4278 0.210 0.452 0.000 0.000 0.548 0.000
#> T72_CT_G06 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G08 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G10 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G11 4 0.4863 0.539 0.272 0.000 0.000 0.672 0.056
#> T72_CT_H01 2 0.0963 0.904 0.000 0.964 0.000 0.000 0.036
#> T72_CT_H03 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H05 3 0.1197 0.899 0.000 0.000 0.952 0.048 0.000
#> T72_CT_H08 3 0.0510 0.934 0.000 0.000 0.984 0.016 0.000
#> T72_CT_H09 3 0.3949 0.487 0.000 0.000 0.668 0.332 0.000
#> T72_CT_H10 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H11 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H12 4 0.0000 0.962 0.000 0.000 0.000 1.000 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 6 0.4341 0.314 0.000 0.000 0.412 0.000 0.024 0.564
#> T0_CT_A07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A11 6 0.0291 0.838 0.004 0.004 0.000 0.000 0.000 0.992
#> T0_CT_B01 6 0.0972 0.839 0.000 0.000 0.008 0.000 0.028 0.964
#> T0_CT_B03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 6 0.3863 0.632 0.000 0.000 0.260 0.000 0.028 0.712
#> T0_CT_B07 6 0.3886 0.624 0.000 0.000 0.264 0.000 0.028 0.708
#> T0_CT_B08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C03 1 0.0972 0.917 0.964 0.000 0.000 0.000 0.028 0.008
#> T0_CT_C05 6 0.0713 0.835 0.000 0.028 0.000 0.000 0.000 0.972
#> T0_CT_C06 6 0.1411 0.825 0.000 0.000 0.004 0.000 0.060 0.936
#> T0_CT_C07 3 0.4139 0.418 0.000 0.000 0.640 0.000 0.024 0.336
#> T0_CT_C08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 6 0.0260 0.838 0.000 0.008 0.000 0.000 0.000 0.992
#> T0_CT_C11 6 0.1007 0.827 0.000 0.044 0.000 0.000 0.000 0.956
#> T0_CT_C12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 3 0.3652 0.476 0.000 0.000 0.672 0.000 0.004 0.324
#> T0_CT_D02 6 0.3794 0.649 0.000 0.000 0.248 0.000 0.028 0.724
#> T0_CT_D03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D05 6 0.1921 0.825 0.000 0.000 0.032 0.000 0.052 0.916
#> T0_CT_D06 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D07 3 0.4181 0.428 0.000 0.000 0.644 0.000 0.028 0.328
#> T0_CT_D08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D09 6 0.1141 0.823 0.000 0.052 0.000 0.000 0.000 0.948
#> T0_CT_D11 6 0.0713 0.835 0.000 0.028 0.000 0.000 0.000 0.972
#> T0_CT_D12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E04 6 0.0458 0.838 0.000 0.016 0.000 0.000 0.000 0.984
#> T0_CT_E05 5 0.2019 0.835 0.088 0.000 0.000 0.000 0.900 0.012
#> T0_CT_E06 3 0.0146 0.948 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_E07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E09 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E10 6 0.0291 0.839 0.000 0.004 0.004 0.000 0.000 0.992
#> T0_CT_E11 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E12 3 0.3797 0.535 0.000 0.000 0.692 0.000 0.016 0.292
#> T0_CT_F01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 6 0.0547 0.842 0.000 0.000 0.020 0.000 0.000 0.980
#> T0_CT_F06 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F07 6 0.3668 0.677 0.000 0.000 0.228 0.000 0.028 0.744
#> T0_CT_F09 6 0.1204 0.820 0.000 0.056 0.000 0.000 0.000 0.944
#> T0_CT_F11 6 0.4319 0.343 0.000 0.000 0.400 0.000 0.024 0.576
#> T0_CT_F12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G02 6 0.1644 0.832 0.000 0.000 0.040 0.000 0.028 0.932
#> T0_CT_G03 3 0.0291 0.946 0.000 0.000 0.992 0.000 0.004 0.004
#> T0_CT_G04 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G09 5 0.1387 0.838 0.068 0.000 0.000 0.000 0.932 0.000
#> T0_CT_G11 6 0.1320 0.836 0.000 0.000 0.016 0.000 0.036 0.948
#> T0_CT_H01 5 0.2830 0.715 0.020 0.000 0.000 0.000 0.836 0.144
#> T0_CT_H02 6 0.0458 0.841 0.000 0.000 0.016 0.000 0.000 0.984
#> T0_CT_H04 3 0.3778 0.543 0.000 0.000 0.696 0.000 0.016 0.288
#> T0_CT_H05 6 0.1168 0.838 0.000 0.000 0.016 0.000 0.028 0.956
#> T0_CT_H08 6 0.3345 0.727 0.000 0.000 0.184 0.000 0.028 0.788
#> T0_CT_H09 6 0.1003 0.839 0.000 0.004 0.004 0.000 0.028 0.964
#> T0_CT_H12 6 0.1644 0.832 0.000 0.000 0.040 0.000 0.028 0.932
#> T24_CT_A01 1 0.0363 0.938 0.988 0.000 0.000 0.000 0.012 0.000
#> T24_CT_A03 2 0.1082 0.910 0.000 0.956 0.000 0.000 0.004 0.040
#> T24_CT_A04 6 0.2048 0.766 0.000 0.120 0.000 0.000 0.000 0.880
#> T24_CT_A05 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A07 2 0.1075 0.907 0.000 0.952 0.000 0.000 0.000 0.048
#> T24_CT_A08 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A10 5 0.1714 0.835 0.092 0.000 0.000 0.000 0.908 0.000
#> T24_CT_B01 1 0.3982 0.064 0.536 0.000 0.000 0.000 0.460 0.004
#> T24_CT_B02 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.1701 0.873 0.000 0.920 0.000 0.008 0.072 0.000
#> T24_CT_B05 2 0.0146 0.916 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_B06 2 0.0458 0.916 0.000 0.984 0.000 0.000 0.000 0.016
#> T24_CT_B07 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.3756 0.476 0.000 0.600 0.000 0.000 0.000 0.400
#> T24_CT_B09 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C01 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.3428 0.663 0.000 0.696 0.000 0.000 0.000 0.304
#> T24_CT_C03 1 0.3769 0.388 0.640 0.000 0.000 0.000 0.356 0.004
#> T24_CT_C05 2 0.3592 0.594 0.000 0.656 0.000 0.000 0.000 0.344
#> T24_CT_C07 2 0.0363 0.915 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_C08 2 0.3499 0.637 0.000 0.680 0.000 0.000 0.000 0.320
#> T24_CT_C09 2 0.3371 0.682 0.000 0.708 0.000 0.000 0.000 0.292
#> T24_CT_C10 1 0.1556 0.883 0.920 0.000 0.000 0.000 0.080 0.000
#> T24_CT_C11 5 0.3222 0.813 0.096 0.024 0.000 0.000 0.844 0.036
#> T24_CT_C12 2 0.0260 0.916 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_D01 2 0.0405 0.917 0.000 0.988 0.000 0.000 0.004 0.008
#> T24_CT_D02 2 0.0405 0.917 0.000 0.988 0.000 0.000 0.008 0.004
#> T24_CT_D03 6 0.2454 0.721 0.000 0.160 0.000 0.000 0.000 0.840
#> T24_CT_D04 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.1501 0.885 0.924 0.000 0.000 0.000 0.076 0.000
#> T24_CT_D06 1 0.1610 0.874 0.916 0.000 0.000 0.000 0.084 0.000
#> T24_CT_D07 5 0.4393 0.129 0.480 0.016 0.000 0.000 0.500 0.004
#> T24_CT_D08 2 0.2003 0.871 0.000 0.884 0.000 0.000 0.000 0.116
#> T24_CT_D09 2 0.2772 0.816 0.000 0.816 0.000 0.000 0.004 0.180
#> T24_CT_D10 2 0.2178 0.859 0.000 0.868 0.000 0.000 0.000 0.132
#> T24_CT_D11 2 0.1007 0.908 0.000 0.956 0.000 0.000 0.000 0.044
#> T24_CT_E01 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T24_CT_E02 1 0.0146 0.945 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_E04 2 0.0260 0.916 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_E05 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 5 0.2883 0.693 0.000 0.212 0.000 0.000 0.788 0.000
#> T24_CT_E09 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0508 0.918 0.000 0.984 0.000 0.000 0.004 0.012
#> T24_CT_F01 2 0.0291 0.917 0.000 0.992 0.000 0.000 0.004 0.004
#> T24_CT_F02 2 0.3288 0.705 0.000 0.724 0.000 0.000 0.000 0.276
#> T24_CT_F03 5 0.1663 0.837 0.088 0.000 0.000 0.000 0.912 0.000
#> T24_CT_F04 5 0.2070 0.833 0.092 0.000 0.000 0.000 0.896 0.012
#> T24_CT_F05 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T24_CT_F07 5 0.2266 0.826 0.108 0.000 0.000 0.000 0.880 0.012
#> T24_CT_F08 1 0.0632 0.931 0.976 0.000 0.000 0.000 0.024 0.000
#> T24_CT_F09 2 0.3795 0.550 0.000 0.632 0.000 0.000 0.004 0.364
#> T24_CT_F10 5 0.3819 0.537 0.000 0.340 0.000 0.008 0.652 0.000
#> T24_CT_F11 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T24_CT_F12 3 0.1141 0.894 0.000 0.052 0.948 0.000 0.000 0.000
#> T24_CT_G01 2 0.3101 0.747 0.000 0.756 0.000 0.000 0.000 0.244
#> T24_CT_G02 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.1528 0.906 0.000 0.936 0.000 0.000 0.016 0.048
#> T24_CT_G05 6 0.3789 0.110 0.000 0.416 0.000 0.000 0.000 0.584
#> T24_CT_G06 1 0.0260 0.943 0.992 0.000 0.000 0.000 0.008 0.000
#> T24_CT_G08 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0260 0.916 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_G11 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H02 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0363 0.917 0.000 0.988 0.000 0.000 0.000 0.012
#> T24_CT_H05 5 0.2669 0.791 0.156 0.000 0.000 0.000 0.836 0.008
#> T24_CT_H07 1 0.2841 0.766 0.824 0.000 0.000 0.000 0.164 0.012
#> T24_CT_H09 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0622 0.912 0.000 0.980 0.000 0.012 0.008 0.000
#> T48_CT_A02 2 0.0363 0.915 0.000 0.988 0.000 0.000 0.012 0.000
#> T48_CT_A03 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.1501 0.894 0.000 0.924 0.000 0.000 0.000 0.076
#> T48_CT_A05 5 0.4051 0.334 0.000 0.432 0.000 0.008 0.560 0.000
#> T48_CT_A06 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.0622 0.912 0.000 0.980 0.000 0.008 0.012 0.000
#> T48_CT_A09 5 0.1610 0.838 0.084 0.000 0.000 0.000 0.916 0.000
#> T48_CT_A10 2 0.1814 0.881 0.000 0.900 0.000 0.000 0.000 0.100
#> T48_CT_A11 2 0.0260 0.917 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_A12 5 0.1556 0.838 0.080 0.000 0.000 0.000 0.920 0.000
#> T48_CT_B01 2 0.2854 0.789 0.000 0.792 0.000 0.000 0.000 0.208
#> T48_CT_B02 2 0.0405 0.917 0.000 0.988 0.000 0.000 0.004 0.008
#> T48_CT_B03 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.2092 0.865 0.000 0.876 0.000 0.000 0.000 0.124
#> T48_CT_B08 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0260 0.917 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_B11 2 0.0260 0.916 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_B12 5 0.1549 0.826 0.044 0.020 0.000 0.000 0.936 0.000
#> T48_CT_C01 2 0.0291 0.917 0.000 0.992 0.000 0.000 0.004 0.004
#> T48_CT_C02 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.0260 0.916 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_C04 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0820 0.909 0.000 0.972 0.000 0.012 0.016 0.000
#> T48_CT_C06 2 0.1471 0.882 0.000 0.932 0.000 0.004 0.064 0.000
#> T48_CT_C07 5 0.1387 0.839 0.068 0.000 0.000 0.000 0.932 0.000
#> T48_CT_C09 2 0.0820 0.910 0.000 0.972 0.000 0.016 0.012 0.000
#> T48_CT_C10 1 0.3620 0.430 0.648 0.000 0.000 0.000 0.352 0.000
#> T48_CT_C11 2 0.0363 0.915 0.000 0.988 0.000 0.000 0.012 0.000
#> T48_CT_D01 5 0.3531 0.552 0.000 0.328 0.000 0.000 0.672 0.000
#> T48_CT_D02 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T48_CT_D03 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.2260 0.853 0.000 0.860 0.000 0.000 0.000 0.140
#> T48_CT_D06 2 0.0520 0.914 0.000 0.984 0.000 0.008 0.008 0.000
#> T48_CT_D07 2 0.0405 0.917 0.000 0.988 0.000 0.000 0.008 0.004
#> T48_CT_D08 1 0.0632 0.931 0.976 0.000 0.000 0.000 0.024 0.000
#> T48_CT_D09 2 0.0622 0.916 0.000 0.980 0.000 0.000 0.012 0.008
#> T48_CT_D10 5 0.1524 0.835 0.060 0.008 0.000 0.000 0.932 0.000
#> T48_CT_D11 6 0.4474 0.106 0.000 0.440 0.000 0.012 0.012 0.536
#> T48_CT_D12 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 5 0.4326 0.578 0.000 0.300 0.000 0.044 0.656 0.000
#> T48_CT_E02 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T48_CT_E03 5 0.3905 0.572 0.000 0.316 0.000 0.016 0.668 0.000
#> T48_CT_E04 5 0.1492 0.811 0.024 0.036 0.000 0.000 0.940 0.000
#> T48_CT_E05 2 0.0146 0.916 0.000 0.996 0.000 0.000 0.004 0.000
#> T48_CT_E06 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0632 0.915 0.000 0.976 0.000 0.000 0.000 0.024
#> T48_CT_E10 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 5 0.3244 0.651 0.268 0.000 0.000 0.000 0.732 0.000
#> T48_CT_E12 3 0.0000 0.951 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F01 2 0.0508 0.918 0.000 0.984 0.000 0.000 0.004 0.012
#> T48_CT_F02 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T48_CT_F03 5 0.3619 0.696 0.232 0.000 0.000 0.000 0.744 0.024
#> T48_CT_F05 2 0.0713 0.914 0.000 0.972 0.000 0.000 0.000 0.028
#> T48_CT_F07 1 0.3823 0.190 0.564 0.000 0.000 0.000 0.436 0.000
#> T48_CT_F09 2 0.0146 0.916 0.000 0.996 0.000 0.000 0.004 0.000
#> T48_CT_F10 5 0.2513 0.805 0.140 0.000 0.000 0.000 0.852 0.008
#> T48_CT_F11 1 0.0260 0.943 0.992 0.000 0.000 0.000 0.008 0.000
#> T48_CT_G01 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.0520 0.914 0.000 0.984 0.000 0.008 0.008 0.000
#> T48_CT_G03 2 0.0291 0.917 0.000 0.992 0.000 0.000 0.004 0.004
#> T48_CT_G07 2 0.1501 0.895 0.000 0.924 0.000 0.000 0.000 0.076
#> T48_CT_G08 2 0.1333 0.892 0.000 0.944 0.000 0.008 0.048 0.000
#> T48_CT_G09 5 0.4181 0.197 0.000 0.476 0.000 0.012 0.512 0.000
#> T48_CT_G10 3 0.0260 0.943 0.008 0.000 0.992 0.000 0.000 0.000
#> T48_CT_G11 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T48_CT_G12 2 0.0458 0.917 0.000 0.984 0.000 0.000 0.000 0.016
#> T48_CT_H01 2 0.2854 0.789 0.000 0.792 0.000 0.000 0.000 0.208
#> T48_CT_H02 5 0.5354 0.384 0.000 0.132 0.000 0.316 0.552 0.000
#> T48_CT_H04 1 0.0000 0.947 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.2260 0.854 0.000 0.860 0.000 0.000 0.000 0.140
#> T48_CT_H06 2 0.0260 0.917 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_H07 5 0.1531 0.838 0.068 0.004 0.000 0.000 0.928 0.000
#> T48_CT_H08 2 0.0622 0.912 0.000 0.980 0.000 0.012 0.008 0.000
#> T48_CT_H11 5 0.1444 0.840 0.072 0.000 0.000 0.000 0.928 0.000
#> T48_CT_H12 2 0.0260 0.916 0.000 0.992 0.000 0.000 0.008 0.000
#> T72_CT_A01 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_A05 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_A08 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_A09 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_A11 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B01 4 0.0820 0.956 0.000 0.012 0.000 0.972 0.000 0.016
#> T72_CT_B02 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_B03 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_B04 4 0.2022 0.951 0.024 0.000 0.000 0.916 0.052 0.008
#> T72_CT_B05 4 0.0858 0.974 0.000 0.000 0.000 0.968 0.028 0.004
#> T72_CT_B06 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_B08 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B09 1 0.0547 0.931 0.980 0.000 0.000 0.000 0.020 0.000
#> T72_CT_B11 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_B12 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_C04 2 0.1812 0.872 0.000 0.912 0.000 0.080 0.008 0.000
#> T72_CT_C06 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_C07 2 0.3560 0.668 0.000 0.732 0.000 0.256 0.008 0.004
#> T72_CT_C09 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_C11 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D01 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D03 4 0.0935 0.973 0.000 0.000 0.000 0.964 0.032 0.004
#> T72_CT_D04 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D05 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_D07 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_D10 4 0.0858 0.974 0.000 0.000 0.000 0.968 0.028 0.004
#> T72_CT_D11 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_E04 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_E05 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_E07 4 0.0146 0.976 0.000 0.000 0.000 0.996 0.004 0.000
#> T72_CT_F01 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F05 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F07 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_F10 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F11 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G03 1 0.1477 0.898 0.940 0.000 0.000 0.004 0.048 0.008
#> T72_CT_G04 1 0.2817 0.822 0.868 0.000 0.000 0.072 0.052 0.008
#> T72_CT_G06 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G08 4 0.0508 0.976 0.000 0.000 0.000 0.984 0.012 0.004
#> T72_CT_G10 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G11 5 0.4871 0.112 0.036 0.000 0.000 0.420 0.532 0.012
#> T72_CT_H01 2 0.2488 0.879 0.000 0.880 0.000 0.044 0.000 0.076
#> T72_CT_H03 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.0713 0.927 0.000 0.000 0.972 0.028 0.000 0.000
#> T72_CT_H08 3 0.0363 0.941 0.000 0.000 0.988 0.012 0.000 0.000
#> T72_CT_H09 3 0.3189 0.654 0.000 0.000 0.760 0.236 0.000 0.004
#> T72_CT_H10 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_H11 4 0.1398 0.969 0.000 0.000 0.000 0.940 0.052 0.008
#> T72_CT_H12 4 0.0000 0.976 0.000 0.000 0.000 1.000 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> ATC:skmeans 268 2.23e-09 2.42e-10 4.22e-39 2
#> ATC:skmeans 266 5.91e-36 6.46e-39 4.62e-59 3
#> ATC:skmeans 265 9.94e-77 2.91e-36 1.88e-54 4
#> ATC:skmeans 257 2.32e-77 2.28e-38 9.24e-61 5
#> ATC:skmeans 254 1.69e-72 1.20e-36 1.67e-60 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["ATC", "pam"]
# you can also extract it by
# res = res_list["ATC:pam"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
#> Subgroups are detected by 'pam' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.208 0.705 0.815 0.4531 0.513 0.513
#> 3 3 0.616 0.743 0.872 0.4033 0.764 0.572
#> 4 4 0.759 0.775 0.892 0.1268 0.898 0.724
#> 5 5 0.755 0.726 0.867 0.0848 0.900 0.670
#> 6 6 0.770 0.758 0.863 0.0438 0.944 0.761
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.7883 0.6500 0.764 0.236
#> T0_CT_A03 1 0.7453 0.6685 0.788 0.212
#> T0_CT_A05 1 0.7453 0.6685 0.788 0.212
#> T0_CT_A06 1 0.9358 0.6864 0.648 0.352
#> T0_CT_A07 1 0.7674 0.6598 0.776 0.224
#> T0_CT_A08 1 0.5629 0.7899 0.868 0.132
#> T0_CT_A10 1 0.7376 0.6710 0.792 0.208
#> T0_CT_A11 1 0.7602 0.7631 0.780 0.220
#> T0_CT_B01 1 0.9248 0.6958 0.660 0.340
#> T0_CT_B03 1 0.8207 0.6280 0.744 0.256
#> T0_CT_B05 1 0.8443 0.7423 0.728 0.272
#> T0_CT_B07 1 0.9209 0.6994 0.664 0.336
#> T0_CT_B08 1 0.8327 0.6180 0.736 0.264
#> T0_CT_B09 1 0.7139 0.6780 0.804 0.196
#> T0_CT_C02 1 0.8267 0.6232 0.740 0.260
#> T0_CT_C03 1 0.5629 0.7899 0.868 0.132
#> T0_CT_C05 1 0.9896 0.5573 0.560 0.440
#> T0_CT_C06 1 0.7453 0.7672 0.788 0.212
#> T0_CT_C07 1 0.9044 0.7136 0.680 0.320
#> T0_CT_C08 1 0.7528 0.6655 0.784 0.216
#> T0_CT_C09 2 0.9963 -0.3081 0.464 0.536
#> T0_CT_C11 2 0.4161 0.8122 0.084 0.916
#> T0_CT_C12 1 0.7453 0.6685 0.788 0.212
#> T0_CT_D01 1 0.9087 0.6640 0.676 0.324
#> T0_CT_D02 1 0.8909 0.7076 0.692 0.308
#> T0_CT_D03 1 0.7883 0.6500 0.764 0.236
#> T0_CT_D05 1 0.9522 0.6647 0.628 0.372
#> T0_CT_D06 1 0.8016 0.6421 0.756 0.244
#> T0_CT_D07 1 0.8443 0.7015 0.728 0.272
#> T0_CT_D08 1 0.8386 0.6123 0.732 0.268
#> T0_CT_D09 2 1.0000 -0.4017 0.496 0.504
#> T0_CT_D11 1 0.9922 0.5425 0.552 0.448
#> T0_CT_D12 1 0.7602 0.6628 0.780 0.220
#> T0_CT_E01 1 0.7883 0.6500 0.764 0.236
#> T0_CT_E03 1 0.8327 0.7082 0.736 0.264
#> T0_CT_E04 1 0.9732 0.6217 0.596 0.404
#> T0_CT_E05 1 0.6623 0.7692 0.828 0.172
#> T0_CT_E06 1 0.7883 0.6720 0.764 0.236
#> T0_CT_E07 1 0.7453 0.6685 0.788 0.212
#> T0_CT_E08 1 0.8207 0.6280 0.744 0.256
#> T0_CT_E09 1 0.7528 0.6655 0.784 0.216
#> T0_CT_E10 1 0.9686 0.6368 0.604 0.396
#> T0_CT_E11 1 0.7674 0.6598 0.776 0.224
#> T0_CT_E12 1 0.8327 0.6998 0.736 0.264
#> T0_CT_F01 1 0.7453 0.6685 0.788 0.212
#> T0_CT_F02 1 0.7453 0.6685 0.788 0.212
#> T0_CT_F03 1 0.7453 0.6685 0.788 0.212
#> T0_CT_F04 1 0.7056 0.6802 0.808 0.192
#> T0_CT_F05 1 0.9608 0.6501 0.616 0.384
#> T0_CT_F06 1 0.7883 0.6500 0.764 0.236
#> T0_CT_F07 1 0.9286 0.6935 0.656 0.344
#> T0_CT_F09 2 0.9732 -0.0605 0.404 0.596
#> T0_CT_F11 1 0.8386 0.7007 0.732 0.268
#> T0_CT_F12 1 0.7299 0.6731 0.796 0.204
#> T0_CT_G01 1 0.7453 0.6685 0.788 0.212
#> T0_CT_G02 1 0.8763 0.7278 0.704 0.296
#> T0_CT_G03 1 0.7883 0.6905 0.764 0.236
#> T0_CT_G04 1 0.8016 0.6419 0.756 0.244
#> T0_CT_G07 1 0.8327 0.6179 0.736 0.264
#> T0_CT_G08 1 0.8267 0.6232 0.740 0.260
#> T0_CT_G09 1 0.5629 0.7899 0.868 0.132
#> T0_CT_G11 1 0.9323 0.6880 0.652 0.348
#> T0_CT_H01 1 0.7376 0.7719 0.792 0.208
#> T0_CT_H02 1 0.9732 0.6219 0.596 0.404
#> T0_CT_H04 1 0.8386 0.6884 0.732 0.268
#> T0_CT_H05 1 0.9323 0.6880 0.652 0.348
#> T0_CT_H08 1 0.9358 0.6865 0.648 0.352
#> T0_CT_H09 1 0.9522 0.6647 0.628 0.372
#> T0_CT_H12 1 0.9248 0.6971 0.660 0.340
#> T24_CT_A01 1 0.5629 0.7899 0.868 0.132
#> T24_CT_A03 2 0.2043 0.8474 0.032 0.968
#> T24_CT_A04 2 0.9491 0.1072 0.368 0.632
#> T24_CT_A05 1 0.6887 0.6839 0.816 0.184
#> T24_CT_A07 2 0.2043 0.8474 0.032 0.968
#> T24_CT_A08 1 0.5629 0.7899 0.868 0.132
#> T24_CT_A09 1 0.5629 0.7899 0.868 0.132
#> T24_CT_A10 1 0.6048 0.7816 0.852 0.148
#> T24_CT_B01 1 0.5629 0.7899 0.868 0.132
#> T24_CT_B02 1 0.5629 0.7899 0.868 0.132
#> T24_CT_B03 2 0.4815 0.8179 0.104 0.896
#> T24_CT_B05 2 0.3733 0.8377 0.072 0.928
#> T24_CT_B06 2 0.6712 0.7526 0.176 0.824
#> T24_CT_B07 1 0.5629 0.7899 0.868 0.132
#> T24_CT_B08 2 0.7602 0.5893 0.220 0.780
#> T24_CT_B09 1 0.5629 0.7899 0.868 0.132
#> T24_CT_B11 1 0.6887 0.6839 0.816 0.184
#> T24_CT_C01 1 0.5629 0.7899 0.868 0.132
#> T24_CT_C02 2 0.3431 0.8419 0.064 0.936
#> T24_CT_C03 1 0.6712 0.7635 0.824 0.176
#> T24_CT_C05 2 0.2236 0.8467 0.036 0.964
#> T24_CT_C07 2 0.0938 0.8404 0.012 0.988
#> T24_CT_C08 2 0.2603 0.8432 0.044 0.956
#> T24_CT_C09 2 0.3584 0.8414 0.068 0.932
#> T24_CT_C10 1 0.5629 0.7899 0.868 0.132
#> T24_CT_C11 1 0.9608 0.4277 0.616 0.384
#> T24_CT_C12 2 0.2043 0.8474 0.032 0.968
#> T24_CT_D01 2 0.2043 0.8474 0.032 0.968
#> T24_CT_D02 2 0.2603 0.8413 0.044 0.956
#> T24_CT_D03 2 0.5294 0.7698 0.120 0.880
#> T24_CT_D04 1 0.5629 0.7899 0.868 0.132
#> T24_CT_D05 1 0.5629 0.7899 0.868 0.132
#> T24_CT_D06 1 0.5629 0.7899 0.868 0.132
#> T24_CT_D07 1 0.8861 0.6127 0.696 0.304
#> T24_CT_D08 2 0.2043 0.8474 0.032 0.968
#> T24_CT_D09 2 0.2423 0.8454 0.040 0.960
#> T24_CT_D10 2 0.2043 0.8474 0.032 0.968
#> T24_CT_D11 2 0.2043 0.8474 0.032 0.968
#> T24_CT_E01 1 0.5629 0.7899 0.868 0.132
#> T24_CT_E02 1 0.5629 0.7899 0.868 0.132
#> T24_CT_E04 2 0.5737 0.7927 0.136 0.864
#> T24_CT_E05 1 0.5629 0.7899 0.868 0.132
#> T24_CT_E07 2 0.7745 0.6889 0.228 0.772
#> T24_CT_E09 1 0.5629 0.7899 0.868 0.132
#> T24_CT_E11 1 0.5629 0.7899 0.868 0.132
#> T24_CT_E12 2 0.2043 0.8474 0.032 0.968
#> T24_CT_F01 2 0.2236 0.8481 0.036 0.964
#> T24_CT_F02 2 0.2423 0.8451 0.040 0.960
#> T24_CT_F03 1 0.6148 0.7802 0.848 0.152
#> T24_CT_F04 1 0.8861 0.5904 0.696 0.304
#> T24_CT_F05 1 0.6048 0.7812 0.852 0.148
#> T24_CT_F07 1 0.8608 0.6235 0.716 0.284
#> T24_CT_F08 1 0.5629 0.7899 0.868 0.132
#> T24_CT_F09 2 0.8555 0.4391 0.280 0.720
#> T24_CT_F10 1 0.9933 0.1763 0.548 0.452
#> T24_CT_F11 1 0.8555 0.6247 0.720 0.280
#> T24_CT_F12 2 0.6048 0.7651 0.148 0.852
#> T24_CT_G01 2 0.2423 0.8457 0.040 0.960
#> T24_CT_G02 1 0.5629 0.7899 0.868 0.132
#> T24_CT_G03 1 0.5629 0.7899 0.868 0.132
#> T24_CT_G04 2 0.7299 0.6574 0.204 0.796
#> T24_CT_G05 2 0.2423 0.8474 0.040 0.960
#> T24_CT_G06 1 0.5629 0.7899 0.868 0.132
#> T24_CT_G08 1 0.5629 0.7899 0.868 0.132
#> T24_CT_G10 2 0.2236 0.8481 0.036 0.964
#> T24_CT_G11 1 0.5629 0.7899 0.868 0.132
#> T24_CT_G12 1 0.5629 0.7899 0.868 0.132
#> T24_CT_H01 1 0.6973 0.6819 0.812 0.188
#> T24_CT_H02 1 0.5629 0.7899 0.868 0.132
#> T24_CT_H03 2 0.5842 0.7937 0.140 0.860
#> T24_CT_H05 1 0.5629 0.7899 0.868 0.132
#> T24_CT_H07 1 0.5629 0.7899 0.868 0.132
#> T24_CT_H09 1 0.5629 0.7899 0.868 0.132
#> T24_CT_H12 1 0.5629 0.7899 0.868 0.132
#> T48_CT_A01 2 0.2043 0.8474 0.032 0.968
#> T48_CT_A02 2 0.2236 0.8481 0.036 0.964
#> T48_CT_A03 1 0.5629 0.7899 0.868 0.132
#> T48_CT_A04 2 0.2043 0.8474 0.032 0.968
#> T48_CT_A05 2 0.7745 0.6889 0.228 0.772
#> T48_CT_A06 1 0.5629 0.7899 0.868 0.132
#> T48_CT_A07 2 0.9954 0.1772 0.460 0.540
#> T48_CT_A08 2 0.2043 0.8474 0.032 0.968
#> T48_CT_A09 1 0.6048 0.7815 0.852 0.148
#> T48_CT_A10 2 0.2236 0.8467 0.036 0.964
#> T48_CT_A11 2 0.2236 0.8481 0.036 0.964
#> T48_CT_A12 1 0.6887 0.7549 0.816 0.184
#> T48_CT_B01 2 0.2423 0.8452 0.040 0.960
#> T48_CT_B02 2 0.2236 0.8481 0.036 0.964
#> T48_CT_B03 1 0.5629 0.7899 0.868 0.132
#> T48_CT_B04 1 0.5629 0.7899 0.868 0.132
#> T48_CT_B06 2 0.2603 0.8476 0.044 0.956
#> T48_CT_B08 1 0.5629 0.7899 0.868 0.132
#> T48_CT_B10 2 0.3584 0.8396 0.068 0.932
#> T48_CT_B11 2 0.2423 0.8476 0.040 0.960
#> T48_CT_B12 2 0.8443 0.6370 0.272 0.728
#> T48_CT_C01 2 0.5294 0.8058 0.120 0.880
#> T48_CT_C02 1 0.5629 0.7899 0.868 0.132
#> T48_CT_C03 2 0.4022 0.8335 0.080 0.920
#> T48_CT_C04 1 0.5629 0.7899 0.868 0.132
#> T48_CT_C05 2 0.5842 0.7892 0.140 0.860
#> T48_CT_C06 2 0.4690 0.8207 0.100 0.900
#> T48_CT_C07 1 0.9998 -0.0280 0.508 0.492
#> T48_CT_C09 2 0.4939 0.7985 0.108 0.892
#> T48_CT_C10 1 0.5629 0.7899 0.868 0.132
#> T48_CT_C11 2 0.2236 0.8481 0.036 0.964
#> T48_CT_D01 2 0.7745 0.6892 0.228 0.772
#> T48_CT_D02 1 0.9608 0.3992 0.616 0.384
#> T48_CT_D03 1 0.5629 0.7899 0.868 0.132
#> T48_CT_D04 2 0.6531 0.7755 0.168 0.832
#> T48_CT_D06 2 0.2236 0.8481 0.036 0.964
#> T48_CT_D07 2 0.2236 0.8481 0.036 0.964
#> T48_CT_D08 1 0.5629 0.7899 0.868 0.132
#> T48_CT_D09 2 0.6801 0.7483 0.180 0.820
#> T48_CT_D10 2 0.9087 0.5683 0.324 0.676
#> T48_CT_D11 2 0.9944 -0.2733 0.456 0.544
#> T48_CT_D12 1 0.5629 0.7899 0.868 0.132
#> T48_CT_E01 2 0.7528 0.7020 0.216 0.784
#> T48_CT_E02 1 0.7950 0.6958 0.760 0.240
#> T48_CT_E03 2 0.9881 -0.1738 0.436 0.564
#> T48_CT_E04 2 0.9170 0.5515 0.332 0.668
#> T48_CT_E05 2 0.6712 0.7481 0.176 0.824
#> T48_CT_E06 1 0.5629 0.7899 0.868 0.132
#> T48_CT_E07 1 0.5629 0.7899 0.868 0.132
#> T48_CT_E08 2 0.2043 0.8474 0.032 0.968
#> T48_CT_E10 1 0.5629 0.7899 0.868 0.132
#> T48_CT_E11 1 0.5629 0.7899 0.868 0.132
#> T48_CT_E12 1 0.9866 0.2402 0.568 0.432
#> T48_CT_F01 2 0.2043 0.8474 0.032 0.968
#> T48_CT_F02 1 0.5737 0.7883 0.864 0.136
#> T48_CT_F03 1 0.5946 0.7859 0.856 0.144
#> T48_CT_F05 2 0.7674 0.6975 0.224 0.776
#> T48_CT_F07 1 0.5629 0.7899 0.868 0.132
#> T48_CT_F09 2 0.2043 0.8474 0.032 0.968
#> T48_CT_F10 1 0.7602 0.7151 0.780 0.220
#> T48_CT_F11 1 0.5629 0.7899 0.868 0.132
#> T48_CT_G01 1 0.5629 0.7899 0.868 0.132
#> T48_CT_G02 2 0.2043 0.8474 0.032 0.968
#> T48_CT_G03 2 0.5842 0.7898 0.140 0.860
#> T48_CT_G07 2 0.2043 0.8474 0.032 0.968
#> T48_CT_G08 2 0.2236 0.8481 0.036 0.964
#> T48_CT_G09 2 0.7528 0.7053 0.216 0.784
#> T48_CT_G10 1 0.1633 0.7200 0.976 0.024
#> T48_CT_G11 1 0.9552 0.4212 0.624 0.376
#> T48_CT_G12 2 0.2948 0.8455 0.052 0.948
#> T48_CT_H01 2 0.6623 0.7716 0.172 0.828
#> T48_CT_H02 2 0.9795 0.3419 0.416 0.584
#> T48_CT_H04 1 0.5629 0.7899 0.868 0.132
#> T48_CT_H05 2 0.2043 0.8474 0.032 0.968
#> T48_CT_H06 2 0.3584 0.8396 0.068 0.932
#> T48_CT_H07 2 0.9170 0.5498 0.332 0.668
#> T48_CT_H08 2 0.1843 0.8470 0.028 0.972
#> T48_CT_H11 2 0.8763 0.6055 0.296 0.704
#> T48_CT_H12 2 0.2236 0.8481 0.036 0.964
#> T72_CT_A01 2 0.1414 0.8337 0.020 0.980
#> T72_CT_A05 2 0.8861 0.2832 0.304 0.696
#> T72_CT_A08 1 0.6438 0.7719 0.836 0.164
#> T72_CT_A09 2 0.2043 0.8087 0.032 0.968
#> T72_CT_A11 2 0.0376 0.8355 0.004 0.996
#> T72_CT_B01 2 0.0672 0.8355 0.008 0.992
#> T72_CT_B02 1 0.6438 0.7719 0.836 0.164
#> T72_CT_B03 1 0.6438 0.7719 0.836 0.164
#> T72_CT_B04 1 0.6438 0.7719 0.836 0.164
#> T72_CT_B05 2 0.6343 0.7300 0.160 0.840
#> T72_CT_B06 1 0.6438 0.7719 0.836 0.164
#> T72_CT_B08 2 0.9580 0.2965 0.380 0.620
#> T72_CT_B09 1 0.5629 0.7899 0.868 0.132
#> T72_CT_B11 1 0.7376 0.7462 0.792 0.208
#> T72_CT_B12 2 0.0000 0.8344 0.000 1.000
#> T72_CT_C04 2 0.1184 0.8429 0.016 0.984
#> T72_CT_C06 1 0.9977 0.1595 0.528 0.472
#> T72_CT_C07 2 0.8327 0.4959 0.264 0.736
#> T72_CT_C09 2 0.8909 0.5439 0.308 0.692
#> T72_CT_C11 2 0.6343 0.6835 0.160 0.840
#> T72_CT_D01 2 0.0000 0.8344 0.000 1.000
#> T72_CT_D03 1 0.9129 0.5819 0.672 0.328
#> T72_CT_D04 2 0.0000 0.8344 0.000 1.000
#> T72_CT_D05 1 0.7883 0.7172 0.764 0.236
#> T72_CT_D07 1 0.6438 0.7719 0.836 0.164
#> T72_CT_D10 2 0.7139 0.6815 0.196 0.804
#> T72_CT_D11 1 0.6438 0.7719 0.836 0.164
#> T72_CT_E04 1 0.6048 0.7846 0.852 0.148
#> T72_CT_E05 2 0.0000 0.8344 0.000 1.000
#> T72_CT_E07 2 0.6801 0.7298 0.180 0.820
#> T72_CT_F01 2 0.0672 0.8361 0.008 0.992
#> T72_CT_F05 2 0.0000 0.8344 0.000 1.000
#> T72_CT_F07 1 0.7453 0.7422 0.788 0.212
#> T72_CT_F10 2 0.0000 0.8344 0.000 1.000
#> T72_CT_F11 2 0.4161 0.7793 0.084 0.916
#> T72_CT_G03 1 0.5629 0.7899 0.868 0.132
#> T72_CT_G04 1 0.5629 0.7899 0.868 0.132
#> T72_CT_G06 2 0.5294 0.7420 0.120 0.880
#> T72_CT_G08 1 0.9608 0.6542 0.616 0.384
#> T72_CT_G10 2 0.0938 0.8362 0.012 0.988
#> T72_CT_G11 1 0.8499 0.6304 0.724 0.276
#> T72_CT_H01 2 0.1843 0.8470 0.028 0.972
#> T72_CT_H03 2 0.0000 0.8344 0.000 1.000
#> T72_CT_H05 1 0.9358 0.5041 0.648 0.352
#> T72_CT_H08 1 0.9977 0.1793 0.528 0.472
#> T72_CT_H09 1 0.7815 0.6575 0.768 0.232
#> T72_CT_H10 1 0.9983 0.1627 0.524 0.476
#> T72_CT_H11 2 0.9209 0.4864 0.336 0.664
#> T72_CT_H12 2 0.0000 0.8344 0.000 1.000
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.3618 0.8631 0.104 0.012 0.884
#> T0_CT_A03 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_A05 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_A06 3 0.8568 0.5725 0.168 0.228 0.604
#> T0_CT_A07 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_A08 1 0.0237 0.8897 0.996 0.004 0.000
#> T0_CT_A10 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_A11 1 0.6393 0.6721 0.764 0.148 0.088
#> T0_CT_B01 3 0.9901 0.3000 0.296 0.300 0.404
#> T0_CT_B03 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_B05 1 0.7363 0.4024 0.656 0.064 0.280
#> T0_CT_B07 3 0.9235 0.3535 0.384 0.156 0.460
#> T0_CT_B08 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_B09 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_C02 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_C03 1 0.1015 0.8841 0.980 0.012 0.008
#> T0_CT_C05 2 0.8880 0.0246 0.120 0.464 0.416
#> T0_CT_C06 1 0.7903 0.3080 0.576 0.356 0.068
#> T0_CT_C07 1 0.7665 -0.1551 0.500 0.044 0.456
#> T0_CT_C08 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_C09 2 0.8155 0.3684 0.088 0.580 0.332
#> T0_CT_C11 2 0.6881 0.4950 0.032 0.648 0.320
#> T0_CT_C12 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_D01 3 0.8345 0.5027 0.116 0.288 0.596
#> T0_CT_D02 1 0.7360 -0.0797 0.528 0.032 0.440
#> T0_CT_D03 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_D05 2 0.9334 -0.0724 0.164 0.428 0.408
#> T0_CT_D06 3 0.2945 0.8734 0.088 0.004 0.908
#> T0_CT_D07 3 0.5178 0.8087 0.164 0.028 0.808
#> T0_CT_D08 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_D09 2 0.8671 0.0649 0.104 0.480 0.416
#> T0_CT_D11 2 0.8884 0.0105 0.120 0.460 0.420
#> T0_CT_D12 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_E01 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_E03 3 0.4723 0.8211 0.160 0.016 0.824
#> T0_CT_E04 2 0.8929 0.0133 0.124 0.460 0.416
#> T0_CT_E05 1 0.3686 0.7826 0.860 0.140 0.000
#> T0_CT_E06 3 0.4139 0.8486 0.124 0.016 0.860
#> T0_CT_E07 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_E08 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_E09 3 0.3030 0.8723 0.092 0.004 0.904
#> T0_CT_E10 2 0.9068 -0.0402 0.136 0.444 0.420
#> T0_CT_E11 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_E12 3 0.4514 0.8261 0.156 0.012 0.832
#> T0_CT_F01 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_F02 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_F03 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_F04 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_F05 3 0.8935 0.3220 0.136 0.352 0.512
#> T0_CT_F06 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_F07 3 0.9679 0.4146 0.320 0.232 0.448
#> T0_CT_F09 2 0.8000 0.3563 0.076 0.580 0.344
#> T0_CT_F11 3 0.4937 0.8241 0.148 0.028 0.824
#> T0_CT_F12 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_G01 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_G02 1 0.8494 0.1352 0.556 0.108 0.336
#> T0_CT_G03 3 0.3551 0.8472 0.132 0.000 0.868
#> T0_CT_G04 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_G07 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_G08 3 0.2711 0.8748 0.088 0.000 0.912
#> T0_CT_G09 1 0.4235 0.7482 0.824 0.176 0.000
#> T0_CT_G11 3 0.9805 0.3084 0.364 0.240 0.396
#> T0_CT_H01 1 0.6778 0.6249 0.732 0.188 0.080
#> T0_CT_H02 2 0.8937 -0.0329 0.124 0.448 0.428
#> T0_CT_H04 3 0.4874 0.8269 0.144 0.028 0.828
#> T0_CT_H05 1 0.9885 -0.2803 0.372 0.260 0.368
#> T0_CT_H08 3 0.9806 0.3751 0.328 0.252 0.420
#> T0_CT_H09 2 0.9302 -0.0849 0.160 0.424 0.416
#> T0_CT_H12 1 0.9265 -0.2528 0.428 0.156 0.416
#> T24_CT_A01 1 0.1031 0.8818 0.976 0.024 0.000
#> T24_CT_A03 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_A04 2 0.8058 0.2793 0.072 0.552 0.376
#> T24_CT_A05 3 0.2796 0.8722 0.092 0.000 0.908
#> T24_CT_A07 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_A08 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_A09 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_A10 1 0.0592 0.8872 0.988 0.012 0.000
#> T24_CT_B01 1 0.1289 0.8773 0.968 0.032 0.000
#> T24_CT_B02 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_B03 2 0.0747 0.8518 0.016 0.984 0.000
#> T24_CT_B05 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_B06 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_B07 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_B08 2 0.5514 0.7267 0.044 0.800 0.156
#> T24_CT_B09 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_B11 3 0.2711 0.8748 0.088 0.000 0.912
#> T24_CT_C01 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_C02 2 0.1491 0.8492 0.016 0.968 0.016
#> T24_CT_C03 1 0.1753 0.8678 0.952 0.048 0.000
#> T24_CT_C05 2 0.2866 0.8206 0.008 0.916 0.076
#> T24_CT_C07 2 0.0000 0.8490 0.000 1.000 0.000
#> T24_CT_C08 2 0.5502 0.6403 0.008 0.744 0.248
#> T24_CT_C09 2 0.1129 0.8505 0.020 0.976 0.004
#> T24_CT_C10 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_C11 1 0.5835 0.4823 0.660 0.340 0.000
#> T24_CT_C12 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_D01 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_D02 2 0.3965 0.7741 0.008 0.860 0.132
#> T24_CT_D03 2 0.6794 0.4917 0.028 0.648 0.324
#> T24_CT_D04 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_D05 1 0.2261 0.8519 0.932 0.068 0.000
#> T24_CT_D06 1 0.0592 0.8873 0.988 0.012 0.000
#> T24_CT_D07 2 0.6228 0.4108 0.372 0.624 0.004
#> T24_CT_D08 2 0.0661 0.8521 0.008 0.988 0.004
#> T24_CT_D09 2 0.5318 0.6942 0.016 0.780 0.204
#> T24_CT_D10 2 0.3755 0.7868 0.008 0.872 0.120
#> T24_CT_D11 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_E01 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_E02 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_E04 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_E05 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_E07 2 0.2261 0.8250 0.068 0.932 0.000
#> T24_CT_E09 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_E11 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_E12 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_F01 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_F02 2 0.5502 0.6390 0.008 0.744 0.248
#> T24_CT_F03 1 0.1031 0.8826 0.976 0.024 0.000
#> T24_CT_F04 1 0.6280 0.1588 0.540 0.460 0.000
#> T24_CT_F05 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_F07 1 0.3941 0.7849 0.844 0.156 0.000
#> T24_CT_F08 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_F09 2 0.7291 0.3963 0.040 0.604 0.356
#> T24_CT_F10 2 0.5098 0.6600 0.248 0.752 0.000
#> T24_CT_F11 1 0.1529 0.8750 0.960 0.040 0.000
#> T24_CT_F12 2 0.5529 0.5874 0.000 0.704 0.296
#> T24_CT_G01 2 0.0592 0.8522 0.012 0.988 0.000
#> T24_CT_G02 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_G03 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_G04 2 0.2773 0.8327 0.048 0.928 0.024
#> T24_CT_G05 2 0.1453 0.8492 0.024 0.968 0.008
#> T24_CT_G06 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_G08 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_G10 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_G11 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_G12 1 0.0424 0.8885 0.992 0.008 0.000
#> T24_CT_H01 3 0.2711 0.8748 0.088 0.000 0.912
#> T24_CT_H02 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_H03 2 0.0424 0.8523 0.008 0.992 0.000
#> T24_CT_H05 1 0.1289 0.8773 0.968 0.032 0.000
#> T24_CT_H07 1 0.0747 0.8856 0.984 0.016 0.000
#> T24_CT_H09 1 0.0237 0.8897 0.996 0.004 0.000
#> T24_CT_H12 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_A01 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_A02 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_A03 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_A04 2 0.0592 0.8521 0.012 0.988 0.000
#> T48_CT_A05 2 0.1411 0.8430 0.036 0.964 0.000
#> T48_CT_A06 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_A07 3 0.3091 0.8644 0.072 0.016 0.912
#> T48_CT_A08 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_A09 1 0.0592 0.8860 0.988 0.012 0.000
#> T48_CT_A10 2 0.2297 0.8403 0.020 0.944 0.036
#> T48_CT_A11 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_A12 1 0.0747 0.8863 0.984 0.016 0.000
#> T48_CT_B01 2 0.1636 0.8480 0.020 0.964 0.016
#> T48_CT_B02 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_B03 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_B04 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_B06 2 0.1129 0.8506 0.020 0.976 0.004
#> T48_CT_B08 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_B10 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_B11 2 0.0661 0.8521 0.008 0.988 0.004
#> T48_CT_B12 2 0.4399 0.7111 0.188 0.812 0.000
#> T48_CT_C01 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_C02 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_C03 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_C04 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_C05 2 0.1529 0.8416 0.040 0.960 0.000
#> T48_CT_C06 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_C07 1 0.6095 0.3468 0.608 0.392 0.000
#> T48_CT_C09 2 0.4555 0.7156 0.000 0.800 0.200
#> T48_CT_C10 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_C11 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_D01 2 0.0892 0.8497 0.020 0.980 0.000
#> T48_CT_D02 1 0.3816 0.7882 0.852 0.148 0.000
#> T48_CT_D03 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_D04 2 0.2804 0.8331 0.060 0.924 0.016
#> T48_CT_D06 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_D07 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_D08 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_D09 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_D10 2 0.4399 0.7165 0.188 0.812 0.000
#> T48_CT_D11 2 0.8655 0.1745 0.108 0.512 0.380
#> T48_CT_D12 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_E01 2 0.0747 0.8511 0.016 0.984 0.000
#> T48_CT_E02 1 0.2796 0.8427 0.908 0.092 0.000
#> T48_CT_E03 2 0.4782 0.7444 0.164 0.820 0.016
#> T48_CT_E04 2 0.5016 0.6652 0.240 0.760 0.000
#> T48_CT_E05 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_E06 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_E07 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_E08 2 0.0747 0.8515 0.016 0.984 0.000
#> T48_CT_E10 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_E11 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_E12 3 0.3091 0.8644 0.072 0.016 0.912
#> T48_CT_F01 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_F02 1 0.2625 0.8389 0.916 0.084 0.000
#> T48_CT_F03 1 0.2165 0.8552 0.936 0.064 0.000
#> T48_CT_F05 2 0.2165 0.8343 0.064 0.936 0.000
#> T48_CT_F07 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_F09 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_F10 1 0.1163 0.8796 0.972 0.028 0.000
#> T48_CT_F11 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_G01 1 0.0424 0.8887 0.992 0.008 0.000
#> T48_CT_G02 2 0.1585 0.8461 0.008 0.964 0.028
#> T48_CT_G03 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_G07 2 0.1315 0.8501 0.020 0.972 0.008
#> T48_CT_G08 2 0.0237 0.8509 0.004 0.996 0.000
#> T48_CT_G09 2 0.1163 0.8428 0.028 0.972 0.000
#> T48_CT_G10 3 0.6260 0.2075 0.448 0.000 0.552
#> T48_CT_G11 1 0.4235 0.7516 0.824 0.176 0.000
#> T48_CT_G12 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_H01 2 0.2527 0.8392 0.044 0.936 0.020
#> T48_CT_H02 2 0.3816 0.7709 0.148 0.852 0.000
#> T48_CT_H04 1 0.0237 0.8897 0.996 0.004 0.000
#> T48_CT_H05 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_H06 2 0.0424 0.8523 0.008 0.992 0.000
#> T48_CT_H07 2 0.4062 0.7480 0.164 0.836 0.000
#> T48_CT_H08 2 0.0237 0.8509 0.004 0.996 0.000
#> T48_CT_H11 2 0.6180 0.2852 0.416 0.584 0.000
#> T48_CT_H12 2 0.0424 0.8523 0.008 0.992 0.000
#> T72_CT_A01 2 0.4059 0.8039 0.012 0.860 0.128
#> T72_CT_A05 2 0.6677 0.5750 0.024 0.652 0.324
#> T72_CT_A08 1 0.2711 0.8302 0.912 0.000 0.088
#> T72_CT_A09 2 0.3030 0.8159 0.004 0.904 0.092
#> T72_CT_A11 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_B01 2 0.2152 0.8414 0.016 0.948 0.036
#> T72_CT_B02 1 0.2945 0.8272 0.908 0.004 0.088
#> T72_CT_B03 1 0.2945 0.8307 0.908 0.004 0.088
#> T72_CT_B04 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_B05 2 0.3722 0.8106 0.024 0.888 0.088
#> T72_CT_B06 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_B08 3 0.6081 0.2986 0.004 0.344 0.652
#> T72_CT_B09 1 0.0237 0.8897 0.996 0.004 0.000
#> T72_CT_B11 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_B12 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_C04 2 0.0592 0.8497 0.000 0.988 0.012
#> T72_CT_C06 1 0.8175 0.3885 0.576 0.336 0.088
#> T72_CT_C07 2 0.6855 0.4934 0.032 0.652 0.316
#> T72_CT_C09 2 0.8280 0.3278 0.360 0.552 0.088
#> T72_CT_C11 3 0.0661 0.7971 0.004 0.008 0.988
#> T72_CT_D01 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_D03 1 0.5731 0.7590 0.804 0.108 0.088
#> T72_CT_D04 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_D05 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_D07 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_D10 2 0.4628 0.7910 0.056 0.856 0.088
#> T72_CT_D11 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_E04 1 0.2492 0.8645 0.936 0.048 0.016
#> T72_CT_E05 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_E07 2 0.4689 0.7980 0.052 0.852 0.096
#> T72_CT_F01 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_F05 2 0.3030 0.8169 0.004 0.904 0.092
#> T72_CT_F07 1 0.3129 0.8239 0.904 0.008 0.088
#> T72_CT_F10 2 0.3129 0.8172 0.008 0.904 0.088
#> T72_CT_F11 3 0.6505 -0.1252 0.004 0.468 0.528
#> T72_CT_G03 1 0.0237 0.8897 0.996 0.004 0.000
#> T72_CT_G04 1 0.0237 0.8897 0.996 0.004 0.000
#> T72_CT_G06 3 0.7069 -0.1504 0.020 0.472 0.508
#> T72_CT_G08 2 0.8966 0.3679 0.176 0.556 0.268
#> T72_CT_G10 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_G11 1 0.2959 0.8308 0.900 0.100 0.000
#> T72_CT_H01 2 0.0000 0.8490 0.000 1.000 0.000
#> T72_CT_H03 2 0.2945 0.8174 0.004 0.908 0.088
#> T72_CT_H05 3 0.0000 0.8020 0.000 0.000 1.000
#> T72_CT_H08 3 0.0000 0.8020 0.000 0.000 1.000
#> T72_CT_H09 3 0.0000 0.8020 0.000 0.000 1.000
#> T72_CT_H10 1 0.5874 0.7617 0.796 0.116 0.088
#> T72_CT_H11 1 0.6271 0.7216 0.772 0.140 0.088
#> T72_CT_H12 2 0.2945 0.8174 0.004 0.908 0.088
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.1305 0.83061 0.036 0.004 0.960 0.000
#> T0_CT_A03 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.6446 0.54822 0.104 0.236 0.652 0.008
#> T0_CT_A07 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T0_CT_A10 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_A11 1 0.5730 0.62380 0.728 0.168 0.096 0.008
#> T0_CT_B01 3 0.8026 0.25358 0.252 0.312 0.428 0.008
#> T0_CT_B03 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_B05 1 0.4831 0.48366 0.704 0.016 0.280 0.000
#> T0_CT_B07 3 0.7390 0.47224 0.308 0.168 0.520 0.004
#> T0_CT_B08 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.0336 0.89632 0.992 0.000 0.008 0.000
#> T0_CT_C05 2 0.6789 0.09114 0.072 0.484 0.436 0.008
#> T0_CT_C06 1 0.6782 -0.00233 0.492 0.428 0.072 0.008
#> T0_CT_C07 3 0.5696 0.18013 0.484 0.024 0.492 0.000
#> T0_CT_C08 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_C09 2 0.6194 0.48185 0.060 0.632 0.300 0.008
#> T0_CT_C11 2 0.5402 0.55667 0.024 0.680 0.288 0.008
#> T0_CT_C12 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.6288 0.47795 0.080 0.284 0.632 0.004
#> T0_CT_D02 1 0.6177 -0.17555 0.488 0.040 0.468 0.004
#> T0_CT_D03 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_D05 2 0.6990 0.07780 0.088 0.476 0.428 0.008
#> T0_CT_D06 3 0.0336 0.84373 0.000 0.008 0.992 0.000
#> T0_CT_D07 3 0.2987 0.78935 0.104 0.016 0.880 0.000
#> T0_CT_D08 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.5683 0.17771 0.012 0.528 0.452 0.008
#> T0_CT_D11 2 0.6844 0.08086 0.076 0.480 0.436 0.008
#> T0_CT_D12 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.2542 0.80369 0.084 0.012 0.904 0.000
#> T0_CT_E04 2 0.6901 0.02620 0.080 0.464 0.448 0.008
#> T0_CT_E05 1 0.2216 0.83570 0.908 0.092 0.000 0.000
#> T0_CT_E06 3 0.2473 0.80607 0.080 0.012 0.908 0.000
#> T0_CT_E07 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0524 0.84362 0.008 0.004 0.988 0.000
#> T0_CT_E10 2 0.6902 0.01079 0.080 0.460 0.452 0.008
#> T0_CT_E11 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.2861 0.79499 0.096 0.016 0.888 0.000
#> T0_CT_F01 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_F05 3 0.6820 0.22865 0.080 0.384 0.528 0.008
#> T0_CT_F06 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.7786 0.35789 0.220 0.284 0.488 0.008
#> T0_CT_F09 2 0.5485 0.50098 0.020 0.652 0.320 0.008
#> T0_CT_F11 3 0.3301 0.79020 0.092 0.028 0.876 0.004
#> T0_CT_F12 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_G02 1 0.7039 0.07717 0.536 0.104 0.352 0.008
#> T0_CT_G03 3 0.2149 0.80414 0.088 0.000 0.912 0.000
#> T0_CT_G04 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T0_CT_G09 1 0.2704 0.80746 0.876 0.124 0.000 0.000
#> T0_CT_G11 3 0.8040 0.31551 0.300 0.264 0.428 0.008
#> T0_CT_H01 1 0.4938 0.68405 0.772 0.148 0.080 0.000
#> T0_CT_H02 3 0.6902 -0.00662 0.080 0.452 0.460 0.008
#> T0_CT_H04 3 0.2796 0.79736 0.092 0.016 0.892 0.000
#> T0_CT_H05 3 0.8013 0.25062 0.332 0.276 0.388 0.004
#> T0_CT_H08 3 0.7937 0.29510 0.236 0.304 0.452 0.008
#> T0_CT_H09 2 0.6999 0.00440 0.088 0.456 0.448 0.008
#> T0_CT_H12 3 0.7754 0.34342 0.364 0.180 0.448 0.008
#> T24_CT_A01 1 0.0188 0.89762 0.996 0.004 0.000 0.000
#> T24_CT_A03 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_A04 2 0.5693 0.39379 0.020 0.604 0.368 0.008
#> T24_CT_A05 3 0.0188 0.84483 0.004 0.000 0.996 0.000
#> T24_CT_A07 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_A09 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.0188 0.89762 0.996 0.004 0.000 0.000
#> T24_CT_B01 1 0.0188 0.89762 0.996 0.004 0.000 0.000
#> T24_CT_B02 1 0.1211 0.90500 0.960 0.000 0.000 0.040
#> T24_CT_B03 2 0.0336 0.85563 0.008 0.992 0.000 0.000
#> T24_CT_B05 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_B08 2 0.3755 0.75939 0.012 0.836 0.144 0.008
#> T24_CT_B09 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_B11 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_C02 2 0.1151 0.85192 0.000 0.968 0.024 0.008
#> T24_CT_C03 1 0.1118 0.88669 0.964 0.036 0.000 0.000
#> T24_CT_C05 2 0.2124 0.82845 0.000 0.924 0.068 0.008
#> T24_CT_C07 2 0.0817 0.84603 0.000 0.976 0.000 0.024
#> T24_CT_C08 2 0.4123 0.68113 0.000 0.772 0.220 0.008
#> T24_CT_C09 2 0.0524 0.85712 0.000 0.988 0.004 0.008
#> T24_CT_C10 1 0.1557 0.90523 0.944 0.000 0.000 0.056
#> T24_CT_C11 1 0.4713 0.39728 0.640 0.360 0.000 0.000
#> T24_CT_C12 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_D02 2 0.2704 0.78600 0.000 0.876 0.124 0.000
#> T24_CT_D03 2 0.5226 0.58003 0.020 0.696 0.276 0.008
#> T24_CT_D04 1 0.0469 0.90153 0.988 0.000 0.000 0.012
#> T24_CT_D05 1 0.1211 0.87991 0.960 0.040 0.000 0.000
#> T24_CT_D06 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T24_CT_D07 2 0.4746 0.45663 0.368 0.632 0.000 0.000
#> T24_CT_D08 2 0.0524 0.85726 0.000 0.988 0.004 0.008
#> T24_CT_D09 2 0.3725 0.72850 0.000 0.812 0.180 0.008
#> T24_CT_D10 2 0.2530 0.80605 0.000 0.896 0.100 0.004
#> T24_CT_D11 2 0.0188 0.85780 0.000 0.996 0.000 0.004
#> T24_CT_E01 1 0.1557 0.90520 0.944 0.000 0.000 0.056
#> T24_CT_E02 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_E04 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_E05 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_E07 2 0.1792 0.81245 0.068 0.932 0.000 0.000
#> T24_CT_E09 1 0.1022 0.90434 0.968 0.000 0.000 0.032
#> T24_CT_E11 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_F02 2 0.3764 0.68980 0.000 0.784 0.216 0.000
#> T24_CT_F03 1 0.0707 0.89732 0.980 0.020 0.000 0.000
#> T24_CT_F04 1 0.4998 -0.01463 0.512 0.488 0.000 0.000
#> T24_CT_F05 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T24_CT_F07 1 0.2814 0.79658 0.868 0.132 0.000 0.000
#> T24_CT_F08 1 0.0469 0.90159 0.988 0.000 0.000 0.012
#> T24_CT_F09 2 0.4769 0.54737 0.000 0.684 0.308 0.008
#> T24_CT_F10 2 0.3942 0.66148 0.236 0.764 0.000 0.000
#> T24_CT_F11 1 0.0707 0.89365 0.980 0.020 0.000 0.000
#> T24_CT_F12 2 0.4356 0.60181 0.000 0.708 0.292 0.000
#> T24_CT_G01 2 0.0524 0.85680 0.008 0.988 0.000 0.004
#> T24_CT_G02 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_G03 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_G04 2 0.1082 0.85363 0.004 0.972 0.020 0.004
#> T24_CT_G05 2 0.0712 0.85696 0.004 0.984 0.004 0.008
#> T24_CT_G06 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_G08 1 0.1389 0.90521 0.952 0.000 0.000 0.048
#> T24_CT_G10 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_G11 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T24_CT_G12 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T24_CT_H05 1 0.0188 0.89762 0.996 0.004 0.000 0.000
#> T24_CT_H07 1 0.0188 0.89762 0.996 0.004 0.000 0.000
#> T24_CT_H09 1 0.0707 0.90285 0.980 0.000 0.000 0.020
#> T24_CT_H12 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0188 0.85777 0.000 0.996 0.000 0.004
#> T48_CT_A02 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_A03 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_A04 2 0.0336 0.85724 0.000 0.992 0.000 0.008
#> T48_CT_A05 2 0.1807 0.82192 0.052 0.940 0.000 0.008
#> T48_CT_A06 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_A07 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T48_CT_A08 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_A09 1 0.1637 0.90503 0.940 0.000 0.000 0.060
#> T48_CT_A10 2 0.1256 0.85018 0.000 0.964 0.028 0.008
#> T48_CT_A11 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_A12 1 0.0804 0.90199 0.980 0.008 0.000 0.012
#> T48_CT_B01 2 0.0804 0.85565 0.000 0.980 0.012 0.008
#> T48_CT_B02 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_B03 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_B04 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_B06 2 0.0524 0.85727 0.000 0.988 0.004 0.008
#> T48_CT_B08 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_B10 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_B11 2 0.0188 0.85813 0.000 0.996 0.004 0.000
#> T48_CT_B12 2 0.4304 0.54898 0.284 0.716 0.000 0.000
#> T48_CT_C01 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_C02 1 0.1637 0.90497 0.940 0.000 0.000 0.060
#> T48_CT_C03 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_C04 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_C05 2 0.1302 0.83342 0.044 0.956 0.000 0.000
#> T48_CT_C06 2 0.0336 0.85494 0.000 0.992 0.000 0.008
#> T48_CT_C07 1 0.4477 0.54854 0.688 0.312 0.000 0.000
#> T48_CT_C09 2 0.3726 0.71014 0.000 0.788 0.212 0.000
#> T48_CT_C10 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_C11 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_D01 2 0.0469 0.85347 0.012 0.988 0.000 0.000
#> T48_CT_D02 1 0.2281 0.84176 0.904 0.096 0.000 0.000
#> T48_CT_D03 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_D04 2 0.1854 0.84605 0.020 0.948 0.024 0.008
#> T48_CT_D06 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.0188 0.85780 0.000 0.996 0.000 0.004
#> T48_CT_D08 1 0.1637 0.90507 0.940 0.000 0.000 0.060
#> T48_CT_D09 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_D10 2 0.3942 0.62289 0.236 0.764 0.000 0.000
#> T48_CT_D11 2 0.5730 0.27756 0.016 0.560 0.416 0.008
#> T48_CT_D12 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_E01 2 0.0657 0.85182 0.004 0.984 0.000 0.012
#> T48_CT_E02 1 0.0921 0.88949 0.972 0.028 0.000 0.000
#> T48_CT_E03 2 0.2867 0.79769 0.104 0.884 0.012 0.000
#> T48_CT_E04 2 0.4356 0.54178 0.292 0.708 0.000 0.000
#> T48_CT_E05 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_E06 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_E07 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_E08 2 0.0336 0.85724 0.000 0.992 0.000 0.008
#> T48_CT_E10 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_E11 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_E12 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T48_CT_F01 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_F02 1 0.1302 0.87759 0.956 0.044 0.000 0.000
#> T48_CT_F03 1 0.0817 0.89034 0.976 0.024 0.000 0.000
#> T48_CT_F05 2 0.1389 0.83749 0.048 0.952 0.000 0.000
#> T48_CT_F07 1 0.0188 0.89958 0.996 0.000 0.000 0.004
#> T48_CT_F09 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_F10 1 0.0188 0.89762 0.996 0.004 0.000 0.000
#> T48_CT_F11 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_G01 1 0.0000 0.89842 1.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.1151 0.85166 0.000 0.968 0.024 0.008
#> T48_CT_G03 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0672 0.85671 0.000 0.984 0.008 0.008
#> T48_CT_G08 2 0.0921 0.84335 0.000 0.972 0.000 0.028
#> T48_CT_G09 2 0.1913 0.82420 0.020 0.940 0.000 0.040
#> T48_CT_G10 3 0.4761 0.28182 0.372 0.000 0.628 0.000
#> T48_CT_G11 1 0.2530 0.82075 0.888 0.112 0.000 0.000
#> T48_CT_G12 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_H01 2 0.1631 0.84925 0.016 0.956 0.020 0.008
#> T48_CT_H02 2 0.3024 0.75678 0.148 0.852 0.000 0.000
#> T48_CT_H04 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T48_CT_H05 2 0.0336 0.85724 0.000 0.992 0.000 0.008
#> T48_CT_H06 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_H07 2 0.3649 0.67170 0.204 0.796 0.000 0.000
#> T48_CT_H08 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T48_CT_H11 2 0.4996 0.02222 0.484 0.516 0.000 0.000
#> T48_CT_H12 2 0.0000 0.85804 0.000 1.000 0.000 0.000
#> T72_CT_A01 4 0.4250 0.65184 0.000 0.276 0.000 0.724
#> T72_CT_A05 4 0.2342 0.92356 0.008 0.080 0.000 0.912
#> T72_CT_A08 1 0.2973 0.85053 0.856 0.000 0.000 0.144
#> T72_CT_A09 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_A11 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_B01 2 0.4134 0.61143 0.000 0.740 0.000 0.260
#> T72_CT_B02 1 0.3649 0.79076 0.796 0.000 0.000 0.204
#> T72_CT_B03 4 0.2216 0.88339 0.092 0.000 0.000 0.908
#> T72_CT_B04 1 0.2704 0.86322 0.876 0.000 0.000 0.124
#> T72_CT_B05 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_B06 4 0.0469 0.90189 0.012 0.000 0.000 0.988
#> T72_CT_B08 4 0.2335 0.93440 0.000 0.060 0.020 0.920
#> T72_CT_B09 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T72_CT_B11 4 0.1118 0.90774 0.036 0.000 0.000 0.964
#> T72_CT_B12 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_C04 2 0.0895 0.85446 0.000 0.976 0.020 0.004
#> T72_CT_C06 4 0.1792 0.89724 0.068 0.000 0.000 0.932
#> T72_CT_C07 2 0.4820 0.56724 0.000 0.692 0.296 0.012
#> T72_CT_C09 4 0.2101 0.93888 0.012 0.060 0.000 0.928
#> T72_CT_C11 4 0.1867 0.88880 0.000 0.000 0.072 0.928
#> T72_CT_D01 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_D03 4 0.0921 0.90764 0.028 0.000 0.000 0.972
#> T72_CT_D04 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_D05 4 0.1940 0.84977 0.076 0.000 0.000 0.924
#> T72_CT_D07 4 0.0336 0.90376 0.008 0.000 0.000 0.992
#> T72_CT_D10 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_D11 1 0.3610 0.79019 0.800 0.000 0.000 0.200
#> T72_CT_E04 1 0.3123 0.77905 0.844 0.000 0.000 0.156
#> T72_CT_E05 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_E07 4 0.1902 0.94000 0.004 0.064 0.000 0.932
#> T72_CT_F01 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_F05 4 0.1867 0.93557 0.000 0.072 0.000 0.928
#> T72_CT_F07 4 0.0336 0.90376 0.008 0.000 0.000 0.992
#> T72_CT_F10 4 0.1716 0.93888 0.000 0.064 0.000 0.936
#> T72_CT_F11 4 0.2048 0.93916 0.000 0.064 0.008 0.928
#> T72_CT_G03 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T72_CT_G04 1 0.1716 0.90461 0.936 0.000 0.000 0.064
#> T72_CT_G06 3 0.7834 0.20278 0.004 0.328 0.440 0.228
#> T72_CT_G08 4 0.6488 0.67764 0.116 0.172 0.024 0.688
#> T72_CT_G10 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_G11 1 0.1211 0.88236 0.960 0.040 0.000 0.000
#> T72_CT_H01 2 0.0336 0.85724 0.000 0.992 0.000 0.008
#> T72_CT_H03 4 0.1867 0.94112 0.000 0.072 0.000 0.928
#> T72_CT_H05 3 0.0188 0.84485 0.000 0.000 0.996 0.004
#> T72_CT_H08 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T72_CT_H09 3 0.0000 0.84764 0.000 0.000 1.000 0.000
#> T72_CT_H10 4 0.1867 0.89511 0.072 0.000 0.000 0.928
#> T72_CT_H11 4 0.0336 0.90376 0.008 0.000 0.000 0.992
#> T72_CT_H12 4 0.1867 0.94112 0.000 0.072 0.000 0.928
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.3913 0.50521 0.000 0.000 0.676 0.000 0.324
#> T0_CT_A03 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 5 0.2727 0.65799 0.000 0.016 0.116 0.000 0.868
#> T0_CT_A07 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.1965 0.88387 0.000 0.000 0.904 0.000 0.096
#> T0_CT_A11 5 0.1300 0.69174 0.028 0.016 0.000 0.000 0.956
#> T0_CT_B01 5 0.1372 0.70009 0.004 0.016 0.024 0.000 0.956
#> T0_CT_B03 3 0.0510 0.95053 0.000 0.000 0.984 0.000 0.016
#> T0_CT_B05 5 0.5109 0.04355 0.384 0.008 0.028 0.000 0.580
#> T0_CT_B07 5 0.2976 0.64194 0.012 0.004 0.132 0.000 0.852
#> T0_CT_B08 3 0.0404 0.95223 0.000 0.000 0.988 0.000 0.012
#> T0_CT_B09 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.0162 0.95509 0.000 0.000 0.996 0.000 0.004
#> T0_CT_C03 5 0.4294 -0.25447 0.468 0.000 0.000 0.000 0.532
#> T0_CT_C05 5 0.3565 0.56929 0.000 0.176 0.024 0.000 0.800
#> T0_CT_C06 5 0.1885 0.69120 0.044 0.020 0.004 0.000 0.932
#> T0_CT_C07 5 0.5107 0.19708 0.332 0.004 0.044 0.000 0.620
#> T0_CT_C08 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 5 0.3586 0.40444 0.000 0.264 0.000 0.000 0.736
#> T0_CT_C11 5 0.4900 -0.16666 0.000 0.464 0.024 0.000 0.512
#> T0_CT_C12 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 5 0.3656 0.62178 0.000 0.032 0.168 0.000 0.800
#> T0_CT_D02 5 0.4588 0.47881 0.208 0.004 0.056 0.000 0.732
#> T0_CT_D03 3 0.0404 0.95262 0.000 0.000 0.988 0.000 0.012
#> T0_CT_D05 5 0.1485 0.69988 0.000 0.020 0.032 0.000 0.948
#> T0_CT_D06 3 0.1851 0.89320 0.000 0.000 0.912 0.000 0.088
#> T0_CT_D07 5 0.4410 0.14270 0.000 0.004 0.440 0.000 0.556
#> T0_CT_D08 3 0.0963 0.93861 0.000 0.000 0.964 0.000 0.036
#> T0_CT_D09 5 0.4141 0.45037 0.000 0.248 0.024 0.000 0.728
#> T0_CT_D11 5 0.3710 0.55110 0.000 0.192 0.024 0.000 0.784
#> T0_CT_D12 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 5 0.4576 0.09549 0.004 0.004 0.456 0.000 0.536
#> T0_CT_E04 5 0.2964 0.62942 0.000 0.120 0.024 0.000 0.856
#> T0_CT_E05 5 0.5109 -0.25023 0.460 0.036 0.000 0.000 0.504
#> T0_CT_E06 3 0.4331 0.30136 0.000 0.004 0.596 0.000 0.400
#> T0_CT_E07 3 0.0963 0.93861 0.000 0.000 0.964 0.000 0.036
#> T0_CT_E08 3 0.0290 0.95418 0.000 0.000 0.992 0.000 0.008
#> T0_CT_E09 3 0.3395 0.70019 0.000 0.000 0.764 0.000 0.236
#> T0_CT_E10 5 0.0609 0.69306 0.000 0.020 0.000 0.000 0.980
#> T0_CT_E11 3 0.0404 0.95252 0.000 0.000 0.988 0.000 0.012
#> T0_CT_E12 5 0.3741 0.50139 0.000 0.004 0.264 0.000 0.732
#> T0_CT_F01 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 5 0.1893 0.68456 0.000 0.048 0.024 0.000 0.928
#> T0_CT_F06 3 0.0963 0.93861 0.000 0.000 0.964 0.000 0.036
#> T0_CT_F07 5 0.1168 0.69899 0.000 0.008 0.032 0.000 0.960
#> T0_CT_F09 5 0.4338 0.39293 0.000 0.280 0.024 0.000 0.696
#> T0_CT_F11 5 0.3838 0.48088 0.000 0.004 0.280 0.000 0.716
#> T0_CT_F12 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.1393 0.70125 0.008 0.012 0.024 0.000 0.956
#> T0_CT_G03 5 0.4305 0.00165 0.000 0.000 0.488 0.000 0.512
#> T0_CT_G04 3 0.1197 0.92989 0.000 0.000 0.952 0.000 0.048
#> T0_CT_G07 3 0.0963 0.93861 0.000 0.000 0.964 0.000 0.036
#> T0_CT_G08 3 0.1965 0.88258 0.000 0.000 0.904 0.000 0.096
#> T0_CT_G09 5 0.5365 -0.13639 0.416 0.056 0.000 0.000 0.528
#> T0_CT_G11 5 0.1372 0.70009 0.004 0.016 0.024 0.000 0.956
#> T0_CT_H01 5 0.4539 0.22932 0.320 0.012 0.008 0.000 0.660
#> T0_CT_H02 5 0.2540 0.66146 0.000 0.088 0.024 0.000 0.888
#> T0_CT_H04 5 0.3949 0.44187 0.000 0.004 0.300 0.000 0.696
#> T0_CT_H05 5 0.2338 0.69709 0.036 0.016 0.032 0.000 0.916
#> T0_CT_H08 5 0.1547 0.70096 0.004 0.016 0.032 0.000 0.948
#> T0_CT_H09 5 0.1372 0.70009 0.004 0.016 0.024 0.000 0.956
#> T0_CT_H12 5 0.1978 0.69889 0.024 0.012 0.032 0.000 0.932
#> T24_CT_A01 1 0.4235 0.49028 0.576 0.000 0.000 0.000 0.424
#> T24_CT_A03 2 0.1043 0.81338 0.000 0.960 0.000 0.000 0.040
#> T24_CT_A04 5 0.4592 0.26618 0.000 0.332 0.024 0.000 0.644
#> T24_CT_A05 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T24_CT_A07 2 0.0404 0.81825 0.000 0.988 0.000 0.000 0.012
#> T24_CT_A08 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.2929 0.81401 0.820 0.000 0.000 0.000 0.180
#> T24_CT_A10 1 0.3123 0.81075 0.812 0.004 0.000 0.000 0.184
#> T24_CT_B01 1 0.3796 0.70303 0.700 0.000 0.000 0.000 0.300
#> T24_CT_B02 1 0.1908 0.85032 0.908 0.000 0.000 0.000 0.092
#> T24_CT_B03 2 0.0290 0.81637 0.000 0.992 0.000 0.000 0.008
#> T24_CT_B05 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0703 0.81810 0.000 0.976 0.000 0.000 0.024
#> T24_CT_B07 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 5 0.4905 -0.19303 0.000 0.476 0.024 0.000 0.500
#> T24_CT_B09 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T24_CT_C01 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.4074 0.54430 0.000 0.636 0.000 0.000 0.364
#> T24_CT_C03 1 0.5096 0.63920 0.656 0.072 0.000 0.000 0.272
#> T24_CT_C05 2 0.4557 0.44933 0.000 0.584 0.012 0.000 0.404
#> T24_CT_C07 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C08 2 0.4872 0.35794 0.000 0.540 0.024 0.000 0.436
#> T24_CT_C09 2 0.3774 0.64257 0.000 0.704 0.000 0.000 0.296
#> T24_CT_C10 1 0.0794 0.85891 0.972 0.000 0.000 0.000 0.028
#> T24_CT_C11 1 0.6005 0.38565 0.568 0.276 0.000 0.000 0.156
#> T24_CT_C12 2 0.0162 0.81793 0.000 0.996 0.000 0.000 0.004
#> T24_CT_D01 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.1485 0.80327 0.000 0.948 0.020 0.000 0.032
#> T24_CT_D03 5 0.4900 -0.16059 0.000 0.464 0.024 0.000 0.512
#> T24_CT_D04 1 0.2605 0.82877 0.852 0.000 0.000 0.000 0.148
#> T24_CT_D05 1 0.4126 0.58257 0.620 0.000 0.000 0.000 0.380
#> T24_CT_D06 1 0.2966 0.81162 0.816 0.000 0.000 0.000 0.184
#> T24_CT_D07 2 0.6072 -0.05627 0.124 0.484 0.000 0.000 0.392
#> T24_CT_D08 2 0.2329 0.78630 0.000 0.876 0.000 0.000 0.124
#> T24_CT_D09 2 0.4803 0.34817 0.000 0.536 0.020 0.000 0.444
#> T24_CT_D10 2 0.3563 0.72507 0.000 0.780 0.012 0.000 0.208
#> T24_CT_D11 2 0.2516 0.77366 0.000 0.860 0.000 0.000 0.140
#> T24_CT_E01 1 0.1851 0.85100 0.912 0.000 0.000 0.000 0.088
#> T24_CT_E02 1 0.0290 0.85802 0.992 0.000 0.000 0.000 0.008
#> T24_CT_E04 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.0671 0.80825 0.004 0.980 0.000 0.000 0.016
#> T24_CT_E09 1 0.1671 0.85510 0.924 0.000 0.000 0.000 0.076
#> T24_CT_E11 1 0.2852 0.81691 0.828 0.000 0.000 0.000 0.172
#> T24_CT_E12 2 0.1544 0.80527 0.000 0.932 0.000 0.000 0.068
#> T24_CT_F01 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T24_CT_F02 2 0.4682 0.49529 0.000 0.620 0.024 0.000 0.356
#> T24_CT_F03 1 0.4465 0.66882 0.672 0.024 0.000 0.000 0.304
#> T24_CT_F04 2 0.6665 -0.09123 0.240 0.424 0.000 0.000 0.336
#> T24_CT_F05 1 0.3039 0.80765 0.808 0.000 0.000 0.000 0.192
#> T24_CT_F07 1 0.5757 0.35145 0.496 0.088 0.000 0.000 0.416
#> T24_CT_F08 1 0.1851 0.85154 0.912 0.000 0.000 0.000 0.088
#> T24_CT_F09 5 0.4900 -0.16513 0.000 0.464 0.024 0.000 0.512
#> T24_CT_F10 2 0.5304 0.37291 0.088 0.640 0.000 0.000 0.272
#> T24_CT_F11 1 0.4125 0.78744 0.772 0.056 0.000 0.000 0.172
#> T24_CT_F12 2 0.4415 0.29807 0.000 0.552 0.444 0.000 0.004
#> T24_CT_G01 2 0.3586 0.67881 0.000 0.736 0.000 0.000 0.264
#> T24_CT_G02 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0404 0.85795 0.988 0.000 0.000 0.000 0.012
#> T24_CT_G04 2 0.3689 0.68410 0.000 0.740 0.004 0.000 0.256
#> T24_CT_G05 2 0.4249 0.43038 0.000 0.568 0.000 0.000 0.432
#> T24_CT_G06 1 0.0510 0.85775 0.984 0.000 0.000 0.000 0.016
#> T24_CT_G08 1 0.1851 0.85159 0.912 0.000 0.000 0.000 0.088
#> T24_CT_G10 2 0.0162 0.81793 0.000 0.996 0.000 0.000 0.004
#> T24_CT_G11 1 0.0290 0.85802 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G12 1 0.2966 0.81162 0.816 0.000 0.000 0.000 0.184
#> T24_CT_H01 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.2966 0.81162 0.816 0.000 0.000 0.000 0.184
#> T24_CT_H03 2 0.0290 0.81822 0.000 0.992 0.000 0.000 0.008
#> T24_CT_H05 1 0.4306 0.33879 0.508 0.000 0.000 0.000 0.492
#> T24_CT_H07 1 0.3109 0.80169 0.800 0.000 0.000 0.000 0.200
#> T24_CT_H09 1 0.2020 0.84762 0.900 0.000 0.000 0.000 0.100
#> T24_CT_H12 1 0.2891 0.81539 0.824 0.000 0.000 0.000 0.176
#> T48_CT_A01 2 0.0703 0.81818 0.000 0.976 0.000 0.000 0.024
#> T48_CT_A02 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.3586 0.68091 0.000 0.736 0.000 0.000 0.264
#> T48_CT_A05 2 0.0404 0.81204 0.000 0.988 0.000 0.000 0.012
#> T48_CT_A06 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A08 2 0.0162 0.81804 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A09 1 0.1121 0.85901 0.956 0.000 0.000 0.000 0.044
#> T48_CT_A10 2 0.3635 0.69155 0.000 0.748 0.004 0.000 0.248
#> T48_CT_A11 2 0.0162 0.81829 0.000 0.996 0.000 0.000 0.004
#> T48_CT_A12 1 0.4350 0.69975 0.704 0.028 0.000 0.000 0.268
#> T48_CT_B01 2 0.3730 0.65247 0.000 0.712 0.000 0.000 0.288
#> T48_CT_B02 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.4030 0.57220 0.000 0.648 0.000 0.000 0.352
#> T48_CT_B08 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B11 2 0.0794 0.81751 0.000 0.972 0.000 0.000 0.028
#> T48_CT_B12 2 0.2974 0.72932 0.052 0.868 0.000 0.000 0.080
#> T48_CT_C01 2 0.1732 0.80348 0.000 0.920 0.000 0.000 0.080
#> T48_CT_C02 1 0.0703 0.84765 0.976 0.000 0.000 0.000 0.024
#> T48_CT_C03 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0794 0.81326 0.000 0.972 0.000 0.000 0.028
#> T48_CT_C06 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_C07 2 0.6496 0.08813 0.280 0.488 0.000 0.000 0.232
#> T48_CT_C09 2 0.1818 0.79554 0.000 0.932 0.044 0.000 0.024
#> T48_CT_C10 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.0880 0.81643 0.000 0.968 0.000 0.000 0.032
#> T48_CT_D01 2 0.0162 0.81630 0.000 0.996 0.000 0.000 0.004
#> T48_CT_D02 1 0.5309 0.64266 0.676 0.164 0.000 0.000 0.160
#> T48_CT_D03 1 0.1043 0.85844 0.960 0.000 0.000 0.000 0.040
#> T48_CT_D04 2 0.4009 0.62478 0.000 0.684 0.004 0.000 0.312
#> T48_CT_D06 2 0.0162 0.81804 0.000 0.996 0.000 0.000 0.004
#> T48_CT_D07 2 0.2813 0.75649 0.000 0.832 0.000 0.000 0.168
#> T48_CT_D08 1 0.1410 0.85625 0.940 0.000 0.000 0.000 0.060
#> T48_CT_D09 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_D10 2 0.2519 0.74821 0.016 0.884 0.000 0.000 0.100
#> T48_CT_D11 5 0.4024 0.51243 0.000 0.220 0.028 0.000 0.752
#> T48_CT_D12 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 2 0.0162 0.81752 0.000 0.996 0.000 0.000 0.004
#> T48_CT_E02 1 0.3983 0.79395 0.784 0.052 0.000 0.000 0.164
#> T48_CT_E03 2 0.4211 0.32640 0.000 0.636 0.004 0.000 0.360
#> T48_CT_E04 2 0.4035 0.65301 0.060 0.784 0.000 0.000 0.156
#> T48_CT_E05 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.3480 0.69630 0.000 0.752 0.000 0.000 0.248
#> T48_CT_E10 1 0.1043 0.85837 0.960 0.000 0.000 0.000 0.040
#> T48_CT_E11 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T48_CT_F01 2 0.1908 0.79689 0.000 0.908 0.000 0.000 0.092
#> T48_CT_F02 1 0.4451 0.63085 0.644 0.016 0.000 0.000 0.340
#> T48_CT_F03 1 0.4306 0.33985 0.508 0.000 0.000 0.000 0.492
#> T48_CT_F05 2 0.3612 0.74043 0.028 0.800 0.000 0.000 0.172
#> T48_CT_F07 1 0.3586 0.73246 0.736 0.000 0.000 0.000 0.264
#> T48_CT_F09 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F10 1 0.2966 0.81162 0.816 0.000 0.000 0.000 0.184
#> T48_CT_F11 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.3039 0.80699 0.808 0.000 0.000 0.000 0.192
#> T48_CT_G02 2 0.3010 0.75189 0.000 0.824 0.004 0.000 0.172
#> T48_CT_G03 2 0.0162 0.81829 0.000 0.996 0.000 0.000 0.004
#> T48_CT_G07 2 0.2732 0.76178 0.000 0.840 0.000 0.000 0.160
#> T48_CT_G08 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_G09 2 0.0290 0.81430 0.000 0.992 0.000 0.000 0.008
#> T48_CT_G10 3 0.0703 0.92749 0.024 0.000 0.976 0.000 0.000
#> T48_CT_G11 1 0.4670 0.74623 0.724 0.076 0.000 0.000 0.200
#> T48_CT_G12 2 0.1043 0.81526 0.000 0.960 0.000 0.000 0.040
#> T48_CT_H01 2 0.3491 0.70863 0.000 0.768 0.004 0.000 0.228
#> T48_CT_H02 2 0.3961 0.53030 0.016 0.736 0.000 0.000 0.248
#> T48_CT_H04 1 0.0794 0.84944 0.972 0.000 0.000 0.000 0.028
#> T48_CT_H05 2 0.3837 0.62506 0.000 0.692 0.000 0.000 0.308
#> T48_CT_H06 2 0.0000 0.81760 0.000 1.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.3731 0.65508 0.040 0.800 0.000 0.000 0.160
#> T48_CT_H08 2 0.0162 0.81793 0.000 0.996 0.000 0.000 0.004
#> T48_CT_H11 2 0.4940 0.29055 0.392 0.576 0.000 0.000 0.032
#> T48_CT_H12 2 0.0290 0.81848 0.000 0.992 0.000 0.000 0.008
#> T72_CT_A01 4 0.4522 0.63707 0.000 0.176 0.000 0.744 0.080
#> T72_CT_A05 4 0.1626 0.90766 0.000 0.016 0.000 0.940 0.044
#> T72_CT_A08 1 0.2464 0.82519 0.888 0.000 0.000 0.096 0.016
#> T72_CT_A09 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A11 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B01 2 0.6370 0.20412 0.000 0.432 0.000 0.164 0.404
#> T72_CT_B02 1 0.1121 0.84510 0.956 0.000 0.000 0.044 0.000
#> T72_CT_B03 4 0.1877 0.88919 0.012 0.000 0.000 0.924 0.064
#> T72_CT_B04 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B05 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B06 4 0.2605 0.81793 0.148 0.000 0.000 0.852 0.000
#> T72_CT_B08 4 0.0162 0.95468 0.000 0.000 0.000 0.996 0.004
#> T72_CT_B09 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B12 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C04 2 0.0963 0.81671 0.000 0.964 0.000 0.000 0.036
#> T72_CT_C06 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C07 2 0.5105 0.58729 0.000 0.680 0.036 0.024 0.260
#> T72_CT_C09 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C11 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D01 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D03 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D04 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D05 4 0.1608 0.87627 0.072 0.000 0.000 0.928 0.000
#> T72_CT_D07 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D10 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D11 1 0.1851 0.80043 0.912 0.000 0.000 0.088 0.000
#> T72_CT_E04 1 0.5156 0.60716 0.620 0.000 0.000 0.060 0.320
#> T72_CT_E05 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_E07 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F01 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F05 4 0.0290 0.95040 0.000 0.008 0.000 0.992 0.000
#> T72_CT_F07 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F10 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F11 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G03 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.85767 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G06 4 0.7052 0.02289 0.000 0.164 0.032 0.444 0.360
#> T72_CT_G08 5 0.5645 0.05852 0.000 0.056 0.008 0.436 0.500
#> T72_CT_G10 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G11 1 0.4668 0.60640 0.624 0.024 0.000 0.000 0.352
#> T72_CT_H01 2 0.3336 0.71280 0.000 0.772 0.000 0.000 0.228
#> T72_CT_H03 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H05 3 0.0290 0.95418 0.000 0.000 0.992 0.000 0.008
#> T72_CT_H08 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H09 3 0.0000 0.95604 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H10 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H11 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H12 4 0.0000 0.95799 0.000 0.000 0.000 1.000 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 5 0.4755 -0.00817 0.000 0.000 0.460 0.000 0.492 0.048
#> T0_CT_A03 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 5 0.1219 0.73395 0.000 0.000 0.004 0.000 0.948 0.048
#> T0_CT_A07 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T0_CT_A10 3 0.3288 0.69132 0.000 0.000 0.724 0.000 0.276 0.000
#> T0_CT_A11 6 0.2631 0.67120 0.000 0.000 0.000 0.000 0.180 0.820
#> T0_CT_B01 5 0.2482 0.67876 0.004 0.000 0.000 0.000 0.848 0.148
#> T0_CT_B03 3 0.1444 0.90488 0.000 0.000 0.928 0.000 0.072 0.000
#> T0_CT_B05 5 0.1408 0.73548 0.036 0.000 0.000 0.000 0.944 0.020
#> T0_CT_B07 5 0.1226 0.73705 0.004 0.000 0.004 0.000 0.952 0.040
#> T0_CT_B08 3 0.1007 0.92160 0.000 0.000 0.956 0.000 0.044 0.000
#> T0_CT_B09 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.0713 0.92944 0.000 0.000 0.972 0.000 0.028 0.000
#> T0_CT_C03 5 0.2491 0.64508 0.164 0.000 0.000 0.000 0.836 0.000
#> T0_CT_C05 6 0.3413 0.82938 0.000 0.080 0.000 0.000 0.108 0.812
#> T0_CT_C06 5 0.3456 0.66335 0.040 0.000 0.000 0.000 0.788 0.172
#> T0_CT_C07 5 0.1176 0.73848 0.024 0.000 0.000 0.000 0.956 0.020
#> T0_CT_C08 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 6 0.2568 0.79461 0.000 0.068 0.000 0.000 0.056 0.876
#> T0_CT_C11 6 0.3396 0.84019 0.000 0.116 0.000 0.000 0.072 0.812
#> T0_CT_C12 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 5 0.4612 0.36333 0.000 0.008 0.052 0.000 0.656 0.284
#> T0_CT_D02 5 0.1124 0.73826 0.008 0.000 0.000 0.000 0.956 0.036
#> T0_CT_D03 3 0.0937 0.92288 0.000 0.000 0.960 0.000 0.040 0.000
#> T0_CT_D05 5 0.1267 0.73185 0.000 0.000 0.000 0.000 0.940 0.060
#> T0_CT_D06 3 0.3883 0.78096 0.000 0.000 0.768 0.000 0.144 0.088
#> T0_CT_D07 5 0.1245 0.73369 0.000 0.000 0.032 0.000 0.952 0.016
#> T0_CT_D08 3 0.2300 0.85314 0.000 0.000 0.856 0.000 0.144 0.000
#> T0_CT_D09 6 0.3464 0.83046 0.000 0.084 0.000 0.000 0.108 0.808
#> T0_CT_D11 6 0.3423 0.83355 0.000 0.088 0.000 0.000 0.100 0.812
#> T0_CT_D12 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E03 5 0.1398 0.72729 0.000 0.000 0.052 0.000 0.940 0.008
#> T0_CT_E04 6 0.3356 0.80367 0.000 0.052 0.000 0.000 0.140 0.808
#> T0_CT_E05 5 0.5908 -0.00230 0.392 0.036 0.000 0.000 0.480 0.092
#> T0_CT_E06 5 0.4210 0.34905 0.000 0.000 0.336 0.000 0.636 0.028
#> T0_CT_E07 3 0.2340 0.84991 0.000 0.000 0.852 0.000 0.148 0.000
#> T0_CT_E08 3 0.0547 0.93225 0.000 0.000 0.980 0.000 0.020 0.000
#> T0_CT_E09 3 0.5845 0.28330 0.000 0.000 0.472 0.000 0.316 0.212
#> T0_CT_E10 6 0.2402 0.71680 0.000 0.004 0.000 0.000 0.140 0.856
#> T0_CT_E11 3 0.0713 0.92922 0.000 0.000 0.972 0.000 0.028 0.000
#> T0_CT_E12 5 0.1682 0.72537 0.000 0.000 0.052 0.000 0.928 0.020
#> T0_CT_F01 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0146 0.93630 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_F04 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 6 0.2946 0.75507 0.000 0.012 0.000 0.000 0.176 0.812
#> T0_CT_F06 3 0.2300 0.85314 0.000 0.000 0.856 0.000 0.144 0.000
#> T0_CT_F07 5 0.1141 0.73346 0.000 0.000 0.000 0.000 0.948 0.052
#> T0_CT_F09 6 0.3423 0.83782 0.000 0.100 0.000 0.000 0.088 0.812
#> T0_CT_F11 5 0.1498 0.73313 0.000 0.000 0.028 0.000 0.940 0.032
#> T0_CT_F12 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 3 0.0146 0.93588 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_G02 5 0.2135 0.69263 0.000 0.000 0.000 0.000 0.872 0.128
#> T0_CT_G03 5 0.2320 0.67310 0.000 0.000 0.132 0.000 0.864 0.004
#> T0_CT_G04 3 0.3732 0.79342 0.000 0.000 0.780 0.000 0.144 0.076
#> T0_CT_G07 3 0.2300 0.85314 0.000 0.000 0.856 0.000 0.144 0.000
#> T0_CT_G08 3 0.4392 0.72336 0.000 0.000 0.720 0.000 0.144 0.136
#> T0_CT_G09 5 0.3930 0.63267 0.152 0.020 0.000 0.000 0.780 0.048
#> T0_CT_G11 5 0.2135 0.69263 0.000 0.000 0.000 0.000 0.872 0.128
#> T0_CT_H01 5 0.2752 0.69691 0.096 0.004 0.000 0.000 0.864 0.036
#> T0_CT_H02 6 0.3210 0.78734 0.000 0.036 0.000 0.000 0.152 0.812
#> T0_CT_H04 5 0.1867 0.72086 0.000 0.000 0.020 0.000 0.916 0.064
#> T0_CT_H05 5 0.1753 0.72262 0.004 0.000 0.000 0.000 0.912 0.084
#> T0_CT_H08 5 0.1075 0.73372 0.000 0.000 0.000 0.000 0.952 0.048
#> T0_CT_H09 6 0.3464 0.56225 0.000 0.000 0.000 0.000 0.312 0.688
#> T0_CT_H12 5 0.0790 0.73819 0.000 0.000 0.000 0.000 0.968 0.032
#> T24_CT_A01 5 0.4110 0.21938 0.376 0.000 0.000 0.000 0.608 0.016
#> T24_CT_A03 2 0.1700 0.81142 0.000 0.916 0.000 0.000 0.004 0.080
#> T24_CT_A04 6 0.3405 0.83944 0.000 0.112 0.000 0.000 0.076 0.812
#> T24_CT_A05 3 0.0146 0.93483 0.000 0.000 0.996 0.000 0.004 0.000
#> T24_CT_A07 2 0.1387 0.81942 0.000 0.932 0.000 0.000 0.000 0.068
#> T24_CT_A08 1 0.0146 0.85305 0.996 0.000 0.000 0.000 0.000 0.004
#> T24_CT_A09 1 0.3062 0.81329 0.816 0.000 0.000 0.000 0.160 0.024
#> T24_CT_A10 1 0.3527 0.81522 0.808 0.008 0.000 0.000 0.132 0.052
#> T24_CT_B01 1 0.3993 0.67399 0.676 0.000 0.000 0.000 0.300 0.024
#> T24_CT_B02 1 0.2282 0.84716 0.888 0.000 0.000 0.000 0.088 0.024
#> T24_CT_B03 2 0.0622 0.83078 0.000 0.980 0.000 0.000 0.008 0.012
#> T24_CT_B05 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B06 2 0.0713 0.83229 0.000 0.972 0.000 0.000 0.000 0.028
#> T24_CT_B07 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T24_CT_B08 6 0.4370 0.72165 0.000 0.252 0.000 0.000 0.064 0.684
#> T24_CT_B09 1 0.0146 0.85305 0.996 0.000 0.000 0.000 0.000 0.004
#> T24_CT_B11 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C01 1 0.0146 0.85305 0.996 0.000 0.000 0.000 0.000 0.004
#> T24_CT_C02 6 0.3965 0.42988 0.000 0.388 0.000 0.000 0.008 0.604
#> T24_CT_C03 1 0.5205 0.53457 0.604 0.064 0.000 0.000 0.308 0.024
#> T24_CT_C05 6 0.3743 0.73660 0.000 0.252 0.000 0.000 0.024 0.724
#> T24_CT_C07 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C08 6 0.3395 0.83660 0.000 0.132 0.000 0.000 0.060 0.808
#> T24_CT_C09 2 0.3828 0.21735 0.000 0.560 0.000 0.000 0.000 0.440
#> T24_CT_C10 1 0.1720 0.85368 0.928 0.000 0.000 0.000 0.040 0.032
#> T24_CT_C11 1 0.6106 0.47060 0.568 0.208 0.000 0.000 0.180 0.044
#> T24_CT_C12 2 0.0260 0.83244 0.000 0.992 0.000 0.000 0.000 0.008
#> T24_CT_D01 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D02 2 0.2136 0.79229 0.000 0.904 0.000 0.000 0.048 0.048
#> T24_CT_D03 6 0.3370 0.83914 0.000 0.124 0.000 0.000 0.064 0.812
#> T24_CT_D04 1 0.2340 0.82705 0.852 0.000 0.000 0.000 0.148 0.000
#> T24_CT_D05 1 0.4326 0.47047 0.572 0.000 0.000 0.000 0.404 0.024
#> T24_CT_D06 1 0.3356 0.81373 0.808 0.000 0.000 0.000 0.140 0.052
#> T24_CT_D07 5 0.5604 0.37926 0.080 0.356 0.000 0.000 0.536 0.028
#> T24_CT_D08 2 0.3126 0.66082 0.000 0.752 0.000 0.000 0.000 0.248
#> T24_CT_D09 6 0.3416 0.83411 0.000 0.140 0.000 0.000 0.056 0.804
#> T24_CT_D10 2 0.4168 0.58162 0.000 0.696 0.000 0.000 0.048 0.256
#> T24_CT_D11 2 0.2219 0.77664 0.000 0.864 0.000 0.000 0.000 0.136
#> T24_CT_E01 1 0.2771 0.83329 0.852 0.000 0.000 0.000 0.116 0.032
#> T24_CT_E02 1 0.0508 0.85527 0.984 0.000 0.000 0.000 0.004 0.012
#> T24_CT_E04 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E05 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T24_CT_E07 2 0.0547 0.82539 0.000 0.980 0.000 0.000 0.000 0.020
#> T24_CT_E09 1 0.2282 0.84981 0.888 0.000 0.000 0.000 0.088 0.024
#> T24_CT_E11 1 0.2848 0.81111 0.816 0.000 0.000 0.000 0.176 0.008
#> T24_CT_E12 2 0.1714 0.80274 0.000 0.908 0.000 0.000 0.000 0.092
#> T24_CT_F01 2 0.0146 0.83282 0.000 0.996 0.000 0.000 0.000 0.004
#> T24_CT_F02 6 0.4495 0.71417 0.000 0.276 0.000 0.000 0.064 0.660
#> T24_CT_F03 1 0.5203 0.48427 0.568 0.024 0.000 0.000 0.356 0.052
#> T24_CT_F04 5 0.6599 0.35689 0.180 0.308 0.000 0.000 0.460 0.052
#> T24_CT_F05 1 0.3542 0.80490 0.788 0.000 0.000 0.000 0.160 0.052
#> T24_CT_F07 1 0.6308 0.23715 0.452 0.084 0.000 0.000 0.388 0.076
#> T24_CT_F08 1 0.2365 0.84734 0.888 0.000 0.000 0.000 0.072 0.040
#> T24_CT_F09 6 0.3370 0.83914 0.000 0.124 0.000 0.000 0.064 0.812
#> T24_CT_F10 2 0.5630 0.10409 0.072 0.516 0.000 0.000 0.380 0.032
#> T24_CT_F11 1 0.4975 0.71845 0.688 0.052 0.000 0.000 0.208 0.052
#> T24_CT_F12 2 0.4306 0.21346 0.000 0.520 0.464 0.000 0.012 0.004
#> T24_CT_G01 6 0.3890 0.44025 0.000 0.400 0.000 0.000 0.004 0.596
#> T24_CT_G02 1 0.0458 0.85184 0.984 0.000 0.000 0.000 0.000 0.016
#> T24_CT_G03 1 0.1092 0.85472 0.960 0.000 0.000 0.000 0.020 0.020
#> T24_CT_G04 2 0.4781 0.56987 0.000 0.672 0.000 0.000 0.188 0.140
#> T24_CT_G05 6 0.3141 0.78409 0.000 0.200 0.000 0.000 0.012 0.788
#> T24_CT_G06 1 0.1633 0.85202 0.932 0.000 0.000 0.000 0.024 0.044
#> T24_CT_G08 1 0.1918 0.85130 0.904 0.000 0.000 0.000 0.088 0.008
#> T24_CT_G10 2 0.0260 0.83244 0.000 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G11 1 0.0914 0.85576 0.968 0.000 0.000 0.000 0.016 0.016
#> T24_CT_G12 1 0.3003 0.80931 0.812 0.000 0.000 0.000 0.172 0.016
#> T24_CT_H01 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H02 1 0.2730 0.80376 0.808 0.000 0.000 0.000 0.192 0.000
#> T24_CT_H03 2 0.1074 0.83166 0.000 0.960 0.000 0.000 0.012 0.028
#> T24_CT_H05 5 0.3998 0.28091 0.340 0.000 0.000 0.000 0.644 0.016
#> T24_CT_H07 1 0.3171 0.79374 0.784 0.000 0.000 0.000 0.204 0.012
#> T24_CT_H09 1 0.2560 0.84174 0.872 0.000 0.000 0.000 0.092 0.036
#> T24_CT_H12 1 0.2697 0.80543 0.812 0.000 0.000 0.000 0.188 0.000
#> T48_CT_A01 2 0.1995 0.81843 0.000 0.912 0.000 0.000 0.036 0.052
#> T48_CT_A02 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A03 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_A04 2 0.3499 0.53505 0.000 0.680 0.000 0.000 0.000 0.320
#> T48_CT_A05 2 0.0603 0.82651 0.000 0.980 0.000 0.000 0.004 0.016
#> T48_CT_A06 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_A07 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.0363 0.83262 0.000 0.988 0.000 0.000 0.000 0.012
#> T48_CT_A09 1 0.2390 0.84957 0.896 0.008 0.000 0.000 0.044 0.052
#> T48_CT_A10 2 0.3448 0.60487 0.000 0.716 0.000 0.000 0.004 0.280
#> T48_CT_A11 2 0.0363 0.83339 0.000 0.988 0.000 0.000 0.000 0.012
#> T48_CT_A12 1 0.5078 0.55936 0.608 0.024 0.000 0.000 0.316 0.052
#> T48_CT_B01 2 0.4032 0.23965 0.000 0.572 0.000 0.000 0.008 0.420
#> T48_CT_B02 2 0.0260 0.83318 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_B03 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_B04 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_B06 2 0.4184 -0.04346 0.000 0.500 0.000 0.000 0.012 0.488
#> T48_CT_B08 1 0.0260 0.85475 0.992 0.000 0.000 0.000 0.000 0.008
#> T48_CT_B10 2 0.0458 0.83325 0.000 0.984 0.000 0.000 0.000 0.016
#> T48_CT_B11 2 0.2129 0.81486 0.000 0.904 0.000 0.000 0.040 0.056
#> T48_CT_B12 2 0.3345 0.72833 0.036 0.844 0.000 0.000 0.068 0.052
#> T48_CT_C01 2 0.2178 0.78481 0.000 0.868 0.000 0.000 0.000 0.132
#> T48_CT_C02 1 0.2605 0.77743 0.864 0.000 0.000 0.000 0.028 0.108
#> T48_CT_C03 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C04 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_C05 2 0.2263 0.80878 0.004 0.900 0.000 0.000 0.036 0.060
#> T48_CT_C06 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C07 2 0.6384 0.21729 0.248 0.524 0.000 0.000 0.176 0.052
#> T48_CT_C09 2 0.2687 0.77733 0.000 0.872 0.012 0.000 0.092 0.024
#> T48_CT_C10 1 0.0000 0.85357 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.1075 0.82727 0.000 0.952 0.000 0.000 0.000 0.048
#> T48_CT_D01 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D02 1 0.5481 0.64200 0.660 0.168 0.000 0.000 0.120 0.052
#> T48_CT_D03 1 0.1007 0.85684 0.956 0.000 0.000 0.000 0.044 0.000
#> T48_CT_D04 2 0.4585 0.51412 0.000 0.648 0.000 0.000 0.068 0.284
#> T48_CT_D06 2 0.1049 0.83078 0.000 0.960 0.000 0.000 0.008 0.032
#> T48_CT_D07 2 0.2491 0.74959 0.000 0.836 0.000 0.000 0.000 0.164
#> T48_CT_D08 1 0.1838 0.85240 0.916 0.000 0.000 0.000 0.068 0.016
#> T48_CT_D09 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D10 2 0.2916 0.74989 0.012 0.864 0.000 0.000 0.072 0.052
#> T48_CT_D11 6 0.4974 0.59891 0.000 0.088 0.000 0.000 0.324 0.588
#> T48_CT_D12 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_E01 2 0.0458 0.82822 0.000 0.984 0.000 0.000 0.000 0.016
#> T48_CT_E02 1 0.4127 0.80135 0.780 0.040 0.000 0.000 0.128 0.052
#> T48_CT_E03 5 0.4386 0.08857 0.004 0.464 0.000 0.000 0.516 0.016
#> T48_CT_E04 2 0.4493 0.64042 0.040 0.740 0.000 0.000 0.168 0.052
#> T48_CT_E05 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E06 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T48_CT_E07 1 0.0146 0.85305 0.996 0.000 0.000 0.000 0.000 0.004
#> T48_CT_E08 2 0.3288 0.61929 0.000 0.724 0.000 0.000 0.000 0.276
#> T48_CT_E10 1 0.1219 0.85715 0.948 0.000 0.000 0.000 0.048 0.004
#> T48_CT_E11 1 0.0725 0.85607 0.976 0.000 0.000 0.000 0.012 0.012
#> T48_CT_E12 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F01 2 0.1714 0.80686 0.000 0.908 0.000 0.000 0.000 0.092
#> T48_CT_F02 1 0.5032 0.57516 0.604 0.020 0.000 0.000 0.324 0.052
#> T48_CT_F03 5 0.4555 0.26326 0.340 0.004 0.000 0.000 0.616 0.040
#> T48_CT_F05 2 0.3816 0.72482 0.012 0.792 0.000 0.000 0.068 0.128
#> T48_CT_F07 1 0.3794 0.72744 0.724 0.000 0.000 0.000 0.248 0.028
#> T48_CT_F09 2 0.0146 0.83233 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_F10 1 0.3496 0.81264 0.804 0.004 0.000 0.000 0.140 0.052
#> T48_CT_F11 1 0.0146 0.85305 0.996 0.000 0.000 0.000 0.000 0.004
#> T48_CT_G01 1 0.3488 0.79572 0.780 0.000 0.000 0.000 0.184 0.036
#> T48_CT_G02 2 0.2772 0.73297 0.000 0.816 0.000 0.000 0.004 0.180
#> T48_CT_G03 2 0.0260 0.83336 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_G07 2 0.2706 0.75061 0.000 0.832 0.000 0.000 0.008 0.160
#> T48_CT_G08 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G09 2 0.0146 0.83159 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_G10 3 0.0146 0.93505 0.004 0.000 0.996 0.000 0.000 0.000
#> T48_CT_G11 1 0.4994 0.73422 0.700 0.068 0.000 0.000 0.180 0.052
#> T48_CT_G12 2 0.1141 0.82599 0.000 0.948 0.000 0.000 0.000 0.052
#> T48_CT_H01 2 0.3394 0.66024 0.000 0.752 0.000 0.000 0.012 0.236
#> T48_CT_H02 2 0.3852 0.57164 0.016 0.720 0.000 0.000 0.256 0.008
#> T48_CT_H04 1 0.2651 0.78197 0.860 0.000 0.000 0.000 0.028 0.112
#> T48_CT_H05 2 0.3756 0.32096 0.000 0.600 0.000 0.000 0.000 0.400
#> T48_CT_H06 2 0.0000 0.83221 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H07 2 0.3452 0.71581 0.020 0.828 0.000 0.000 0.100 0.052
#> T48_CT_H08 2 0.0363 0.83312 0.000 0.988 0.000 0.000 0.000 0.012
#> T48_CT_H11 2 0.5428 0.24445 0.368 0.544 0.000 0.000 0.036 0.052
#> T48_CT_H12 2 0.1398 0.82755 0.000 0.940 0.000 0.000 0.008 0.052
#> T72_CT_A01 4 0.4668 0.55504 0.000 0.160 0.000 0.700 0.004 0.136
#> T72_CT_A05 4 0.2871 0.82455 0.000 0.024 0.000 0.852 0.008 0.116
#> T72_CT_A08 1 0.2883 0.82126 0.864 0.000 0.000 0.088 0.016 0.032
#> T72_CT_A09 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_A11 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B01 6 0.4206 0.76663 0.000 0.176 0.000 0.092 0.000 0.732
#> T72_CT_B02 1 0.1572 0.84203 0.936 0.000 0.000 0.036 0.000 0.028
#> T72_CT_B03 4 0.2825 0.81638 0.012 0.000 0.000 0.844 0.136 0.008
#> T72_CT_B04 1 0.0937 0.84841 0.960 0.000 0.000 0.000 0.000 0.040
#> T72_CT_B05 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B06 4 0.2949 0.82079 0.140 0.000 0.000 0.832 0.000 0.028
#> T72_CT_B08 4 0.0146 0.96149 0.000 0.000 0.000 0.996 0.004 0.000
#> T72_CT_B09 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T72_CT_B11 4 0.0713 0.95563 0.000 0.000 0.000 0.972 0.000 0.028
#> T72_CT_B12 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_C04 2 0.1686 0.82251 0.000 0.924 0.000 0.000 0.012 0.064
#> T72_CT_C06 4 0.0713 0.95563 0.000 0.000 0.000 0.972 0.000 0.028
#> T72_CT_C07 5 0.6220 -0.29577 0.000 0.344 0.000 0.004 0.368 0.284
#> T72_CT_C09 4 0.0713 0.95563 0.000 0.000 0.000 0.972 0.000 0.028
#> T72_CT_C11 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D01 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D03 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D04 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D05 4 0.2145 0.87717 0.072 0.000 0.000 0.900 0.000 0.028
#> T72_CT_D07 4 0.0713 0.95563 0.000 0.000 0.000 0.972 0.000 0.028
#> T72_CT_D10 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D11 1 0.2436 0.79051 0.880 0.000 0.000 0.088 0.000 0.032
#> T72_CT_E04 1 0.4990 0.43825 0.556 0.000 0.000 0.056 0.380 0.008
#> T72_CT_E05 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_E07 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F01 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F05 4 0.0260 0.95936 0.000 0.000 0.000 0.992 0.000 0.008
#> T72_CT_F07 4 0.0713 0.95563 0.000 0.000 0.000 0.972 0.000 0.028
#> T72_CT_F10 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F11 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G03 1 0.0547 0.85141 0.980 0.000 0.000 0.000 0.000 0.020
#> T72_CT_G04 1 0.0146 0.85305 0.996 0.000 0.000 0.000 0.000 0.004
#> T72_CT_G06 6 0.5593 0.68357 0.000 0.056 0.000 0.144 0.148 0.652
#> T72_CT_G08 5 0.4201 0.55651 0.004 0.028 0.000 0.252 0.708 0.008
#> T72_CT_G10 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G11 1 0.5189 0.49635 0.564 0.040 0.000 0.000 0.364 0.032
#> T72_CT_H01 2 0.3817 0.20334 0.000 0.568 0.000 0.000 0.000 0.432
#> T72_CT_H03 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.0547 0.93235 0.000 0.000 0.980 0.000 0.020 0.000
#> T72_CT_H08 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H09 3 0.0000 0.93704 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H10 4 0.0458 0.95956 0.000 0.000 0.000 0.984 0.000 0.016
#> T72_CT_H11 4 0.0713 0.95563 0.000 0.000 0.000 0.972 0.000 0.028
#> T72_CT_H12 4 0.0000 0.96393 0.000 0.000 0.000 1.000 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> ATC:pam 249 3.47e-13 3.91e-13 5.57e-18 2
#> ATC:pam 230 1.25e-30 7.04e-33 3.28e-49 3
#> ATC:pam 240 1.29e-59 4.34e-32 2.36e-48 4
#> ATC:pam 230 4.90e-64 1.03e-37 2.69e-52 5
#> ATC:pam 242 6.44e-64 4.82e-34 4.61e-48 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["ATC", "mclust"]
# you can also extract it by
# res = res_list["ATC:mclust"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
#> Subgroups are detected by 'mclust' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.276 0.550 0.732 0.4002 0.585 0.585
#> 3 3 0.665 0.811 0.903 0.6372 0.702 0.514
#> 4 4 0.858 0.857 0.934 0.1152 0.884 0.680
#> 5 5 0.758 0.730 0.854 0.0611 0.883 0.612
#> 6 6 0.713 0.689 0.814 0.0411 0.936 0.722
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 1 0.9580 0.5433 0.620 0.380
#> T0_CT_A03 1 0.9580 0.5433 0.620 0.380
#> T0_CT_A05 1 0.9580 0.5433 0.620 0.380
#> T0_CT_A06 1 0.9580 0.5433 0.620 0.380
#> T0_CT_A07 1 0.9580 0.5433 0.620 0.380
#> T0_CT_A08 1 0.9815 0.5730 0.580 0.420
#> T0_CT_A10 1 0.9580 0.5433 0.620 0.380
#> T0_CT_A11 1 0.8499 0.5914 0.724 0.276
#> T0_CT_B01 2 0.9815 -0.3773 0.420 0.580
#> T0_CT_B03 1 0.9580 0.5433 0.620 0.380
#> T0_CT_B05 2 0.9944 -0.4209 0.456 0.544
#> T0_CT_B07 1 0.9933 0.5011 0.548 0.452
#> T0_CT_B08 1 0.9580 0.5433 0.620 0.380
#> T0_CT_B09 1 0.9580 0.5433 0.620 0.380
#> T0_CT_C02 1 0.9580 0.5433 0.620 0.380
#> T0_CT_C03 1 0.9815 0.5730 0.580 0.420
#> T0_CT_C05 2 0.0672 0.7831 0.008 0.992
#> T0_CT_C06 1 0.9833 0.5684 0.576 0.424
#> T0_CT_C07 1 0.9580 0.5433 0.620 0.380
#> T0_CT_C08 1 0.9580 0.5433 0.620 0.380
#> T0_CT_C09 1 0.9393 0.5366 0.644 0.356
#> T0_CT_C11 2 0.0000 0.7866 0.000 1.000
#> T0_CT_C12 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D01 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D02 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D03 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D05 2 0.9815 -0.3773 0.420 0.580
#> T0_CT_D06 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D07 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D08 1 0.9580 0.5433 0.620 0.380
#> T0_CT_D09 2 0.3584 0.7290 0.068 0.932
#> T0_CT_D11 2 0.0672 0.7831 0.008 0.992
#> T0_CT_D12 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E01 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E03 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E04 2 0.0938 0.7803 0.012 0.988
#> T0_CT_E05 1 0.9815 0.5730 0.580 0.420
#> T0_CT_E06 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E07 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E08 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E09 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E10 1 0.9087 0.5800 0.676 0.324
#> T0_CT_E11 1 0.9580 0.5433 0.620 0.380
#> T0_CT_E12 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F01 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F02 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F03 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F04 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F05 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F06 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F07 1 0.9661 0.5379 0.608 0.392
#> T0_CT_F09 2 0.0000 0.7866 0.000 1.000
#> T0_CT_F11 1 0.9580 0.5433 0.620 0.380
#> T0_CT_F12 1 0.9580 0.5433 0.620 0.380
#> T0_CT_G01 1 0.9580 0.5433 0.620 0.380
#> T0_CT_G02 2 0.9815 -0.3773 0.420 0.580
#> T0_CT_G03 1 0.9580 0.5433 0.620 0.380
#> T0_CT_G04 1 0.9580 0.5433 0.620 0.380
#> T0_CT_G07 1 0.9580 0.5433 0.620 0.380
#> T0_CT_G08 1 0.9580 0.5433 0.620 0.380
#> T0_CT_G09 1 0.9815 0.5730 0.580 0.420
#> T0_CT_G11 2 0.9815 -0.3773 0.420 0.580
#> T0_CT_H01 1 0.9815 0.5730 0.580 0.420
#> T0_CT_H02 2 0.9954 -0.2566 0.460 0.540
#> T0_CT_H04 1 0.9580 0.5433 0.620 0.380
#> T0_CT_H05 2 0.9815 -0.3773 0.420 0.580
#> T0_CT_H08 2 0.9866 -0.3921 0.432 0.568
#> T0_CT_H09 2 0.9815 -0.3773 0.420 0.580
#> T0_CT_H12 2 0.9815 -0.3773 0.420 0.580
#> T24_CT_A01 1 0.9815 0.5730 0.580 0.420
#> T24_CT_A03 2 0.0000 0.7866 0.000 1.000
#> T24_CT_A04 2 0.0376 0.7851 0.004 0.996
#> T24_CT_A05 1 0.9580 0.5433 0.620 0.380
#> T24_CT_A07 2 0.3274 0.7872 0.060 0.940
#> T24_CT_A08 1 0.9815 0.5730 0.580 0.420
#> T24_CT_A09 1 0.9815 0.5730 0.580 0.420
#> T24_CT_A10 1 0.9815 0.5730 0.580 0.420
#> T24_CT_B01 1 0.9815 0.5730 0.580 0.420
#> T24_CT_B02 1 0.9815 0.5730 0.580 0.420
#> T24_CT_B03 1 0.9850 0.5600 0.572 0.428
#> T24_CT_B05 2 0.3584 0.7827 0.068 0.932
#> T24_CT_B06 2 0.4939 0.7433 0.108 0.892
#> T24_CT_B07 1 0.9815 0.5730 0.580 0.420
#> T24_CT_B08 2 0.0000 0.7866 0.000 1.000
#> T24_CT_B09 1 0.9815 0.5730 0.580 0.420
#> T24_CT_B11 1 0.9580 0.5433 0.620 0.380
#> T24_CT_C01 1 0.9815 0.5730 0.580 0.420
#> T24_CT_C02 2 0.5842 0.6975 0.140 0.860
#> T24_CT_C03 1 0.9815 0.5730 0.580 0.420
#> T24_CT_C05 2 0.0000 0.7866 0.000 1.000
#> T24_CT_C07 2 0.4022 0.7731 0.080 0.920
#> T24_CT_C08 2 0.0000 0.7866 0.000 1.000
#> T24_CT_C09 2 0.5946 0.6907 0.144 0.856
#> T24_CT_C10 1 0.9815 0.5730 0.580 0.420
#> T24_CT_C11 1 0.9815 0.5730 0.580 0.420
#> T24_CT_C12 2 0.5629 0.7102 0.132 0.868
#> T24_CT_D01 2 0.0000 0.7866 0.000 1.000
#> T24_CT_D02 2 0.3584 0.7001 0.068 0.932
#> T24_CT_D03 2 0.0000 0.7866 0.000 1.000
#> T24_CT_D04 1 0.9815 0.5730 0.580 0.420
#> T24_CT_D05 1 0.9815 0.5730 0.580 0.420
#> T24_CT_D06 1 0.9815 0.5730 0.580 0.420
#> T24_CT_D07 1 0.9815 0.5730 0.580 0.420
#> T24_CT_D08 2 0.0000 0.7866 0.000 1.000
#> T24_CT_D09 2 0.0000 0.7866 0.000 1.000
#> T24_CT_D10 2 0.0000 0.7866 0.000 1.000
#> T24_CT_D11 2 0.1633 0.7932 0.024 0.976
#> T24_CT_E01 1 0.9815 0.5730 0.580 0.420
#> T24_CT_E02 1 0.9815 0.5730 0.580 0.420
#> T24_CT_E04 2 0.4815 0.7482 0.104 0.896
#> T24_CT_E05 1 0.9815 0.5730 0.580 0.420
#> T24_CT_E07 1 0.9815 0.5730 0.580 0.420
#> T24_CT_E09 1 0.9815 0.5730 0.580 0.420
#> T24_CT_E11 1 0.9815 0.5730 0.580 0.420
#> T24_CT_E12 2 0.3733 0.7797 0.072 0.928
#> T24_CT_F01 2 0.0672 0.7895 0.008 0.992
#> T24_CT_F02 2 0.0000 0.7866 0.000 1.000
#> T24_CT_F03 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F04 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F05 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F07 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F08 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F09 2 0.0000 0.7866 0.000 1.000
#> T24_CT_F10 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F11 1 0.9815 0.5730 0.580 0.420
#> T24_CT_F12 1 0.9608 0.5384 0.616 0.384
#> T24_CT_G01 2 0.0000 0.7866 0.000 1.000
#> T24_CT_G02 1 0.9815 0.5730 0.580 0.420
#> T24_CT_G03 1 0.9815 0.5730 0.580 0.420
#> T24_CT_G04 1 0.9988 0.4965 0.520 0.480
#> T24_CT_G05 2 0.4022 0.7729 0.080 0.920
#> T24_CT_G06 1 0.9815 0.5730 0.580 0.420
#> T24_CT_G08 1 0.9815 0.5730 0.580 0.420
#> T24_CT_G10 2 0.3584 0.7828 0.068 0.932
#> T24_CT_G11 1 0.9815 0.5730 0.580 0.420
#> T24_CT_G12 1 0.9815 0.5730 0.580 0.420
#> T24_CT_H01 1 0.9580 0.5433 0.620 0.380
#> T24_CT_H02 1 0.9815 0.5730 0.580 0.420
#> T24_CT_H03 2 0.5629 0.7242 0.132 0.868
#> T24_CT_H05 1 0.9815 0.5730 0.580 0.420
#> T24_CT_H07 1 0.9815 0.5730 0.580 0.420
#> T24_CT_H09 1 0.9815 0.5730 0.580 0.420
#> T24_CT_H12 1 0.9815 0.5730 0.580 0.420
#> T48_CT_A01 2 0.0000 0.7866 0.000 1.000
#> T48_CT_A02 2 0.5294 0.7275 0.120 0.880
#> T48_CT_A03 1 0.9815 0.5730 0.580 0.420
#> T48_CT_A04 2 0.2948 0.7904 0.052 0.948
#> T48_CT_A05 1 0.9850 0.5600 0.572 0.428
#> T48_CT_A06 1 0.9815 0.5730 0.580 0.420
#> T48_CT_A07 1 0.9580 0.5433 0.620 0.380
#> T48_CT_A08 2 0.6343 0.6624 0.160 0.840
#> T48_CT_A09 1 0.9815 0.5730 0.580 0.420
#> T48_CT_A10 2 0.2236 0.7935 0.036 0.964
#> T48_CT_A11 2 0.4690 0.7524 0.100 0.900
#> T48_CT_A12 1 0.9815 0.5730 0.580 0.420
#> T48_CT_B01 2 0.2778 0.7914 0.048 0.952
#> T48_CT_B02 2 0.2043 0.7938 0.032 0.968
#> T48_CT_B03 1 0.9815 0.5730 0.580 0.420
#> T48_CT_B04 1 0.9815 0.5730 0.580 0.420
#> T48_CT_B06 2 0.2043 0.7937 0.032 0.968
#> T48_CT_B08 1 0.9815 0.5730 0.580 0.420
#> T48_CT_B10 2 0.0376 0.7882 0.004 0.996
#> T48_CT_B11 2 0.2423 0.7930 0.040 0.960
#> T48_CT_B12 1 0.9815 0.5730 0.580 0.420
#> T48_CT_C01 2 0.5842 0.6975 0.140 0.860
#> T48_CT_C02 1 0.9815 0.5730 0.580 0.420
#> T48_CT_C03 2 0.1633 0.7932 0.024 0.976
#> T48_CT_C04 1 0.9815 0.5730 0.580 0.420
#> T48_CT_C05 1 0.9850 0.5600 0.572 0.428
#> T48_CT_C06 2 1.0000 -0.4019 0.496 0.504
#> T48_CT_C07 1 0.9815 0.5730 0.580 0.420
#> T48_CT_C09 1 0.9944 0.4250 0.544 0.456
#> T48_CT_C10 1 0.9815 0.5730 0.580 0.420
#> T48_CT_C11 2 0.5629 0.7102 0.132 0.868
#> T48_CT_D01 1 0.9866 0.5571 0.568 0.432
#> T48_CT_D02 1 0.9815 0.5730 0.580 0.420
#> T48_CT_D03 1 0.9815 0.5730 0.580 0.420
#> T48_CT_D04 1 0.9933 0.5334 0.548 0.452
#> T48_CT_D06 2 0.0000 0.7866 0.000 1.000
#> T48_CT_D07 2 0.3114 0.7891 0.056 0.944
#> T48_CT_D08 1 0.9815 0.5730 0.580 0.420
#> T48_CT_D09 2 0.0000 0.7866 0.000 1.000
#> T48_CT_D10 1 0.9815 0.5730 0.580 0.420
#> T48_CT_D11 2 0.6438 0.5779 0.164 0.836
#> T48_CT_D12 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E01 1 0.9754 0.5753 0.592 0.408
#> T48_CT_E02 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E03 1 0.9635 0.5777 0.612 0.388
#> T48_CT_E04 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E05 2 0.2043 0.7938 0.032 0.968
#> T48_CT_E06 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E07 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E08 2 0.1633 0.7932 0.024 0.976
#> T48_CT_E10 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E11 1 0.9815 0.5730 0.580 0.420
#> T48_CT_E12 1 0.9580 0.5433 0.620 0.380
#> T48_CT_F01 2 0.3431 0.7851 0.064 0.936
#> T48_CT_F02 1 0.9815 0.5730 0.580 0.420
#> T48_CT_F03 1 0.9815 0.5730 0.580 0.420
#> T48_CT_F05 1 0.9998 0.4193 0.508 0.492
#> T48_CT_F07 1 0.9815 0.5730 0.580 0.420
#> T48_CT_F09 2 0.3584 0.7827 0.068 0.932
#> T48_CT_F10 1 0.9815 0.5730 0.580 0.420
#> T48_CT_F11 1 0.9815 0.5730 0.580 0.420
#> T48_CT_G01 1 0.9815 0.5730 0.580 0.420
#> T48_CT_G02 2 0.0000 0.7866 0.000 1.000
#> T48_CT_G03 2 0.4939 0.7434 0.108 0.892
#> T48_CT_G07 2 0.2778 0.7916 0.048 0.952
#> T48_CT_G08 2 0.9866 -0.1666 0.432 0.568
#> T48_CT_G09 1 0.9754 0.5643 0.592 0.408
#> T48_CT_G10 1 0.9580 0.5433 0.620 0.380
#> T48_CT_G11 1 0.9815 0.5730 0.580 0.420
#> T48_CT_G12 2 0.3584 0.7827 0.068 0.932
#> T48_CT_H01 2 0.5408 0.7221 0.124 0.876
#> T48_CT_H02 1 0.7745 0.5918 0.772 0.228
#> T48_CT_H04 1 0.9775 0.5747 0.588 0.412
#> T48_CT_H05 2 0.3114 0.7890 0.056 0.944
#> T48_CT_H06 2 0.3274 0.7874 0.060 0.940
#> T48_CT_H07 1 0.9815 0.5730 0.580 0.420
#> T48_CT_H08 2 0.4939 0.7436 0.108 0.892
#> T48_CT_H11 1 0.9815 0.5730 0.580 0.420
#> T48_CT_H12 2 0.3879 0.7764 0.076 0.924
#> T72_CT_A01 1 0.7883 0.3491 0.764 0.236
#> T72_CT_A05 1 0.7815 0.3564 0.768 0.232
#> T72_CT_A08 1 0.0000 0.5077 1.000 0.000
#> T72_CT_A09 1 0.4022 0.4404 0.920 0.080
#> T72_CT_A11 1 0.4022 0.4404 0.920 0.080
#> T72_CT_B01 1 0.9710 0.0298 0.600 0.400
#> T72_CT_B02 1 0.0000 0.5077 1.000 0.000
#> T72_CT_B03 1 0.0000 0.5077 1.000 0.000
#> T72_CT_B04 1 0.0000 0.5077 1.000 0.000
#> T72_CT_B05 1 0.0000 0.5077 1.000 0.000
#> T72_CT_B06 1 0.0000 0.5077 1.000 0.000
#> T72_CT_B08 1 0.6343 0.4374 0.840 0.160
#> T72_CT_B09 1 0.3431 0.5224 0.936 0.064
#> T72_CT_B11 1 0.0000 0.5077 1.000 0.000
#> T72_CT_B12 1 0.4022 0.4404 0.920 0.080
#> T72_CT_C04 2 0.8661 0.4111 0.288 0.712
#> T72_CT_C06 1 0.0000 0.5077 1.000 0.000
#> T72_CT_C07 1 0.9933 0.4317 0.548 0.452
#> T72_CT_C09 1 0.0000 0.5077 1.000 0.000
#> T72_CT_C11 1 0.6343 0.4374 0.840 0.160
#> T72_CT_D01 1 0.4022 0.4404 0.920 0.080
#> T72_CT_D03 1 0.0000 0.5077 1.000 0.000
#> T72_CT_D04 1 0.4022 0.4404 0.920 0.080
#> T72_CT_D05 1 0.0000 0.5077 1.000 0.000
#> T72_CT_D07 1 0.0000 0.5077 1.000 0.000
#> T72_CT_D10 1 0.0000 0.5077 1.000 0.000
#> T72_CT_D11 1 0.0000 0.5077 1.000 0.000
#> T72_CT_E04 1 0.0000 0.5077 1.000 0.000
#> T72_CT_E05 1 0.4022 0.4404 0.920 0.080
#> T72_CT_E07 1 0.0000 0.5077 1.000 0.000
#> T72_CT_F01 1 0.4022 0.4404 0.920 0.080
#> T72_CT_F05 1 0.4298 0.4305 0.912 0.088
#> T72_CT_F07 1 0.0000 0.5077 1.000 0.000
#> T72_CT_F10 1 0.4022 0.4404 0.920 0.080
#> T72_CT_F11 1 0.7815 0.3564 0.768 0.232
#> T72_CT_G03 1 0.0000 0.5077 1.000 0.000
#> T72_CT_G04 1 0.0000 0.5077 1.000 0.000
#> T72_CT_G06 1 0.6343 0.4374 0.840 0.160
#> T72_CT_G08 1 0.1633 0.5032 0.976 0.024
#> T72_CT_G10 1 0.4022 0.4404 0.920 0.080
#> T72_CT_G11 1 0.2236 0.5161 0.964 0.036
#> T72_CT_H01 2 0.6623 0.5315 0.172 0.828
#> T72_CT_H03 1 0.4022 0.4404 0.920 0.080
#> T72_CT_H05 1 0.6343 0.4374 0.840 0.160
#> T72_CT_H08 1 0.6343 0.4374 0.840 0.160
#> T72_CT_H09 1 0.6343 0.4374 0.840 0.160
#> T72_CT_H10 1 0.0000 0.5077 1.000 0.000
#> T72_CT_H11 1 0.0000 0.5077 1.000 0.000
#> T72_CT_H12 1 0.4022 0.4404 0.920 0.080
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.5012 0.7528 0.008 0.204 0.788
#> T0_CT_A03 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_A06 3 0.1289 0.8172 0.000 0.032 0.968
#> T0_CT_A07 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9289 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_A11 3 0.7085 0.5396 0.356 0.032 0.612
#> T0_CT_B01 3 0.7158 0.3225 0.372 0.032 0.596
#> T0_CT_B03 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_B05 3 0.5803 0.5933 0.248 0.016 0.736
#> T0_CT_B07 3 0.3713 0.7900 0.076 0.032 0.892
#> T0_CT_B08 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_C03 1 0.6062 0.4405 0.616 0.000 0.384
#> T0_CT_C05 2 0.0892 0.9378 0.000 0.980 0.020
#> T0_CT_C06 1 0.5858 0.6786 0.740 0.020 0.240
#> T0_CT_C07 3 0.1711 0.8194 0.008 0.032 0.960
#> T0_CT_C08 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_C09 2 0.7890 -0.1507 0.056 0.512 0.432
#> T0_CT_C11 2 0.0000 0.9565 0.000 1.000 0.000
#> T0_CT_C12 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_D01 3 0.5247 0.7386 0.008 0.224 0.768
#> T0_CT_D02 3 0.1711 0.8194 0.008 0.032 0.960
#> T0_CT_D03 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_D05 3 0.7551 0.3187 0.372 0.048 0.580
#> T0_CT_D06 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_D07 3 0.1711 0.8194 0.008 0.032 0.960
#> T0_CT_D08 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_D09 2 0.0592 0.9457 0.000 0.988 0.012
#> T0_CT_D11 2 0.0000 0.9565 0.000 1.000 0.000
#> T0_CT_D12 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_E03 3 0.1711 0.8194 0.008 0.032 0.960
#> T0_CT_E04 2 0.3482 0.7993 0.000 0.872 0.128
#> T0_CT_E05 1 0.0000 0.9289 1.000 0.000 0.000
#> T0_CT_E06 3 0.1289 0.8172 0.000 0.032 0.968
#> T0_CT_E07 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_E10 3 0.7624 0.5252 0.052 0.368 0.580
#> T0_CT_E11 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_E12 3 0.1289 0.8172 0.000 0.032 0.968
#> T0_CT_F01 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_F05 3 0.4531 0.7342 0.008 0.168 0.824
#> T0_CT_F06 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_F07 3 0.2031 0.8182 0.016 0.032 0.952
#> T0_CT_F09 2 0.0000 0.9565 0.000 1.000 0.000
#> T0_CT_F11 3 0.1289 0.8172 0.000 0.032 0.968
#> T0_CT_F12 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_G02 3 0.6714 0.4902 0.296 0.032 0.672
#> T0_CT_G03 3 0.0592 0.8227 0.000 0.012 0.988
#> T0_CT_G04 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.8251 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9289 1.000 0.000 0.000
#> T0_CT_G11 3 0.6828 0.4677 0.312 0.032 0.656
#> T0_CT_H01 1 0.4178 0.7763 0.828 0.000 0.172
#> T0_CT_H02 2 0.5178 0.5695 0.000 0.744 0.256
#> T0_CT_H04 3 0.1289 0.8172 0.000 0.032 0.968
#> T0_CT_H05 3 0.7222 0.2736 0.388 0.032 0.580
#> T0_CT_H08 3 0.5627 0.6736 0.188 0.032 0.780
#> T0_CT_H09 3 0.7214 0.4453 0.324 0.044 0.632
#> T0_CT_H12 3 0.6714 0.4950 0.296 0.032 0.672
#> T24_CT_A01 1 0.4504 0.7476 0.804 0.000 0.196
#> T24_CT_A03 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_A04 2 0.0237 0.9531 0.000 0.996 0.004
#> T24_CT_A05 3 0.0000 0.8251 0.000 0.000 1.000
#> T24_CT_A07 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_A08 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_B03 1 0.7666 0.5066 0.636 0.288 0.076
#> T24_CT_B05 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_B06 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_B07 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_B08 2 0.0747 0.9425 0.016 0.984 0.000
#> T24_CT_B09 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.8251 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_C03 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_C07 2 0.0892 0.9385 0.020 0.980 0.000
#> T24_CT_C08 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_C09 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_C10 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_C11 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_C12 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_D01 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_D02 2 0.1163 0.9303 0.000 0.972 0.028
#> T24_CT_D03 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_D04 1 0.0592 0.9210 0.988 0.000 0.012
#> T24_CT_D05 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_D07 1 0.0237 0.9262 0.996 0.000 0.004
#> T24_CT_D08 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_D09 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_D10 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_D11 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_E01 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_E05 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_E07 1 0.1163 0.9070 0.972 0.000 0.028
#> T24_CT_E09 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_F01 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_F02 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_F03 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_F04 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_F05 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_F07 1 0.0237 0.9263 0.996 0.000 0.004
#> T24_CT_F08 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_F10 1 0.5551 0.6654 0.768 0.020 0.212
#> T24_CT_F11 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_F12 3 0.5268 0.7440 0.012 0.212 0.776
#> T24_CT_G01 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_G02 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_G04 1 0.9009 0.3408 0.560 0.204 0.236
#> T24_CT_G05 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_G06 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.9565 0.000 1.000 0.000
#> T24_CT_G11 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_G12 1 0.4452 0.7514 0.808 0.000 0.192
#> T24_CT_H01 3 0.0000 0.8251 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_H03 2 0.1399 0.9282 0.028 0.968 0.004
#> T24_CT_H05 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.9289 1.000 0.000 0.000
#> T24_CT_H12 1 0.1031 0.9122 0.976 0.000 0.024
#> T48_CT_A01 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_A02 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_A03 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_A05 1 0.5253 0.6987 0.792 0.020 0.188
#> T48_CT_A06 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_A07 3 0.4164 0.7843 0.008 0.144 0.848
#> T48_CT_A08 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_A09 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_A11 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_A12 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_B02 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_B03 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_B08 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_B11 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_B12 1 0.0424 0.9232 0.992 0.000 0.008
#> T48_CT_C01 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_C02 1 0.1529 0.8962 0.960 0.000 0.040
#> T48_CT_C03 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_C04 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_C05 1 0.7917 0.5592 0.664 0.184 0.152
#> T48_CT_C06 2 0.7828 0.0520 0.448 0.500 0.052
#> T48_CT_C07 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_C09 3 0.6779 0.3784 0.012 0.444 0.544
#> T48_CT_C10 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_D01 1 0.1964 0.8778 0.944 0.056 0.000
#> T48_CT_D02 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_D03 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_D04 1 0.7272 0.6151 0.700 0.204 0.096
#> T48_CT_D06 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_D07 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_D08 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_D10 1 0.0592 0.9202 0.988 0.000 0.012
#> T48_CT_D11 2 0.3267 0.8186 0.000 0.884 0.116
#> T48_CT_D12 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_E01 1 0.4750 0.6665 0.784 0.000 0.216
#> T48_CT_E02 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_E03 3 0.8941 0.5171 0.300 0.156 0.544
#> T48_CT_E04 1 0.0892 0.9136 0.980 0.000 0.020
#> T48_CT_E05 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_E06 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_E10 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_E12 3 0.4589 0.7684 0.008 0.172 0.820
#> T48_CT_F01 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_F02 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_F05 1 0.6825 0.0351 0.496 0.492 0.012
#> T48_CT_F07 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_F10 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_F11 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_G01 1 0.5397 0.6402 0.720 0.000 0.280
#> T48_CT_G02 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_G03 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_G07 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_G08 2 0.7660 0.2113 0.404 0.548 0.048
#> T48_CT_G09 1 0.9555 0.1467 0.480 0.232 0.288
#> T48_CT_G10 3 0.0000 0.8251 0.000 0.000 1.000
#> T48_CT_G11 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_H01 2 0.0237 0.9527 0.004 0.996 0.000
#> T48_CT_H02 3 0.5431 0.6742 0.284 0.000 0.716
#> T48_CT_H04 1 0.2066 0.8770 0.940 0.000 0.060
#> T48_CT_H05 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_H06 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_H07 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.9565 0.000 1.000 0.000
#> T48_CT_H11 1 0.0000 0.9289 1.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.9565 0.000 1.000 0.000
#> T72_CT_A01 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_A05 3 0.6262 0.6637 0.020 0.284 0.696
#> T72_CT_A08 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_A09 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_A11 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_B01 3 0.6460 0.3633 0.004 0.440 0.556
#> T72_CT_B02 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_B03 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_B04 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_B05 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_B06 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_B08 3 0.4749 0.7685 0.012 0.172 0.816
#> T72_CT_B09 1 0.6111 0.1944 0.604 0.000 0.396
#> T72_CT_B11 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_B12 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_C04 2 0.6057 0.3791 0.004 0.656 0.340
#> T72_CT_C06 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_C07 3 0.6019 0.6593 0.012 0.288 0.700
#> T72_CT_C09 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_C11 3 0.4749 0.7685 0.012 0.172 0.816
#> T72_CT_D01 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_D03 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_D04 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_D05 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_D07 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_D10 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_D11 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_E04 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_E05 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_E07 3 0.5722 0.7842 0.068 0.132 0.800
#> T72_CT_F01 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_F05 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_F07 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_F10 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_F11 3 0.5986 0.6635 0.012 0.284 0.704
#> T72_CT_G03 3 0.4796 0.7424 0.220 0.000 0.780
#> T72_CT_G04 3 0.4974 0.7268 0.236 0.000 0.764
#> T72_CT_G06 3 0.4861 0.7635 0.012 0.180 0.808
#> T72_CT_G08 3 0.5292 0.7671 0.028 0.172 0.800
#> T72_CT_G10 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_G11 1 0.6299 -0.1105 0.524 0.000 0.476
#> T72_CT_H01 2 0.4409 0.7355 0.004 0.824 0.172
#> T72_CT_H03 3 0.6507 0.6632 0.028 0.284 0.688
#> T72_CT_H05 3 0.4749 0.7685 0.012 0.172 0.816
#> T72_CT_H08 3 0.4749 0.7685 0.012 0.172 0.816
#> T72_CT_H09 3 0.4749 0.7685 0.012 0.172 0.816
#> T72_CT_H10 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_H11 3 0.4750 0.7460 0.216 0.000 0.784
#> T72_CT_H12 3 0.6507 0.6632 0.028 0.284 0.688
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.5991 0.75441 0.080 0.056 0.748 0.116
#> T0_CT_A03 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.3006 0.84165 0.092 0.008 0.888 0.012
#> T0_CT_A07 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_A11 1 0.8198 0.00229 0.432 0.024 0.352 0.192
#> T0_CT_B01 1 0.6380 0.13399 0.536 0.008 0.408 0.048
#> T0_CT_B03 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_B05 3 0.5880 0.67403 0.232 0.008 0.692 0.068
#> T0_CT_B07 3 0.4075 0.80358 0.128 0.008 0.832 0.032
#> T0_CT_B08 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.3367 0.81815 0.864 0.000 0.108 0.028
#> T0_CT_C05 2 0.1109 0.93044 0.028 0.968 0.004 0.000
#> T0_CT_C06 1 0.2433 0.87246 0.920 0.008 0.060 0.012
#> T0_CT_C07 3 0.3607 0.83017 0.096 0.008 0.864 0.032
#> T0_CT_C08 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_C09 2 0.9516 0.00975 0.328 0.352 0.168 0.152
#> T0_CT_C11 2 0.0336 0.94954 0.008 0.992 0.000 0.000
#> T0_CT_C12 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.6201 0.70995 0.044 0.152 0.724 0.080
#> T0_CT_D02 3 0.3853 0.82332 0.100 0.008 0.852 0.040
#> T0_CT_D03 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_D05 1 0.5755 0.48408 0.660 0.012 0.296 0.032
#> T0_CT_D06 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.3126 0.84021 0.092 0.008 0.884 0.016
#> T0_CT_D08 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.1118 0.92426 0.036 0.964 0.000 0.000
#> T0_CT_D11 2 0.0921 0.93235 0.028 0.972 0.000 0.000
#> T0_CT_D12 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.2674 0.85428 0.068 0.004 0.908 0.020
#> T0_CT_E04 2 0.2300 0.89385 0.028 0.924 0.048 0.000
#> T0_CT_E05 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T0_CT_E06 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E10 1 0.9756 0.00895 0.344 0.276 0.204 0.176
#> T0_CT_E11 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.2441 0.86084 0.056 0.004 0.920 0.020
#> T0_CT_F01 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_F05 3 0.4167 0.82565 0.084 0.032 0.848 0.036
#> T0_CT_F06 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.6220 0.63870 0.252 0.008 0.660 0.080
#> T0_CT_F09 2 0.0707 0.93975 0.020 0.980 0.000 0.000
#> T0_CT_F11 3 0.3093 0.84044 0.092 0.004 0.884 0.020
#> T0_CT_F12 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_G02 3 0.5958 0.49508 0.344 0.008 0.612 0.036
#> T0_CT_G03 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T0_CT_G09 1 0.0336 0.92356 0.992 0.000 0.000 0.008
#> T0_CT_G11 3 0.5865 0.39191 0.392 0.008 0.576 0.024
#> T0_CT_H01 1 0.0992 0.91504 0.976 0.004 0.008 0.012
#> T0_CT_H02 2 0.4951 0.65280 0.044 0.744 0.212 0.000
#> T0_CT_H04 3 0.2266 0.85141 0.084 0.004 0.912 0.000
#> T0_CT_H05 1 0.6076 -0.11062 0.484 0.008 0.480 0.028
#> T0_CT_H08 3 0.5811 0.62422 0.272 0.008 0.672 0.048
#> T0_CT_H09 3 0.6503 0.21525 0.440 0.016 0.504 0.040
#> T0_CT_H12 3 0.5837 0.61534 0.276 0.008 0.668 0.048
#> T24_CT_A01 1 0.1284 0.90709 0.964 0.000 0.024 0.012
#> T24_CT_A03 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_A04 2 0.1042 0.93592 0.020 0.972 0.008 0.000
#> T24_CT_A05 3 0.0817 0.87846 0.000 0.000 0.976 0.024
#> T24_CT_A07 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_B03 1 0.3447 0.81945 0.852 0.020 0.000 0.128
#> T24_CT_B05 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0188 0.95202 0.004 0.996 0.000 0.000
#> T24_CT_B09 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0188 0.95247 0.004 0.996 0.000 0.000
#> T24_CT_C03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_C07 2 0.0817 0.93598 0.024 0.976 0.000 0.000
#> T24_CT_C08 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_C09 2 0.0188 0.95247 0.004 0.996 0.000 0.000
#> T24_CT_C10 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_C11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_C12 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_D02 2 0.0921 0.93235 0.028 0.972 0.000 0.000
#> T24_CT_D03 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_D04 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_D08 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_D11 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_E01 1 0.0188 0.92564 0.996 0.000 0.000 0.004
#> T24_CT_E02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_E07 1 0.1576 0.89831 0.948 0.004 0.000 0.048
#> T24_CT_E09 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_F02 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_F03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_F04 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_F05 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_F07 1 0.1211 0.90441 0.960 0.000 0.000 0.040
#> T24_CT_F08 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_F09 2 0.0336 0.94951 0.008 0.992 0.000 0.000
#> T24_CT_F10 1 0.3047 0.83767 0.872 0.012 0.000 0.116
#> T24_CT_F11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_F12 3 0.8403 0.16358 0.040 0.380 0.408 0.172
#> T24_CT_G01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_G02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_G04 1 0.1975 0.89148 0.936 0.016 0.000 0.048
#> T24_CT_G05 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_G06 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T24_CT_G11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.0336 0.92316 0.992 0.000 0.000 0.008
#> T24_CT_H01 3 0.0000 0.89018 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.3751 0.71700 0.196 0.800 0.000 0.004
#> T24_CT_H05 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_A05 1 0.4661 0.65658 0.728 0.016 0.000 0.256
#> T48_CT_A06 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.3105 0.78594 0.000 0.004 0.856 0.140
#> T48_CT_A08 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_A09 1 0.0188 0.92564 0.996 0.000 0.000 0.004
#> T48_CT_A10 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_A12 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_B08 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_B12 1 0.1867 0.88226 0.928 0.000 0.000 0.072
#> T48_CT_C01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_C02 1 0.3550 0.83142 0.860 0.000 0.044 0.096
#> T48_CT_C03 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_C05 1 0.3335 0.82288 0.856 0.016 0.000 0.128
#> T48_CT_C06 1 0.6592 0.47232 0.600 0.284 0.000 0.116
#> T48_CT_C07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_C09 2 0.3962 0.77414 0.028 0.820 0.000 0.152
#> T48_CT_C10 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_D01 1 0.0188 0.92554 0.996 0.000 0.000 0.004
#> T48_CT_D02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_D03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_D04 1 0.1059 0.91186 0.972 0.016 0.000 0.012
#> T48_CT_D06 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_D08 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_D09 2 0.0336 0.94985 0.008 0.992 0.000 0.000
#> T48_CT_D10 1 0.0707 0.91633 0.980 0.000 0.000 0.020
#> T48_CT_D11 2 0.0921 0.93235 0.028 0.972 0.000 0.000
#> T48_CT_D12 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_E01 1 0.4844 0.58794 0.688 0.012 0.000 0.300
#> T48_CT_E02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_E03 1 0.4387 0.69551 0.752 0.012 0.000 0.236
#> T48_CT_E04 1 0.1940 0.87981 0.924 0.000 0.000 0.076
#> T48_CT_E05 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_E06 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_E10 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_E12 3 0.3300 0.77908 0.000 0.008 0.848 0.144
#> T48_CT_F01 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_F02 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_F05 1 0.3972 0.71935 0.788 0.204 0.000 0.008
#> T48_CT_F07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_F10 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_F11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.3335 0.79993 0.856 0.000 0.128 0.016
#> T48_CT_G02 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_G08 2 0.7221 0.30582 0.308 0.524 0.000 0.168
#> T48_CT_G09 1 0.5660 0.33686 0.576 0.028 0.000 0.396
#> T48_CT_G10 3 0.4907 0.26480 0.000 0.000 0.580 0.420
#> T48_CT_G11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_G12 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_H01 2 0.0469 0.94704 0.012 0.988 0.000 0.000
#> T48_CT_H02 4 0.4647 0.55836 0.288 0.008 0.000 0.704
#> T48_CT_H04 1 0.3734 0.82128 0.848 0.000 0.044 0.108
#> T48_CT_H05 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_H07 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_H08 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T48_CT_H11 1 0.0000 0.92757 1.000 0.000 0.000 0.000
#> T48_CT_H12 2 0.0000 0.95483 0.000 1.000 0.000 0.000
#> T72_CT_A01 4 0.3219 0.82054 0.000 0.164 0.000 0.836
#> T72_CT_A05 4 0.1970 0.92278 0.000 0.060 0.008 0.932
#> T72_CT_A08 4 0.1118 0.91661 0.036 0.000 0.000 0.964
#> T72_CT_A09 4 0.1389 0.92871 0.000 0.048 0.000 0.952
#> T72_CT_A11 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_B01 2 0.4877 0.26735 0.000 0.592 0.000 0.408
#> T72_CT_B02 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_B03 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_B04 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_B05 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_B06 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_B08 4 0.0927 0.93217 0.000 0.016 0.008 0.976
#> T72_CT_B09 1 0.4830 0.33808 0.608 0.000 0.000 0.392
#> T72_CT_B11 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_B12 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_C04 2 0.4483 0.57256 0.004 0.712 0.000 0.284
#> T72_CT_C06 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_C07 4 0.5143 0.18718 0.004 0.456 0.000 0.540
#> T72_CT_C09 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_C11 4 0.0927 0.93217 0.000 0.016 0.008 0.976
#> T72_CT_D01 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_D03 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_D04 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_D05 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_D07 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_D10 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_D11 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_E04 4 0.0707 0.92686 0.020 0.000 0.000 0.980
#> T72_CT_E05 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_E07 4 0.1042 0.92828 0.020 0.008 0.000 0.972
#> T72_CT_F01 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_F05 4 0.2868 0.85416 0.000 0.136 0.000 0.864
#> T72_CT_F07 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_F10 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_F11 4 0.1635 0.92878 0.000 0.044 0.008 0.948
#> T72_CT_G03 4 0.2647 0.83138 0.120 0.000 0.000 0.880
#> T72_CT_G04 4 0.3610 0.73134 0.200 0.000 0.000 0.800
#> T72_CT_G06 4 0.1890 0.92473 0.000 0.056 0.008 0.936
#> T72_CT_G08 4 0.1256 0.92461 0.028 0.008 0.000 0.964
#> T72_CT_G10 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_G11 1 0.4866 0.31214 0.596 0.000 0.000 0.404
#> T72_CT_H01 2 0.3392 0.81926 0.020 0.856 0.000 0.124
#> T72_CT_H03 4 0.1637 0.92500 0.000 0.060 0.000 0.940
#> T72_CT_H05 4 0.2198 0.88630 0.000 0.008 0.072 0.920
#> T72_CT_H08 4 0.1890 0.90157 0.000 0.008 0.056 0.936
#> T72_CT_H09 4 0.1557 0.90222 0.000 0.000 0.056 0.944
#> T72_CT_H10 4 0.0707 0.92686 0.020 0.000 0.000 0.980
#> T72_CT_H11 4 0.0000 0.93278 0.000 0.000 0.000 1.000
#> T72_CT_H12 4 0.1637 0.92500 0.000 0.060 0.000 0.940
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 4 0.5617 0.5302 0.000 0.076 0.256 0.648 0.020
#> T0_CT_A03 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 4 0.4321 0.3107 0.000 0.000 0.396 0.600 0.004
#> T0_CT_A07 3 0.1121 0.9010 0.000 0.000 0.956 0.044 0.000
#> T0_CT_A08 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.2020 0.8512 0.000 0.000 0.900 0.100 0.000
#> T0_CT_A11 4 0.5747 0.5465 0.092 0.004 0.100 0.716 0.088
#> T0_CT_B01 4 0.4988 0.5637 0.084 0.000 0.192 0.716 0.008
#> T0_CT_B03 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 4 0.5131 0.4701 0.048 0.000 0.296 0.648 0.008
#> T0_CT_B07 4 0.4502 0.4551 0.012 0.000 0.312 0.668 0.008
#> T0_CT_B08 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.0404 0.9198 0.000 0.000 0.988 0.012 0.000
#> T0_CT_C02 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C03 1 0.6440 0.4788 0.608 0.000 0.184 0.172 0.036
#> T0_CT_C05 2 0.1732 0.9058 0.000 0.920 0.000 0.080 0.000
#> T0_CT_C06 4 0.5314 0.4983 0.208 0.000 0.100 0.684 0.008
#> T0_CT_C07 4 0.4166 0.3977 0.000 0.000 0.348 0.648 0.004
#> T0_CT_C08 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 4 0.6975 0.3947 0.008 0.316 0.088 0.528 0.060
#> T0_CT_C11 2 0.0703 0.9453 0.000 0.976 0.000 0.024 0.000
#> T0_CT_C12 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 4 0.5801 0.5360 0.000 0.104 0.244 0.636 0.016
#> T0_CT_D02 4 0.4268 0.4037 0.000 0.000 0.344 0.648 0.008
#> T0_CT_D03 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 4 0.4626 0.5783 0.084 0.000 0.152 0.756 0.008
#> T0_CT_D06 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D07 4 0.4151 0.4045 0.000 0.000 0.344 0.652 0.004
#> T0_CT_D08 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D09 2 0.2416 0.8761 0.000 0.888 0.012 0.100 0.000
#> T0_CT_D11 2 0.1952 0.8997 0.000 0.912 0.004 0.084 0.000
#> T0_CT_D12 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 4 0.4310 0.3090 0.000 0.000 0.392 0.604 0.004
#> T0_CT_E04 2 0.2248 0.8886 0.000 0.900 0.012 0.088 0.000
#> T0_CT_E05 1 0.2771 0.8923 0.860 0.000 0.000 0.128 0.012
#> T0_CT_E06 3 0.3684 0.5950 0.000 0.000 0.720 0.280 0.000
#> T0_CT_E07 3 0.0880 0.9099 0.000 0.000 0.968 0.032 0.000
#> T0_CT_E08 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.3274 0.6797 0.000 0.000 0.780 0.220 0.000
#> T0_CT_E10 4 0.7009 0.4246 0.008 0.272 0.092 0.556 0.072
#> T0_CT_E11 3 0.0609 0.9174 0.000 0.000 0.980 0.020 0.000
#> T0_CT_E12 4 0.4383 0.2399 0.000 0.000 0.424 0.572 0.004
#> T0_CT_F01 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.1121 0.9009 0.000 0.000 0.956 0.044 0.000
#> T0_CT_F03 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 4 0.6784 0.4497 0.000 0.148 0.296 0.524 0.032
#> T0_CT_F06 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 4 0.4134 0.5040 0.008 0.000 0.264 0.720 0.008
#> T0_CT_F09 2 0.1121 0.9343 0.000 0.956 0.000 0.044 0.000
#> T0_CT_F11 4 0.4283 0.4043 0.000 0.000 0.348 0.644 0.008
#> T0_CT_F12 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 4 0.5351 0.4799 0.068 0.000 0.280 0.644 0.008
#> T0_CT_G03 3 0.3636 0.6107 0.000 0.000 0.728 0.272 0.000
#> T0_CT_G04 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.0000 0.9279 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G09 1 0.2964 0.8948 0.856 0.000 0.000 0.120 0.024
#> T0_CT_G11 4 0.5279 0.4931 0.076 0.000 0.268 0.652 0.004
#> T0_CT_H01 4 0.5944 0.2322 0.352 0.000 0.084 0.552 0.012
#> T0_CT_H02 2 0.5470 0.4469 0.000 0.640 0.080 0.272 0.008
#> T0_CT_H04 4 0.4273 0.1761 0.000 0.000 0.448 0.552 0.000
#> T0_CT_H05 4 0.5344 0.5121 0.092 0.000 0.244 0.660 0.004
#> T0_CT_H08 4 0.4405 0.5096 0.020 0.000 0.260 0.712 0.008
#> T0_CT_H09 4 0.4309 0.5817 0.052 0.000 0.148 0.784 0.016
#> T0_CT_H12 4 0.5195 0.4692 0.052 0.000 0.296 0.644 0.008
#> T24_CT_A01 1 0.5104 0.6979 0.740 0.000 0.128 0.104 0.028
#> T24_CT_A03 2 0.0510 0.9472 0.000 0.984 0.000 0.016 0.000
#> T24_CT_A04 2 0.1341 0.9260 0.000 0.944 0.000 0.056 0.000
#> T24_CT_A05 3 0.2625 0.8259 0.000 0.000 0.876 0.108 0.016
#> T24_CT_A07 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T24_CT_A08 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.2674 0.8953 0.868 0.000 0.000 0.120 0.012
#> T24_CT_B01 1 0.2522 0.8993 0.880 0.000 0.000 0.108 0.012
#> T24_CT_B02 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B03 4 0.3983 0.5363 0.080 0.052 0.004 0.832 0.032
#> T24_CT_B05 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T24_CT_B06 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T24_CT_B07 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.1168 0.9439 0.008 0.960 0.000 0.032 0.000
#> T24_CT_B09 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0162 0.9260 0.000 0.000 0.996 0.004 0.000
#> T24_CT_C01 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.2068 0.8790 0.004 0.904 0.000 0.092 0.000
#> T24_CT_C03 1 0.2305 0.9046 0.896 0.000 0.000 0.092 0.012
#> T24_CT_C05 2 0.0671 0.9489 0.004 0.980 0.000 0.016 0.000
#> T24_CT_C07 2 0.1410 0.9138 0.000 0.940 0.000 0.060 0.000
#> T24_CT_C08 2 0.0510 0.9472 0.000 0.984 0.000 0.016 0.000
#> T24_CT_C09 2 0.2439 0.8443 0.004 0.876 0.000 0.120 0.000
#> T24_CT_C10 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C11 1 0.3280 0.8718 0.824 0.000 0.004 0.160 0.012
#> T24_CT_C12 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T24_CT_D01 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T24_CT_D02 2 0.2929 0.7838 0.000 0.820 0.000 0.180 0.000
#> T24_CT_D03 2 0.0703 0.9442 0.000 0.976 0.000 0.024 0.000
#> T24_CT_D04 1 0.0290 0.9132 0.992 0.000 0.000 0.000 0.008
#> T24_CT_D05 1 0.3476 0.8557 0.804 0.000 0.000 0.176 0.020
#> T24_CT_D06 1 0.1043 0.9137 0.960 0.000 0.000 0.040 0.000
#> T24_CT_D07 1 0.4217 0.7562 0.732 0.000 0.012 0.244 0.012
#> T24_CT_D08 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T24_CT_D09 2 0.0794 0.9422 0.000 0.972 0.000 0.028 0.000
#> T24_CT_D10 2 0.0609 0.9458 0.000 0.980 0.000 0.020 0.000
#> T24_CT_D11 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T24_CT_E01 1 0.2193 0.9044 0.900 0.000 0.000 0.092 0.008
#> T24_CT_E02 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T24_CT_E05 1 0.0290 0.9132 0.992 0.000 0.000 0.000 0.008
#> T24_CT_E07 4 0.4581 0.4037 0.268 0.000 0.004 0.696 0.032
#> T24_CT_E09 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T24_CT_F01 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T24_CT_F02 2 0.0703 0.9442 0.000 0.976 0.000 0.024 0.000
#> T24_CT_F03 1 0.2674 0.8953 0.868 0.000 0.000 0.120 0.012
#> T24_CT_F04 1 0.2953 0.8845 0.844 0.000 0.000 0.144 0.012
#> T24_CT_F05 1 0.2624 0.8967 0.872 0.000 0.000 0.116 0.012
#> T24_CT_F07 1 0.3106 0.8835 0.840 0.000 0.000 0.140 0.020
#> T24_CT_F08 1 0.0771 0.9151 0.976 0.000 0.000 0.020 0.004
#> T24_CT_F09 2 0.0963 0.9388 0.000 0.964 0.000 0.036 0.000
#> T24_CT_F10 4 0.3814 0.5159 0.116 0.000 0.004 0.816 0.064
#> T24_CT_F11 1 0.2723 0.8939 0.864 0.000 0.000 0.124 0.012
#> T24_CT_F12 4 0.4622 0.5270 0.000 0.164 0.068 0.756 0.012
#> T24_CT_G01 2 0.0609 0.9458 0.000 0.980 0.000 0.020 0.000
#> T24_CT_G02 1 0.0290 0.9132 0.992 0.000 0.000 0.000 0.008
#> T24_CT_G03 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 4 0.2881 0.5408 0.092 0.000 0.008 0.876 0.024
#> T24_CT_G05 2 0.0451 0.9510 0.004 0.988 0.000 0.008 0.000
#> T24_CT_G06 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0162 0.9142 0.996 0.000 0.000 0.000 0.004
#> T24_CT_G10 2 0.0798 0.9459 0.016 0.976 0.000 0.008 0.000
#> T24_CT_G11 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.3201 0.8464 0.872 0.000 0.064 0.036 0.028
#> T24_CT_H01 3 0.0404 0.9225 0.000 0.000 0.988 0.012 0.000
#> T24_CT_H02 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.2227 0.9015 0.048 0.916 0.004 0.032 0.000
#> T24_CT_H05 1 0.2674 0.8953 0.868 0.000 0.000 0.120 0.012
#> T24_CT_H07 1 0.1764 0.9105 0.928 0.000 0.000 0.064 0.008
#> T24_CT_H09 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0290 0.9132 0.992 0.000 0.000 0.000 0.008
#> T48_CT_A01 2 0.0992 0.9465 0.008 0.968 0.000 0.024 0.000
#> T48_CT_A02 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_A05 4 0.3397 0.5247 0.068 0.004 0.000 0.848 0.080
#> T48_CT_A06 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.5727 0.4076 0.000 0.044 0.640 0.268 0.048
#> T48_CT_A08 2 0.0324 0.9513 0.004 0.992 0.000 0.004 0.000
#> T48_CT_A09 1 0.2416 0.9010 0.888 0.000 0.000 0.100 0.012
#> T48_CT_A10 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_A11 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_A12 1 0.2674 0.8953 0.868 0.000 0.000 0.120 0.012
#> T48_CT_B01 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_B02 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0404 0.9119 0.988 0.000 0.000 0.000 0.012
#> T48_CT_B06 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_B08 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_B11 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_B12 1 0.3454 0.8669 0.816 0.000 0.000 0.156 0.028
#> T48_CT_C01 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_C02 1 0.2347 0.8780 0.912 0.000 0.016 0.016 0.056
#> T48_CT_C03 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 4 0.3665 0.5335 0.096 0.024 0.004 0.844 0.032
#> T48_CT_C06 4 0.4153 0.5205 0.032 0.128 0.000 0.804 0.036
#> T48_CT_C07 1 0.2909 0.8867 0.848 0.000 0.000 0.140 0.012
#> T48_CT_C09 4 0.4576 0.4481 0.000 0.268 0.000 0.692 0.040
#> T48_CT_C10 1 0.1282 0.9131 0.952 0.000 0.000 0.044 0.004
#> T48_CT_C11 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_D01 4 0.5042 -0.1136 0.460 0.000 0.004 0.512 0.024
#> T48_CT_D02 1 0.2909 0.8868 0.848 0.000 0.000 0.140 0.012
#> T48_CT_D03 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 4 0.3264 0.5162 0.164 0.000 0.016 0.820 0.000
#> T48_CT_D06 2 0.0671 0.9487 0.004 0.980 0.000 0.016 0.000
#> T48_CT_D07 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_D08 1 0.0162 0.9151 0.996 0.000 0.000 0.000 0.004
#> T48_CT_D09 2 0.1300 0.9337 0.028 0.956 0.000 0.016 0.000
#> T48_CT_D10 1 0.4000 0.7915 0.748 0.000 0.000 0.228 0.024
#> T48_CT_D11 2 0.4350 0.3130 0.000 0.588 0.000 0.408 0.004
#> T48_CT_D12 1 0.0609 0.9088 0.980 0.000 0.000 0.000 0.020
#> T48_CT_E01 4 0.3517 0.5166 0.068 0.000 0.000 0.832 0.100
#> T48_CT_E02 1 0.2771 0.8923 0.860 0.000 0.000 0.128 0.012
#> T48_CT_E03 4 0.3012 0.5335 0.052 0.000 0.004 0.872 0.072
#> T48_CT_E04 1 0.3639 0.8409 0.792 0.000 0.000 0.184 0.024
#> T48_CT_E05 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_E06 1 0.0794 0.9052 0.972 0.000 0.000 0.000 0.028
#> T48_CT_E07 1 0.0162 0.9139 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E08 2 0.0000 0.9495 0.000 1.000 0.000 0.000 0.000
#> T48_CT_E10 1 0.0000 0.9150 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.1043 0.9132 0.960 0.000 0.000 0.040 0.000
#> T48_CT_E12 3 0.5596 0.2097 0.000 0.064 0.600 0.324 0.012
#> T48_CT_F01 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_F02 1 0.2771 0.8923 0.860 0.000 0.000 0.128 0.012
#> T48_CT_F03 1 0.2674 0.8953 0.868 0.000 0.000 0.120 0.012
#> T48_CT_F05 4 0.6864 0.1587 0.124 0.404 0.016 0.444 0.012
#> T48_CT_F07 1 0.1894 0.9077 0.920 0.000 0.000 0.072 0.008
#> T48_CT_F09 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_F10 1 0.2864 0.8893 0.852 0.000 0.000 0.136 0.012
#> T48_CT_F11 1 0.0609 0.9088 0.980 0.000 0.000 0.000 0.020
#> T48_CT_G01 1 0.4448 0.7250 0.780 0.000 0.148 0.036 0.036
#> T48_CT_G02 2 0.0771 0.9474 0.004 0.976 0.000 0.020 0.000
#> T48_CT_G03 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_G07 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_G08 4 0.4421 0.4662 0.004 0.268 0.000 0.704 0.024
#> T48_CT_G09 4 0.3880 0.5221 0.040 0.040 0.000 0.832 0.088
#> T48_CT_G10 3 0.4026 0.6173 0.000 0.000 0.736 0.020 0.244
#> T48_CT_G11 1 0.2966 0.8889 0.848 0.000 0.000 0.136 0.016
#> T48_CT_G12 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_H01 2 0.2416 0.8804 0.012 0.888 0.000 0.100 0.000
#> T48_CT_H02 4 0.3783 0.4152 0.008 0.000 0.000 0.740 0.252
#> T48_CT_H04 1 0.2869 0.8695 0.888 0.000 0.016 0.040 0.056
#> T48_CT_H05 2 0.0162 0.9514 0.004 0.996 0.000 0.000 0.000
#> T48_CT_H06 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T48_CT_H07 1 0.3039 0.8802 0.836 0.000 0.000 0.152 0.012
#> T48_CT_H08 2 0.1671 0.9034 0.000 0.924 0.000 0.076 0.000
#> T48_CT_H11 1 0.2953 0.8845 0.844 0.000 0.000 0.144 0.012
#> T48_CT_H12 2 0.0290 0.9510 0.008 0.992 0.000 0.000 0.000
#> T72_CT_A01 4 0.6080 0.0859 0.000 0.136 0.000 0.520 0.344
#> T72_CT_A05 4 0.6129 -0.1041 0.000 0.128 0.000 0.452 0.420
#> T72_CT_A08 5 0.1251 0.7690 0.036 0.000 0.000 0.008 0.956
#> T72_CT_A09 4 0.6130 -0.1152 0.000 0.128 0.000 0.448 0.424
#> T72_CT_A11 5 0.6130 0.1380 0.000 0.128 0.000 0.424 0.448
#> T72_CT_B01 4 0.6736 0.0982 0.000 0.344 0.000 0.396 0.260
#> T72_CT_B02 5 0.0579 0.7856 0.008 0.000 0.000 0.008 0.984
#> T72_CT_B03 5 0.0510 0.7844 0.000 0.000 0.000 0.016 0.984
#> T72_CT_B04 5 0.0579 0.7856 0.008 0.000 0.000 0.008 0.984
#> T72_CT_B05 5 0.0290 0.7849 0.000 0.000 0.000 0.008 0.992
#> T72_CT_B06 5 0.0579 0.7856 0.008 0.000 0.000 0.008 0.984
#> T72_CT_B08 5 0.5620 0.4426 0.000 0.120 0.000 0.264 0.616
#> T72_CT_B09 1 0.4182 0.2651 0.600 0.000 0.000 0.000 0.400
#> T72_CT_B11 5 0.0451 0.7853 0.004 0.000 0.000 0.008 0.988
#> T72_CT_B12 5 0.6130 0.1380 0.000 0.128 0.000 0.424 0.448
#> T72_CT_C04 4 0.4546 0.0994 0.000 0.460 0.000 0.532 0.008
#> T72_CT_C06 5 0.0290 0.7849 0.000 0.000 0.000 0.008 0.992
#> T72_CT_C07 4 0.4434 0.4719 0.000 0.208 0.000 0.736 0.056
#> T72_CT_C09 5 0.0290 0.7849 0.000 0.000 0.000 0.008 0.992
#> T72_CT_C11 5 0.4901 0.5888 0.000 0.096 0.000 0.196 0.708
#> T72_CT_D01 4 0.6132 -0.1360 0.000 0.128 0.000 0.440 0.432
#> T72_CT_D03 5 0.0703 0.7826 0.000 0.000 0.000 0.024 0.976
#> T72_CT_D04 4 0.6129 -0.1041 0.000 0.128 0.000 0.452 0.420
#> T72_CT_D05 5 0.0579 0.7856 0.008 0.000 0.000 0.008 0.984
#> T72_CT_D07 5 0.0451 0.7849 0.004 0.000 0.000 0.008 0.988
#> T72_CT_D10 5 0.0290 0.7849 0.000 0.000 0.000 0.008 0.992
#> T72_CT_D11 5 0.0579 0.7856 0.008 0.000 0.000 0.008 0.984
#> T72_CT_E04 5 0.1648 0.7651 0.040 0.000 0.000 0.020 0.940
#> T72_CT_E05 5 0.6130 0.1380 0.000 0.128 0.000 0.424 0.448
#> T72_CT_E07 5 0.4242 0.3047 0.000 0.000 0.000 0.428 0.572
#> T72_CT_F01 4 0.6097 -0.1079 0.000 0.124 0.000 0.456 0.420
#> T72_CT_F05 4 0.6124 -0.0842 0.000 0.128 0.000 0.460 0.412
#> T72_CT_F07 5 0.0451 0.7849 0.004 0.000 0.000 0.008 0.988
#> T72_CT_F10 4 0.6129 -0.1041 0.000 0.128 0.000 0.452 0.420
#> T72_CT_F11 4 0.6129 -0.1041 0.000 0.128 0.000 0.452 0.420
#> T72_CT_G03 5 0.2707 0.6908 0.132 0.000 0.000 0.008 0.860
#> T72_CT_G04 5 0.3388 0.6124 0.200 0.000 0.000 0.008 0.792
#> T72_CT_G06 4 0.6244 -0.0242 0.000 0.128 0.004 0.480 0.388
#> T72_CT_G08 4 0.4452 -0.2054 0.004 0.000 0.000 0.500 0.496
#> T72_CT_G10 4 0.6132 -0.1358 0.000 0.128 0.000 0.440 0.432
#> T72_CT_G11 1 0.5751 0.3251 0.540 0.000 0.000 0.096 0.364
#> T72_CT_H01 2 0.4443 0.1147 0.000 0.524 0.000 0.472 0.004
#> T72_CT_H03 5 0.6127 0.1552 0.000 0.128 0.000 0.416 0.456
#> T72_CT_H05 5 0.5591 0.5761 0.000 0.036 0.064 0.228 0.672
#> T72_CT_H08 5 0.5917 0.4981 0.000 0.052 0.048 0.280 0.620
#> T72_CT_H09 5 0.4036 0.6857 0.000 0.000 0.068 0.144 0.788
#> T72_CT_H10 5 0.1582 0.7733 0.028 0.000 0.000 0.028 0.944
#> T72_CT_H11 5 0.1124 0.7807 0.004 0.000 0.000 0.036 0.960
#> T72_CT_H12 5 0.6130 0.1380 0.000 0.128 0.000 0.424 0.448
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 6 0.4938 0.5861 0.000 0.128 0.128 0.016 0.012 0.716
#> T0_CT_A03 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_A05 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 6 0.4507 0.4626 0.000 0.000 0.268 0.000 0.068 0.664
#> T0_CT_A07 3 0.1116 0.8848 0.000 0.000 0.960 0.008 0.004 0.028
#> T0_CT_A08 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.3388 0.7458 0.000 0.000 0.792 0.000 0.036 0.172
#> T0_CT_A11 6 0.4834 0.5501 0.132 0.000 0.008 0.064 0.056 0.740
#> T0_CT_B01 6 0.3783 0.6163 0.040 0.000 0.072 0.008 0.056 0.824
#> T0_CT_B03 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 6 0.4670 0.5828 0.036 0.000 0.148 0.004 0.072 0.740
#> T0_CT_B07 6 0.4606 0.5412 0.016 0.000 0.200 0.004 0.064 0.716
#> T0_CT_B08 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B09 3 0.0146 0.9007 0.000 0.000 0.996 0.000 0.004 0.000
#> T0_CT_C02 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C03 1 0.6011 0.3849 0.596 0.000 0.084 0.004 0.076 0.240
#> T0_CT_C05 2 0.3607 0.5314 0.000 0.652 0.000 0.000 0.000 0.348
#> T0_CT_C06 6 0.4609 0.5891 0.120 0.000 0.012 0.012 0.112 0.744
#> T0_CT_C07 6 0.4507 0.4835 0.004 0.000 0.252 0.000 0.064 0.680
#> T0_CT_C08 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_C09 6 0.4508 0.5324 0.000 0.212 0.004 0.032 0.032 0.720
#> T0_CT_C11 2 0.3464 0.5957 0.000 0.688 0.000 0.000 0.000 0.312
#> T0_CT_C12 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_D01 6 0.5016 0.5587 0.000 0.188 0.096 0.016 0.008 0.692
#> T0_CT_D02 6 0.4414 0.4778 0.000 0.000 0.260 0.000 0.064 0.676
#> T0_CT_D03 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D05 6 0.3860 0.6121 0.060 0.000 0.032 0.008 0.084 0.816
#> T0_CT_D06 3 0.0547 0.8989 0.000 0.000 0.980 0.000 0.000 0.020
#> T0_CT_D07 6 0.4491 0.4992 0.004 0.000 0.240 0.000 0.068 0.688
#> T0_CT_D08 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_D09 2 0.3841 0.4532 0.000 0.616 0.000 0.000 0.004 0.380
#> T0_CT_D11 2 0.3607 0.5314 0.000 0.652 0.000 0.000 0.000 0.348
#> T0_CT_D12 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_E01 3 0.0458 0.9005 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_E03 6 0.4805 0.4113 0.004 0.000 0.292 0.000 0.072 0.632
#> T0_CT_E04 2 0.3647 0.5115 0.000 0.640 0.000 0.000 0.000 0.360
#> T0_CT_E05 5 0.2668 0.8829 0.168 0.004 0.000 0.000 0.828 0.000
#> T0_CT_E06 3 0.4573 0.3689 0.000 0.000 0.584 0.000 0.044 0.372
#> T0_CT_E07 3 0.2234 0.8225 0.000 0.000 0.872 0.000 0.004 0.124
#> T0_CT_E08 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E09 3 0.3446 0.5619 0.000 0.000 0.692 0.000 0.000 0.308
#> T0_CT_E10 6 0.4424 0.5393 0.000 0.200 0.004 0.032 0.032 0.732
#> T0_CT_E11 3 0.1082 0.8851 0.000 0.000 0.956 0.000 0.004 0.040
#> T0_CT_E12 6 0.4855 0.2240 0.000 0.000 0.380 0.000 0.064 0.556
#> T0_CT_F01 3 0.0260 0.9030 0.000 0.000 0.992 0.000 0.000 0.008
#> T0_CT_F02 3 0.2006 0.8438 0.000 0.000 0.904 0.000 0.016 0.080
#> T0_CT_F03 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F04 3 0.0260 0.9030 0.000 0.000 0.992 0.000 0.000 0.008
#> T0_CT_F05 6 0.5617 0.5582 0.000 0.188 0.140 0.020 0.012 0.640
#> T0_CT_F06 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F07 6 0.4264 0.6038 0.024 0.000 0.128 0.004 0.072 0.772
#> T0_CT_F09 2 0.3547 0.5599 0.000 0.668 0.000 0.000 0.000 0.332
#> T0_CT_F11 6 0.4505 0.4650 0.000 0.000 0.272 0.004 0.056 0.668
#> T0_CT_F12 3 0.0363 0.9019 0.000 0.000 0.988 0.000 0.000 0.012
#> T0_CT_G01 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_G02 6 0.4536 0.5970 0.048 0.000 0.128 0.000 0.072 0.752
#> T0_CT_G03 3 0.4482 0.4734 0.000 0.000 0.628 0.000 0.048 0.324
#> T0_CT_G04 3 0.0458 0.9005 0.000 0.000 0.984 0.000 0.000 0.016
#> T0_CT_G07 3 0.0000 0.9028 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 3 0.0146 0.9037 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_G09 5 0.4245 0.6772 0.376 0.004 0.000 0.016 0.604 0.000
#> T0_CT_G11 6 0.4596 0.5973 0.052 0.000 0.128 0.000 0.072 0.748
#> T0_CT_H01 6 0.5898 0.3607 0.256 0.000 0.008 0.012 0.160 0.564
#> T0_CT_H02 6 0.4776 0.0385 0.000 0.448 0.028 0.000 0.012 0.512
#> T0_CT_H04 6 0.4750 0.3274 0.000 0.000 0.340 0.000 0.064 0.596
#> T0_CT_H05 6 0.4484 0.6083 0.052 0.000 0.112 0.000 0.076 0.760
#> T0_CT_H08 6 0.4250 0.6015 0.024 0.000 0.132 0.004 0.068 0.772
#> T0_CT_H09 6 0.3222 0.6148 0.036 0.000 0.068 0.004 0.036 0.856
#> T0_CT_H12 6 0.4536 0.5970 0.048 0.000 0.128 0.000 0.072 0.752
#> T24_CT_A01 1 0.5210 0.4961 0.672 0.000 0.036 0.004 0.076 0.212
#> T24_CT_A03 2 0.1010 0.8747 0.000 0.960 0.000 0.000 0.004 0.036
#> T24_CT_A04 2 0.3578 0.5474 0.000 0.660 0.000 0.000 0.000 0.340
#> T24_CT_A05 3 0.3976 0.6973 0.000 0.000 0.748 0.004 0.052 0.196
#> T24_CT_A07 2 0.0363 0.8814 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_A08 1 0.0260 0.9116 0.992 0.000 0.000 0.000 0.008 0.000
#> T24_CT_A09 1 0.0713 0.8974 0.972 0.000 0.000 0.000 0.028 0.000
#> T24_CT_A10 5 0.2805 0.8804 0.184 0.004 0.000 0.000 0.812 0.000
#> T24_CT_B01 5 0.3288 0.8227 0.276 0.000 0.000 0.000 0.724 0.000
#> T24_CT_B02 1 0.0260 0.9118 0.992 0.000 0.000 0.000 0.008 0.000
#> T24_CT_B03 6 0.5105 0.5434 0.008 0.084 0.000 0.012 0.236 0.660
#> T24_CT_B05 2 0.0363 0.8814 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_B06 2 0.1074 0.8716 0.000 0.960 0.000 0.000 0.028 0.012
#> T24_CT_B07 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.2191 0.8285 0.000 0.876 0.000 0.000 0.004 0.120
#> T24_CT_B09 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0603 0.8989 0.000 0.000 0.980 0.000 0.004 0.016
#> T24_CT_C01 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.2946 0.7645 0.000 0.808 0.000 0.004 0.004 0.184
#> T24_CT_C03 5 0.3050 0.8438 0.236 0.000 0.000 0.000 0.764 0.000
#> T24_CT_C05 2 0.1765 0.8468 0.000 0.904 0.000 0.000 0.000 0.096
#> T24_CT_C07 2 0.2219 0.7994 0.000 0.864 0.000 0.000 0.000 0.136
#> T24_CT_C08 2 0.1387 0.8617 0.000 0.932 0.000 0.000 0.000 0.068
#> T24_CT_C09 2 0.3954 0.4565 0.000 0.620 0.000 0.004 0.004 0.372
#> T24_CT_C10 1 0.0363 0.9092 0.988 0.000 0.000 0.000 0.012 0.000
#> T24_CT_C11 6 0.6035 -0.1078 0.208 0.004 0.000 0.000 0.372 0.416
#> T24_CT_C12 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_D01 2 0.0458 0.8789 0.000 0.984 0.000 0.000 0.016 0.000
#> T24_CT_D02 2 0.3684 0.4776 0.000 0.628 0.000 0.000 0.000 0.372
#> T24_CT_D03 2 0.3151 0.6886 0.000 0.748 0.000 0.000 0.000 0.252
#> T24_CT_D04 1 0.0748 0.9027 0.976 0.000 0.004 0.000 0.016 0.004
#> T24_CT_D05 5 0.4854 0.6645 0.328 0.000 0.000 0.016 0.612 0.044
#> T24_CT_D06 1 0.3684 0.0744 0.628 0.000 0.000 0.000 0.372 0.000
#> T24_CT_D07 5 0.5934 0.5833 0.284 0.004 0.000 0.016 0.544 0.152
#> T24_CT_D08 2 0.0260 0.8789 0.000 0.992 0.000 0.000 0.000 0.008
#> T24_CT_D09 2 0.2562 0.7852 0.000 0.828 0.000 0.000 0.000 0.172
#> T24_CT_D10 2 0.1610 0.8520 0.000 0.916 0.000 0.000 0.000 0.084
#> T24_CT_D11 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_E01 5 0.3989 0.5062 0.468 0.004 0.000 0.000 0.528 0.000
#> T24_CT_E02 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_E04 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_E05 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 6 0.4905 0.5183 0.088 0.004 0.000 0.008 0.228 0.672
#> T24_CT_E09 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_E11 1 0.0713 0.8974 0.972 0.000 0.000 0.000 0.028 0.000
#> T24_CT_E12 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_F01 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_F02 2 0.2730 0.7647 0.000 0.808 0.000 0.000 0.000 0.192
#> T24_CT_F03 5 0.2738 0.8822 0.176 0.004 0.000 0.000 0.820 0.000
#> T24_CT_F04 5 0.2809 0.8825 0.168 0.004 0.000 0.000 0.824 0.004
#> T24_CT_F05 5 0.3508 0.8055 0.292 0.004 0.000 0.000 0.704 0.000
#> T24_CT_F07 5 0.3222 0.8700 0.152 0.004 0.012 0.000 0.820 0.012
#> T24_CT_F08 1 0.1411 0.8628 0.936 0.000 0.000 0.004 0.060 0.000
#> T24_CT_F09 2 0.3175 0.6826 0.000 0.744 0.000 0.000 0.000 0.256
#> T24_CT_F10 6 0.4644 0.5633 0.036 0.004 0.000 0.036 0.212 0.712
#> T24_CT_F11 5 0.2668 0.8829 0.168 0.004 0.000 0.000 0.828 0.000
#> T24_CT_F12 6 0.3497 0.5228 0.000 0.224 0.004 0.004 0.008 0.760
#> T24_CT_G01 2 0.1765 0.8460 0.000 0.904 0.000 0.000 0.000 0.096
#> T24_CT_G02 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_G04 6 0.4286 0.5804 0.020 0.024 0.000 0.012 0.204 0.740
#> T24_CT_G05 2 0.0632 0.8775 0.000 0.976 0.000 0.000 0.000 0.024
#> T24_CT_G06 1 0.0260 0.9116 0.992 0.000 0.000 0.000 0.008 0.000
#> T24_CT_G08 1 0.0551 0.9099 0.984 0.000 0.000 0.004 0.008 0.004
#> T24_CT_G10 2 0.1092 0.8777 0.000 0.960 0.000 0.000 0.020 0.020
#> T24_CT_G11 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.2800 0.8089 0.880 0.000 0.020 0.008 0.068 0.024
#> T24_CT_H01 3 0.0405 0.8964 0.000 0.000 0.988 0.004 0.008 0.000
#> T24_CT_H02 1 0.0291 0.9119 0.992 0.000 0.000 0.000 0.004 0.004
#> T24_CT_H03 2 0.2641 0.8268 0.000 0.876 0.000 0.004 0.048 0.072
#> T24_CT_H05 5 0.2631 0.8811 0.180 0.000 0.000 0.000 0.820 0.000
#> T24_CT_H07 1 0.3979 -0.2438 0.540 0.000 0.000 0.000 0.456 0.004
#> T24_CT_H09 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T24_CT_H12 1 0.0692 0.9024 0.976 0.000 0.000 0.000 0.020 0.004
#> T48_CT_A01 2 0.1320 0.8740 0.000 0.948 0.000 0.000 0.016 0.036
#> T48_CT_A02 2 0.0717 0.8807 0.000 0.976 0.000 0.000 0.016 0.008
#> T48_CT_A03 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_A05 6 0.4417 0.5680 0.016 0.024 0.000 0.012 0.236 0.712
#> T48_CT_A06 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_A07 3 0.5922 0.4051 0.000 0.016 0.572 0.064 0.044 0.304
#> T48_CT_A08 2 0.0458 0.8813 0.000 0.984 0.000 0.000 0.016 0.000
#> T48_CT_A09 5 0.3862 0.6777 0.388 0.004 0.000 0.000 0.608 0.000
#> T48_CT_A10 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_A11 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_A12 5 0.2933 0.8728 0.200 0.004 0.000 0.000 0.796 0.000
#> T48_CT_B01 2 0.0146 0.8791 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_B02 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_B03 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_B04 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0363 0.8797 0.000 0.988 0.000 0.000 0.000 0.012
#> T48_CT_B08 1 0.0260 0.9116 0.992 0.000 0.000 0.000 0.008 0.000
#> T48_CT_B10 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_B11 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_B12 5 0.2914 0.8743 0.152 0.004 0.000 0.004 0.832 0.008
#> T48_CT_C01 2 0.0260 0.8826 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_C02 1 0.1546 0.8758 0.944 0.000 0.004 0.028 0.020 0.004
#> T48_CT_C03 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_C04 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 6 0.4262 0.5721 0.016 0.020 0.000 0.012 0.224 0.728
#> T48_CT_C06 6 0.5464 0.5174 0.000 0.208 0.000 0.016 0.156 0.620
#> T48_CT_C07 5 0.2668 0.8829 0.168 0.004 0.000 0.000 0.828 0.000
#> T48_CT_C09 6 0.4427 0.4819 0.000 0.264 0.000 0.012 0.040 0.684
#> T48_CT_C10 1 0.2234 0.7537 0.872 0.004 0.000 0.000 0.124 0.000
#> T48_CT_C11 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_D01 6 0.5308 0.4276 0.144 0.008 0.000 0.000 0.228 0.620
#> T48_CT_D02 5 0.2737 0.8799 0.160 0.004 0.000 0.000 0.832 0.004
#> T48_CT_D03 1 0.0146 0.9129 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_D04 6 0.3585 0.5980 0.036 0.004 0.000 0.012 0.140 0.808
#> T48_CT_D06 2 0.1151 0.8761 0.000 0.956 0.000 0.000 0.012 0.032
#> T48_CT_D07 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_D08 1 0.1007 0.8827 0.956 0.000 0.000 0.000 0.044 0.000
#> T48_CT_D09 2 0.3144 0.7657 0.004 0.808 0.000 0.000 0.016 0.172
#> T48_CT_D10 5 0.2932 0.8644 0.140 0.004 0.000 0.000 0.836 0.020
#> T48_CT_D11 6 0.3996 -0.0796 0.000 0.484 0.000 0.000 0.004 0.512
#> T48_CT_D12 1 0.0000 0.9131 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 6 0.4548 0.5628 0.028 0.012 0.000 0.020 0.232 0.708
#> T48_CT_E02 5 0.2668 0.8829 0.168 0.004 0.000 0.000 0.828 0.000
#> T48_CT_E03 6 0.4437 0.5665 0.032 0.004 0.000 0.028 0.212 0.724
#> T48_CT_E04 5 0.3728 0.8560 0.180 0.004 0.000 0.000 0.772 0.044
#> T48_CT_E05 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_E06 1 0.0291 0.9088 0.992 0.000 0.000 0.004 0.000 0.004
#> T48_CT_E07 1 0.0291 0.9103 0.992 0.000 0.000 0.004 0.004 0.000
#> T48_CT_E08 2 0.0146 0.8807 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_E10 1 0.0260 0.9116 0.992 0.000 0.000 0.000 0.008 0.000
#> T48_CT_E11 1 0.1753 0.8206 0.912 0.004 0.000 0.000 0.084 0.000
#> T48_CT_E12 3 0.6604 0.0999 0.000 0.124 0.492 0.028 0.032 0.324
#> T48_CT_F01 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_F02 5 0.2632 0.8818 0.164 0.004 0.000 0.000 0.832 0.000
#> T48_CT_F03 5 0.2738 0.8828 0.176 0.004 0.000 0.000 0.820 0.000
#> T48_CT_F05 6 0.6337 0.2901 0.012 0.352 0.000 0.012 0.172 0.452
#> T48_CT_F07 5 0.3950 0.5904 0.432 0.004 0.000 0.000 0.564 0.000
#> T48_CT_F09 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_F10 5 0.2668 0.8829 0.168 0.004 0.000 0.000 0.828 0.000
#> T48_CT_F11 1 0.0146 0.9119 0.996 0.000 0.000 0.000 0.004 0.000
#> T48_CT_G01 1 0.3635 0.7365 0.832 0.000 0.076 0.008 0.052 0.032
#> T48_CT_G02 2 0.0790 0.8730 0.000 0.968 0.000 0.000 0.000 0.032
#> T48_CT_G03 2 0.0458 0.8789 0.000 0.984 0.000 0.000 0.016 0.000
#> T48_CT_G07 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_G08 6 0.4958 0.4885 0.000 0.260 0.000 0.028 0.056 0.656
#> T48_CT_G09 6 0.4524 0.5699 0.008 0.040 0.000 0.016 0.224 0.712
#> T48_CT_G10 3 0.3848 0.5259 0.000 0.000 0.692 0.292 0.012 0.004
#> T48_CT_G11 5 0.3665 0.7971 0.296 0.004 0.000 0.004 0.696 0.000
#> T48_CT_G12 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_H01 2 0.3343 0.7632 0.000 0.796 0.000 0.004 0.024 0.176
#> T48_CT_H02 6 0.5810 0.4742 0.040 0.004 0.000 0.160 0.172 0.624
#> T48_CT_H04 1 0.1546 0.8761 0.944 0.000 0.004 0.028 0.020 0.004
#> T48_CT_H05 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_H06 2 0.0260 0.8832 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_H07 5 0.2810 0.8773 0.156 0.004 0.000 0.000 0.832 0.008
#> T48_CT_H08 2 0.2019 0.8415 0.000 0.900 0.000 0.000 0.012 0.088
#> T48_CT_H11 5 0.2773 0.8817 0.164 0.004 0.000 0.000 0.828 0.004
#> T48_CT_H12 2 0.0363 0.8814 0.000 0.988 0.000 0.000 0.012 0.000
#> T72_CT_A01 6 0.6739 -0.1683 0.000 0.204 0.000 0.324 0.052 0.420
#> T72_CT_A05 6 0.6498 -0.3042 0.000 0.196 0.000 0.380 0.032 0.392
#> T72_CT_A08 4 0.0935 0.7017 0.032 0.000 0.000 0.964 0.004 0.000
#> T72_CT_A09 4 0.6474 0.4014 0.000 0.192 0.000 0.452 0.036 0.320
#> T72_CT_A11 4 0.6485 0.4018 0.000 0.196 0.000 0.452 0.036 0.316
#> T72_CT_B01 6 0.6623 -0.0054 0.000 0.344 0.000 0.264 0.028 0.364
#> T72_CT_B02 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_B03 4 0.1452 0.7029 0.020 0.000 0.000 0.948 0.020 0.012
#> T72_CT_B04 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_B05 4 0.0622 0.7058 0.012 0.000 0.000 0.980 0.008 0.000
#> T72_CT_B06 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_B08 4 0.6156 0.4172 0.000 0.180 0.000 0.504 0.024 0.292
#> T72_CT_B09 1 0.3727 0.2916 0.612 0.000 0.000 0.388 0.000 0.000
#> T72_CT_B11 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_B12 4 0.6466 0.4059 0.000 0.192 0.000 0.456 0.036 0.316
#> T72_CT_C04 6 0.5630 0.2602 0.000 0.368 0.000 0.080 0.028 0.524
#> T72_CT_C06 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_C07 6 0.5629 0.3979 0.000 0.240 0.000 0.100 0.044 0.616
#> T72_CT_C09 4 0.0622 0.7058 0.012 0.000 0.000 0.980 0.008 0.000
#> T72_CT_C11 4 0.5711 0.5514 0.000 0.148 0.004 0.632 0.036 0.180
#> T72_CT_D01 4 0.6485 0.4018 0.000 0.196 0.000 0.452 0.036 0.316
#> T72_CT_D03 4 0.1074 0.7038 0.012 0.000 0.000 0.960 0.028 0.000
#> T72_CT_D04 6 0.6553 -0.3080 0.000 0.196 0.000 0.380 0.036 0.388
#> T72_CT_D05 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_D07 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_D10 4 0.0622 0.7058 0.012 0.000 0.000 0.980 0.008 0.000
#> T72_CT_D11 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_E04 4 0.2206 0.6799 0.024 0.000 0.000 0.904 0.064 0.008
#> T72_CT_E05 4 0.6466 0.4059 0.000 0.192 0.000 0.456 0.036 0.316
#> T72_CT_E07 4 0.5277 0.4413 0.008 0.000 0.000 0.568 0.092 0.332
#> T72_CT_F01 4 0.6622 0.3037 0.000 0.188 0.000 0.392 0.044 0.376
#> T72_CT_F05 6 0.6552 -0.2981 0.000 0.196 0.000 0.376 0.036 0.392
#> T72_CT_F07 4 0.0603 0.7067 0.016 0.000 0.000 0.980 0.004 0.000
#> T72_CT_F10 4 0.6534 0.3528 0.000 0.196 0.000 0.420 0.036 0.348
#> T72_CT_F11 4 0.6553 0.2861 0.000 0.196 0.000 0.384 0.036 0.384
#> T72_CT_G03 4 0.3052 0.5848 0.216 0.000 0.000 0.780 0.004 0.000
#> T72_CT_G04 4 0.3215 0.5574 0.240 0.000 0.000 0.756 0.004 0.000
#> T72_CT_G06 6 0.6419 -0.2598 0.000 0.208 0.000 0.364 0.024 0.404
#> T72_CT_G08 4 0.5927 0.2706 0.004 0.016 0.000 0.456 0.116 0.408
#> T72_CT_G10 4 0.6545 0.3310 0.000 0.196 0.000 0.408 0.036 0.360
#> T72_CT_G11 5 0.6699 0.2521 0.272 0.004 0.000 0.340 0.360 0.024
#> T72_CT_H01 2 0.4720 0.1209 0.000 0.496 0.000 0.024 0.012 0.468
#> T72_CT_H03 4 0.6485 0.4018 0.000 0.196 0.000 0.452 0.036 0.316
#> T72_CT_H05 4 0.5896 0.5499 0.000 0.004 0.132 0.620 0.052 0.192
#> T72_CT_H08 4 0.6685 0.4768 0.000 0.052 0.092 0.528 0.040 0.288
#> T72_CT_H09 4 0.5714 0.5586 0.000 0.000 0.136 0.644 0.068 0.152
#> T72_CT_H10 4 0.1599 0.7026 0.024 0.000 0.000 0.940 0.028 0.008
#> T72_CT_H11 4 0.1391 0.7027 0.016 0.000 0.000 0.944 0.040 0.000
#> T72_CT_H12 4 0.6485 0.4018 0.000 0.196 0.000 0.452 0.036 0.316
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> ATC:mclust 232 6.93e-06 5.89e-04 1.49e-29 2
#> ATC:mclust 252 7.00e-35 3.65e-12 3.03e-49 3
#> ATC:mclust 253 3.67e-78 5.71e-35 7.51e-60 4
#> ATC:mclust 216 3.14e-64 4.93e-25 4.90e-51 5
#> ATC:mclust 217 1.88e-62 1.82e-24 6.00e-50 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
The object with results only for a single top-value method and a single partition method can be extracted as:
res = res_list["ATC", "NMF"]
# you can also extract it by
# res = res_list["ATC:NMF"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4, 5, 6.
#> On a matrix with 12016 rows and 271 columns.
#> Top rows (1000, 2000, 3000, 4000, 5000) are extracted by 'ATC' method.
#> Subgroups are detected by 'NMF' method.
#> Performed in total 1250 partitions by row resampling.
#> Best k for subgroups seems to be 4.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_signatures"
#> [7] "consensus_heatmap" "dimension_reduction" "functional_enrichment"
#> [10] "get_anno_col" "get_anno" "get_classes"
#> [13] "get_consensus" "get_matrix" "get_membership"
#> [16] "get_param" "get_signatures" "get_stats"
#> [19] "is_best_k" "is_stable_k" "membership_heatmap"
#> [22] "ncol" "nrow" "plot_ecdf"
#> [25] "rownames" "select_partition_number" "show"
#> [28] "suggest_best_k" "test_to_known_factors"
collect_plots() function collects all the plots made from res for all k (number of partitions)
into one single page to provide an easy and fast comparison between different k.
collect_plots(res)
The plots are:
k and the heatmap of
predicted classes for each k.k.k.k.All the plots in panels can be made by individual functions and they are plotted later in this section.
select_partition_number() produces several plots showing different
statistics for choosing “optimized” k. There are following statistics:
k;k, the area increased is defined as \(A_k - A_{k-1}\).The detailed explanations of these statistics can be found in the cola vignette.
Generally speaking, lower PAC score, higher mean silhouette score or higher
concordance corresponds to better partition. Rand index and Jaccard index
measure how similar the current partition is compared to partition with k-1.
If they are too similar, we won't accept k is better than k-1.
select_partition_number(res)
The numeric values for all these statistics can be obtained by get_stats().
get_stats(res)
#> k 1-PAC mean_silhouette concordance area_increased Rand Jaccard
#> 2 2 0.587 0.901 0.945 0.4850 0.519 0.519
#> 3 3 0.784 0.836 0.912 0.3327 0.694 0.479
#> 4 4 1.000 0.966 0.986 0.1174 0.854 0.622
#> 5 5 0.844 0.843 0.920 0.0826 0.900 0.665
#> 6 6 0.829 0.713 0.855 0.0454 0.952 0.791
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 4
Following shows the table of the partitions (You need to click the show/hide
code output link to see it). The membership matrix (columns with name p*)
is inferred by
clue::cl_consensus()
function with the SE method. Basically the value in the membership matrix
represents the probability to belong to a certain group. The finall class
label for an item is determined with the group with highest probability it
belongs to.
In get_classes() function, the entropy is calculated from the membership
matrix and the silhouette score is calculated from the consensus matrix.
cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#> class entropy silhouette p1 p2
#> T0_CT_A01 2 0.4690 0.9070 0.100 0.900
#> T0_CT_A03 2 0.4690 0.9070 0.100 0.900
#> T0_CT_A05 2 0.4690 0.9070 0.100 0.900
#> T0_CT_A06 2 0.4690 0.9070 0.100 0.900
#> T0_CT_A07 2 0.4690 0.9070 0.100 0.900
#> T0_CT_A08 1 0.0000 0.9504 1.000 0.000
#> T0_CT_A10 2 0.4690 0.9070 0.100 0.900
#> T0_CT_A11 2 0.5737 0.8824 0.136 0.864
#> T0_CT_B01 2 0.4690 0.9084 0.100 0.900
#> T0_CT_B03 2 0.4690 0.9070 0.100 0.900
#> T0_CT_B05 2 0.8386 0.7276 0.268 0.732
#> T0_CT_B07 2 0.4815 0.9061 0.104 0.896
#> T0_CT_B08 2 0.4690 0.9070 0.100 0.900
#> T0_CT_B09 2 0.4690 0.9070 0.100 0.900
#> T0_CT_C02 2 0.4690 0.9070 0.100 0.900
#> T0_CT_C03 1 0.0000 0.9504 1.000 0.000
#> T0_CT_C05 2 0.0000 0.9348 0.000 1.000
#> T0_CT_C06 2 0.5519 0.8904 0.128 0.872
#> T0_CT_C07 2 0.4690 0.9070 0.100 0.900
#> T0_CT_C08 2 0.4690 0.9070 0.100 0.900
#> T0_CT_C09 2 0.0376 0.9361 0.004 0.996
#> T0_CT_C11 2 0.0376 0.9361 0.004 0.996
#> T0_CT_C12 2 0.4690 0.9070 0.100 0.900
#> T0_CT_D01 2 0.0000 0.9348 0.000 1.000
#> T0_CT_D02 2 0.4815 0.9061 0.104 0.896
#> T0_CT_D03 2 0.4690 0.9070 0.100 0.900
#> T0_CT_D05 2 0.1633 0.9320 0.024 0.976
#> T0_CT_D06 2 0.4562 0.9087 0.096 0.904
#> T0_CT_D07 2 0.4690 0.9070 0.100 0.900
#> T0_CT_D08 2 0.4690 0.9070 0.100 0.900
#> T0_CT_D09 2 0.0000 0.9348 0.000 1.000
#> T0_CT_D11 2 0.0000 0.9348 0.000 1.000
#> T0_CT_D12 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E01 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E03 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E04 2 0.0000 0.9348 0.000 1.000
#> T0_CT_E05 1 0.0000 0.9504 1.000 0.000
#> T0_CT_E06 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E07 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E08 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E09 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E10 2 0.0000 0.9348 0.000 1.000
#> T0_CT_E11 2 0.4690 0.9070 0.100 0.900
#> T0_CT_E12 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F01 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F02 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F03 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F04 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F05 2 0.0000 0.9348 0.000 1.000
#> T0_CT_F06 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F07 2 0.4815 0.9061 0.104 0.896
#> T0_CT_F09 2 0.0376 0.9361 0.004 0.996
#> T0_CT_F11 2 0.4690 0.9070 0.100 0.900
#> T0_CT_F12 2 0.4690 0.9070 0.100 0.900
#> T0_CT_G01 2 0.4690 0.9070 0.100 0.900
#> T0_CT_G02 2 0.9087 0.6326 0.324 0.676
#> T0_CT_G03 2 0.4690 0.9070 0.100 0.900
#> T0_CT_G04 2 0.4690 0.9070 0.100 0.900
#> T0_CT_G07 2 0.4690 0.9070 0.100 0.900
#> T0_CT_G08 2 0.4690 0.9070 0.100 0.900
#> T0_CT_G09 1 0.0000 0.9504 1.000 0.000
#> T0_CT_G11 2 0.4815 0.9061 0.104 0.896
#> T0_CT_H01 2 0.7602 0.7966 0.220 0.780
#> T0_CT_H02 2 0.0000 0.9348 0.000 1.000
#> T0_CT_H04 2 0.4690 0.9070 0.100 0.900
#> T0_CT_H05 2 0.4815 0.9061 0.104 0.896
#> T0_CT_H08 2 0.4690 0.9083 0.100 0.900
#> T0_CT_H09 2 0.0376 0.9361 0.004 0.996
#> T0_CT_H12 2 0.4815 0.9061 0.104 0.896
#> T24_CT_A01 1 0.0000 0.9504 1.000 0.000
#> T24_CT_A03 2 0.0376 0.9361 0.004 0.996
#> T24_CT_A04 2 0.0000 0.9348 0.000 1.000
#> T24_CT_A05 2 0.4690 0.9070 0.100 0.900
#> T24_CT_A07 2 0.0376 0.9361 0.004 0.996
#> T24_CT_A08 1 0.0000 0.9504 1.000 0.000
#> T24_CT_A09 1 0.0000 0.9504 1.000 0.000
#> T24_CT_A10 1 0.0000 0.9504 1.000 0.000
#> T24_CT_B01 1 0.0000 0.9504 1.000 0.000
#> T24_CT_B02 1 0.0000 0.9504 1.000 0.000
#> T24_CT_B03 2 0.0376 0.9361 0.004 0.996
#> T24_CT_B05 2 0.0376 0.9361 0.004 0.996
#> T24_CT_B06 2 0.0376 0.9361 0.004 0.996
#> T24_CT_B07 1 0.0000 0.9504 1.000 0.000
#> T24_CT_B08 2 0.0376 0.9361 0.004 0.996
#> T24_CT_B09 1 0.0000 0.9504 1.000 0.000
#> T24_CT_B11 2 0.4690 0.9070 0.100 0.900
#> T24_CT_C01 1 0.0000 0.9504 1.000 0.000
#> T24_CT_C02 2 0.0376 0.9361 0.004 0.996
#> T24_CT_C03 1 0.0000 0.9504 1.000 0.000
#> T24_CT_C05 2 0.0376 0.9361 0.004 0.996
#> T24_CT_C07 2 0.0376 0.9361 0.004 0.996
#> T24_CT_C08 2 0.0376 0.9361 0.004 0.996
#> T24_CT_C09 2 0.0376 0.9361 0.004 0.996
#> T24_CT_C10 1 0.0000 0.9504 1.000 0.000
#> T24_CT_C11 1 0.4939 0.8900 0.892 0.108
#> T24_CT_C12 2 0.0376 0.9361 0.004 0.996
#> T24_CT_D01 2 0.0376 0.9361 0.004 0.996
#> T24_CT_D02 2 0.0000 0.9348 0.000 1.000
#> T24_CT_D03 2 0.0376 0.9361 0.004 0.996
#> T24_CT_D04 1 0.0000 0.9504 1.000 0.000
#> T24_CT_D05 1 0.0000 0.9504 1.000 0.000
#> T24_CT_D06 1 0.0000 0.9504 1.000 0.000
#> T24_CT_D07 1 0.1184 0.9421 0.984 0.016
#> T24_CT_D08 2 0.0376 0.9361 0.004 0.996
#> T24_CT_D09 2 0.0376 0.9361 0.004 0.996
#> T24_CT_D10 2 0.0376 0.9361 0.004 0.996
#> T24_CT_D11 2 0.0376 0.9361 0.004 0.996
#> T24_CT_E01 1 0.0000 0.9504 1.000 0.000
#> T24_CT_E02 1 0.0000 0.9504 1.000 0.000
#> T24_CT_E04 2 0.0376 0.9361 0.004 0.996
#> T24_CT_E05 1 0.0000 0.9504 1.000 0.000
#> T24_CT_E07 2 0.7056 0.7513 0.192 0.808
#> T24_CT_E09 1 0.0000 0.9504 1.000 0.000
#> T24_CT_E11 1 0.0000 0.9504 1.000 0.000
#> T24_CT_E12 2 0.0376 0.9361 0.004 0.996
#> T24_CT_F01 2 0.0376 0.9361 0.004 0.996
#> T24_CT_F02 2 0.0376 0.9361 0.004 0.996
#> T24_CT_F03 1 0.0000 0.9504 1.000 0.000
#> T24_CT_F04 1 0.0376 0.9487 0.996 0.004
#> T24_CT_F05 1 0.0000 0.9504 1.000 0.000
#> T24_CT_F07 1 0.0000 0.9504 1.000 0.000
#> T24_CT_F08 1 0.0000 0.9504 1.000 0.000
#> T24_CT_F09 2 0.0376 0.9361 0.004 0.996
#> T24_CT_F10 2 0.4431 0.8724 0.092 0.908
#> T24_CT_F11 1 0.0000 0.9504 1.000 0.000
#> T24_CT_F12 2 0.1843 0.9297 0.028 0.972
#> T24_CT_G01 2 0.0376 0.9361 0.004 0.996
#> T24_CT_G02 1 0.0000 0.9504 1.000 0.000
#> T24_CT_G03 1 0.0000 0.9504 1.000 0.000
#> T24_CT_G04 2 0.0376 0.9361 0.004 0.996
#> T24_CT_G05 2 0.0376 0.9361 0.004 0.996
#> T24_CT_G06 1 0.0000 0.9504 1.000 0.000
#> T24_CT_G08 1 0.0000 0.9504 1.000 0.000
#> T24_CT_G10 2 0.0376 0.9361 0.004 0.996
#> T24_CT_G11 1 0.0000 0.9504 1.000 0.000
#> T24_CT_G12 1 0.0000 0.9504 1.000 0.000
#> T24_CT_H01 2 0.4690 0.9070 0.100 0.900
#> T24_CT_H02 1 0.0000 0.9504 1.000 0.000
#> T24_CT_H03 2 0.0376 0.9361 0.004 0.996
#> T24_CT_H05 1 0.0000 0.9504 1.000 0.000
#> T24_CT_H07 1 0.0000 0.9504 1.000 0.000
#> T24_CT_H09 1 0.0000 0.9504 1.000 0.000
#> T24_CT_H12 1 0.0000 0.9504 1.000 0.000
#> T48_CT_A01 2 0.0376 0.9361 0.004 0.996
#> T48_CT_A02 2 0.0376 0.9361 0.004 0.996
#> T48_CT_A03 1 0.0000 0.9504 1.000 0.000
#> T48_CT_A04 2 0.0376 0.9361 0.004 0.996
#> T48_CT_A05 2 0.7219 0.7385 0.200 0.800
#> T48_CT_A06 1 0.0000 0.9504 1.000 0.000
#> T48_CT_A07 2 0.4161 0.9130 0.084 0.916
#> T48_CT_A08 2 0.0376 0.9361 0.004 0.996
#> T48_CT_A09 1 0.0000 0.9504 1.000 0.000
#> T48_CT_A10 2 0.0376 0.9361 0.004 0.996
#> T48_CT_A11 2 0.0376 0.9361 0.004 0.996
#> T48_CT_A12 1 0.0000 0.9504 1.000 0.000
#> T48_CT_B01 2 0.0376 0.9361 0.004 0.996
#> T48_CT_B02 2 0.0376 0.9361 0.004 0.996
#> T48_CT_B03 1 0.0000 0.9504 1.000 0.000
#> T48_CT_B04 1 0.0000 0.9504 1.000 0.000
#> T48_CT_B06 2 0.0376 0.9361 0.004 0.996
#> T48_CT_B08 1 0.0000 0.9504 1.000 0.000
#> T48_CT_B10 2 0.0376 0.9361 0.004 0.996
#> T48_CT_B11 2 0.0376 0.9361 0.004 0.996
#> T48_CT_B12 1 0.4431 0.8986 0.908 0.092
#> T48_CT_C01 2 0.0376 0.9361 0.004 0.996
#> T48_CT_C02 1 0.0000 0.9504 1.000 0.000
#> T48_CT_C03 2 0.0376 0.9361 0.004 0.996
#> T48_CT_C04 1 0.0000 0.9504 1.000 0.000
#> T48_CT_C05 2 0.0672 0.9345 0.008 0.992
#> T48_CT_C06 2 0.0376 0.9361 0.004 0.996
#> T48_CT_C07 1 0.1184 0.9429 0.984 0.016
#> T48_CT_C09 2 0.0000 0.9348 0.000 1.000
#> T48_CT_C10 1 0.0000 0.9504 1.000 0.000
#> T48_CT_C11 2 0.0376 0.9361 0.004 0.996
#> T48_CT_D01 2 0.3879 0.8903 0.076 0.924
#> T48_CT_D02 1 0.0376 0.9487 0.996 0.004
#> T48_CT_D03 1 0.0000 0.9504 1.000 0.000
#> T48_CT_D04 2 0.0376 0.9361 0.004 0.996
#> T48_CT_D06 2 0.0376 0.9361 0.004 0.996
#> T48_CT_D07 2 0.0376 0.9361 0.004 0.996
#> T48_CT_D08 1 0.0000 0.9504 1.000 0.000
#> T48_CT_D09 2 0.0376 0.9361 0.004 0.996
#> T48_CT_D10 1 0.3584 0.9133 0.932 0.068
#> T48_CT_D11 2 0.0000 0.9348 0.000 1.000
#> T48_CT_D12 1 0.0000 0.9504 1.000 0.000
#> T48_CT_E01 2 0.8909 0.5379 0.308 0.692
#> T48_CT_E02 1 0.0000 0.9504 1.000 0.000
#> T48_CT_E03 2 0.0672 0.9345 0.008 0.992
#> T48_CT_E04 1 0.4690 0.8928 0.900 0.100
#> T48_CT_E05 2 0.0376 0.9361 0.004 0.996
#> T48_CT_E06 1 0.0000 0.9504 1.000 0.000
#> T48_CT_E07 1 0.0000 0.9504 1.000 0.000
#> T48_CT_E08 2 0.0376 0.9361 0.004 0.996
#> T48_CT_E10 1 0.0000 0.9504 1.000 0.000
#> T48_CT_E11 1 0.0000 0.9504 1.000 0.000
#> T48_CT_E12 2 0.3733 0.9169 0.072 0.928
#> T48_CT_F01 2 0.0376 0.9361 0.004 0.996
#> T48_CT_F02 1 0.0000 0.9504 1.000 0.000
#> T48_CT_F03 1 0.0000 0.9504 1.000 0.000
#> T48_CT_F05 2 0.0376 0.9361 0.004 0.996
#> T48_CT_F07 1 0.0000 0.9504 1.000 0.000
#> T48_CT_F09 2 0.0376 0.9361 0.004 0.996
#> T48_CT_F10 1 0.0000 0.9504 1.000 0.000
#> T48_CT_F11 1 0.0000 0.9504 1.000 0.000
#> T48_CT_G01 1 0.0000 0.9504 1.000 0.000
#> T48_CT_G02 2 0.0376 0.9361 0.004 0.996
#> T48_CT_G03 2 0.0376 0.9361 0.004 0.996
#> T48_CT_G07 2 0.0376 0.9361 0.004 0.996
#> T48_CT_G08 2 0.0376 0.9361 0.004 0.996
#> T48_CT_G09 2 0.1184 0.9305 0.016 0.984
#> T48_CT_G10 1 0.9732 0.2469 0.596 0.404
#> T48_CT_G11 1 0.0000 0.9504 1.000 0.000
#> T48_CT_G12 2 0.0376 0.9361 0.004 0.996
#> T48_CT_H01 2 0.0376 0.9361 0.004 0.996
#> T48_CT_H02 2 0.8713 0.5722 0.292 0.708
#> T48_CT_H04 1 0.0000 0.9504 1.000 0.000
#> T48_CT_H05 2 0.0376 0.9361 0.004 0.996
#> T48_CT_H06 2 0.0376 0.9361 0.004 0.996
#> T48_CT_H07 1 0.4562 0.8958 0.904 0.096
#> T48_CT_H08 2 0.0376 0.9361 0.004 0.996
#> T48_CT_H11 1 0.0000 0.9504 1.000 0.000
#> T48_CT_H12 2 0.0376 0.9361 0.004 0.996
#> T72_CT_A01 2 0.7219 0.7329 0.200 0.800
#> T72_CT_A05 2 0.6973 0.7509 0.188 0.812
#> T72_CT_A08 1 0.4690 0.8928 0.900 0.100
#> T72_CT_A09 1 0.9087 0.5984 0.676 0.324
#> T72_CT_A11 2 0.9522 0.3619 0.372 0.628
#> T72_CT_B01 2 0.0376 0.9344 0.004 0.996
#> T72_CT_B02 1 0.0000 0.9504 1.000 0.000
#> T72_CT_B03 1 0.4815 0.8927 0.896 0.104
#> T72_CT_B04 1 0.0000 0.9504 1.000 0.000
#> T72_CT_B05 1 0.4815 0.8927 0.896 0.104
#> T72_CT_B06 1 0.1184 0.9428 0.984 0.016
#> T72_CT_B08 2 0.0000 0.9348 0.000 1.000
#> T72_CT_B09 1 0.0000 0.9504 1.000 0.000
#> T72_CT_B11 1 0.4815 0.8927 0.896 0.104
#> T72_CT_B12 1 0.6973 0.8144 0.812 0.188
#> T72_CT_C04 2 0.0000 0.9348 0.000 1.000
#> T72_CT_C06 1 0.4690 0.8928 0.900 0.100
#> T72_CT_C07 2 0.0000 0.9348 0.000 1.000
#> T72_CT_C09 1 0.4815 0.8927 0.896 0.104
#> T72_CT_C11 2 0.0000 0.9348 0.000 1.000
#> T72_CT_D01 1 0.9850 0.3463 0.572 0.428
#> T72_CT_D03 1 0.4815 0.8927 0.896 0.104
#> T72_CT_D04 2 0.7219 0.7334 0.200 0.800
#> T72_CT_D05 1 0.4690 0.8928 0.900 0.100
#> T72_CT_D07 1 0.4690 0.8928 0.900 0.100
#> T72_CT_D10 1 0.4815 0.8927 0.896 0.104
#> T72_CT_D11 1 0.0672 0.9468 0.992 0.008
#> T72_CT_E04 1 0.4815 0.8927 0.896 0.104
#> T72_CT_E05 1 0.9922 0.2843 0.552 0.448
#> T72_CT_E07 1 0.4690 0.8928 0.900 0.100
#> T72_CT_F01 1 0.5629 0.8724 0.868 0.132
#> T72_CT_F05 2 0.8386 0.6137 0.268 0.732
#> T72_CT_F07 1 0.4690 0.8928 0.900 0.100
#> T72_CT_F10 1 0.7674 0.7678 0.776 0.224
#> T72_CT_F11 2 0.0000 0.9348 0.000 1.000
#> T72_CT_G03 1 0.0000 0.9504 1.000 0.000
#> T72_CT_G04 1 0.0000 0.9504 1.000 0.000
#> T72_CT_G06 2 0.0000 0.9348 0.000 1.000
#> T72_CT_G08 1 0.4939 0.8905 0.892 0.108
#> T72_CT_G10 1 0.7950 0.7447 0.760 0.240
#> T72_CT_G11 1 0.4431 0.8985 0.908 0.092
#> T72_CT_H01 2 0.0000 0.9348 0.000 1.000
#> T72_CT_H03 1 0.9850 0.3461 0.572 0.428
#> T72_CT_H05 2 0.0000 0.9348 0.000 1.000
#> T72_CT_H08 2 0.0000 0.9348 0.000 1.000
#> T72_CT_H09 2 0.8267 0.7275 0.260 0.740
#> T72_CT_H10 1 0.4690 0.8928 0.900 0.100
#> T72_CT_H11 1 0.4690 0.8928 0.900 0.100
#> T72_CT_H12 2 0.9988 -0.0307 0.480 0.520
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> T0_CT_A01 3 0.0592 0.9103 0.000 0.012 0.988
#> T0_CT_A03 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_A05 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_A06 3 0.1031 0.9025 0.000 0.024 0.976
#> T0_CT_A07 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_A08 1 0.0000 0.9398 1.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_A11 1 0.6119 0.7223 0.772 0.064 0.164
#> T0_CT_B01 3 0.8332 0.4415 0.104 0.316 0.580
#> T0_CT_B03 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_B05 3 0.8477 0.2917 0.380 0.096 0.524
#> T0_CT_B07 3 0.2689 0.8801 0.036 0.032 0.932
#> T0_CT_B08 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_B09 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_C02 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_C03 1 0.0000 0.9398 1.000 0.000 0.000
#> T0_CT_C05 2 0.6295 0.1048 0.000 0.528 0.472
#> T0_CT_C06 1 0.7232 0.2051 0.544 0.428 0.028
#> T0_CT_C07 3 0.0237 0.9152 0.004 0.000 0.996
#> T0_CT_C08 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_C09 3 0.6095 0.3613 0.000 0.392 0.608
#> T0_CT_C11 2 0.2356 0.8998 0.000 0.928 0.072
#> T0_CT_C12 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_D01 3 0.2356 0.8655 0.000 0.072 0.928
#> T0_CT_D02 3 0.2448 0.8611 0.076 0.000 0.924
#> T0_CT_D03 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_D05 2 0.7722 0.1450 0.048 0.520 0.432
#> T0_CT_D06 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_D07 3 0.0424 0.9129 0.008 0.000 0.992
#> T0_CT_D08 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_D09 3 0.6244 0.2188 0.000 0.440 0.560
#> T0_CT_D11 2 0.5058 0.6959 0.000 0.756 0.244
#> T0_CT_D12 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E01 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E03 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E04 3 0.6299 0.0886 0.000 0.476 0.524
#> T0_CT_E05 1 0.0424 0.9348 0.992 0.008 0.000
#> T0_CT_E06 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E07 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E08 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E09 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E10 3 0.5216 0.6366 0.000 0.260 0.740
#> T0_CT_E11 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_E12 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F01 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F02 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F03 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F04 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F05 3 0.1753 0.8852 0.000 0.048 0.952
#> T0_CT_F06 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F07 3 0.3031 0.8584 0.012 0.076 0.912
#> T0_CT_F09 2 0.2356 0.8998 0.000 0.928 0.072
#> T0_CT_F11 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_F12 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_G01 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_G02 1 0.9015 0.1880 0.508 0.144 0.348
#> T0_CT_G03 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_G04 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_G07 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_G08 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_G09 1 0.0000 0.9398 1.000 0.000 0.000
#> T0_CT_G11 3 0.9148 0.4842 0.236 0.220 0.544
#> T0_CT_H01 1 0.5706 0.5409 0.680 0.320 0.000
#> T0_CT_H02 3 0.5650 0.5435 0.000 0.312 0.688
#> T0_CT_H04 3 0.0000 0.9173 0.000 0.000 1.000
#> T0_CT_H05 3 0.9471 0.3358 0.208 0.308 0.484
#> T0_CT_H08 3 0.4974 0.6739 0.000 0.236 0.764
#> T0_CT_H09 2 0.5733 0.5433 0.000 0.676 0.324
#> T0_CT_H12 3 0.7816 0.6237 0.132 0.200 0.668
#> T24_CT_A01 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_A03 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_A04 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_A05 3 0.0237 0.9152 0.004 0.000 0.996
#> T24_CT_A07 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_A08 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_B03 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_B05 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_B06 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_B07 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_B08 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_B09 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9173 0.000 0.000 1.000
#> T24_CT_C01 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_C02 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_C03 1 0.0237 0.9374 0.996 0.004 0.000
#> T24_CT_C05 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_C07 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_C08 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_C09 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_C10 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_C11 2 0.6291 0.0722 0.468 0.532 0.000
#> T24_CT_C12 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_D01 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_D02 2 0.2448 0.8972 0.000 0.924 0.076
#> T24_CT_D03 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_D04 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_D05 1 0.4291 0.7685 0.820 0.180 0.000
#> T24_CT_D06 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_D07 1 0.5178 0.6580 0.744 0.256 0.000
#> T24_CT_D08 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_D09 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_D10 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_D11 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_E01 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_E04 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_E05 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_E07 2 0.2793 0.8724 0.044 0.928 0.028
#> T24_CT_E09 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_E12 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_F01 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_F02 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_F03 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_F04 1 0.2261 0.8877 0.932 0.068 0.000
#> T24_CT_F05 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_F09 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_F10 2 0.3967 0.8503 0.072 0.884 0.044
#> T24_CT_F11 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_F12 3 0.2537 0.8585 0.000 0.080 0.920
#> T24_CT_G01 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_G02 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_G04 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_G05 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_G06 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_G10 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_G11 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.9173 0.000 0.000 1.000
#> T24_CT_H02 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_H03 2 0.2356 0.8998 0.000 0.928 0.072
#> T24_CT_H05 1 0.0237 0.9374 0.996 0.004 0.000
#> T24_CT_H07 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.9398 1.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_A01 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_A02 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_A03 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_A04 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_A05 2 0.2743 0.8886 0.020 0.928 0.052
#> T48_CT_A06 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9173 0.000 0.000 1.000
#> T48_CT_A08 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_A09 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_A10 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_A11 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_A12 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_B01 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_B02 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_B03 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_B06 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_B08 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_B10 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_B11 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_B12 1 0.4702 0.7287 0.788 0.212 0.000
#> T48_CT_C01 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_C02 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_C03 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_C04 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_C05 2 0.2584 0.8955 0.008 0.928 0.064
#> T48_CT_C06 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_C07 1 0.2165 0.8912 0.936 0.064 0.000
#> T48_CT_C09 2 0.3192 0.8684 0.000 0.888 0.112
#> T48_CT_C10 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_C11 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_D01 2 0.2810 0.8783 0.036 0.928 0.036
#> T48_CT_D02 1 0.2356 0.8833 0.928 0.072 0.000
#> T48_CT_D03 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_D04 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_D06 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_D07 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_D08 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_D09 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_D10 1 0.4121 0.7832 0.832 0.168 0.000
#> T48_CT_D11 2 0.2625 0.8915 0.000 0.916 0.084
#> T48_CT_D12 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_E01 2 0.2806 0.8755 0.040 0.928 0.032
#> T48_CT_E02 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_E03 2 0.2590 0.8975 0.004 0.924 0.072
#> T48_CT_E04 1 0.6308 0.0644 0.508 0.492 0.000
#> T48_CT_E05 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_E06 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_E08 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_E10 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.9173 0.000 0.000 1.000
#> T48_CT_F01 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_F02 1 0.2625 0.8720 0.916 0.084 0.000
#> T48_CT_F03 1 0.0592 0.9320 0.988 0.012 0.000
#> T48_CT_F05 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_F07 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_F09 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_F10 1 0.0747 0.9291 0.984 0.016 0.000
#> T48_CT_F11 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_G01 1 0.0237 0.9374 0.996 0.000 0.004
#> T48_CT_G02 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_G03 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_G07 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_G08 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_G09 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_G10 3 0.2711 0.8356 0.088 0.000 0.912
#> T48_CT_G11 1 0.3482 0.8268 0.872 0.128 0.000
#> T48_CT_G12 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_H01 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_H02 2 0.3213 0.8616 0.060 0.912 0.028
#> T48_CT_H04 1 0.0000 0.9398 1.000 0.000 0.000
#> T48_CT_H05 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_H06 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_H07 1 0.4842 0.7133 0.776 0.224 0.000
#> T48_CT_H08 2 0.2356 0.8998 0.000 0.928 0.072
#> T48_CT_H11 1 0.3619 0.8181 0.864 0.136 0.000
#> T48_CT_H12 2 0.2356 0.8998 0.000 0.928 0.072
#> T72_CT_A01 2 0.0000 0.8593 0.000 1.000 0.000
#> T72_CT_A05 2 0.1289 0.8472 0.000 0.968 0.032
#> T72_CT_A08 1 0.2625 0.8819 0.916 0.084 0.000
#> T72_CT_A09 2 0.4830 0.7577 0.068 0.848 0.084
#> T72_CT_A11 2 0.0000 0.8593 0.000 1.000 0.000
#> T72_CT_B01 2 0.0000 0.8593 0.000 1.000 0.000
#> T72_CT_B02 1 0.2356 0.8904 0.928 0.072 0.000
#> T72_CT_B03 2 0.6999 0.5449 0.268 0.680 0.052
#> T72_CT_B04 1 0.2165 0.8964 0.936 0.064 0.000
#> T72_CT_B05 2 0.7298 0.5854 0.220 0.692 0.088
#> T72_CT_B06 1 0.2356 0.8904 0.928 0.072 0.000
#> T72_CT_B08 2 0.5621 0.5005 0.000 0.692 0.308
#> T72_CT_B09 1 0.0000 0.9398 1.000 0.000 0.000
#> T72_CT_B11 2 0.6228 0.3777 0.372 0.624 0.004
#> T72_CT_B12 2 0.4745 0.7613 0.068 0.852 0.080
#> T72_CT_C04 2 0.2356 0.8998 0.000 0.928 0.072
#> T72_CT_C06 2 0.5706 0.4958 0.320 0.680 0.000
#> T72_CT_C07 2 0.2356 0.8998 0.000 0.928 0.072
#> T72_CT_C09 2 0.7091 0.5689 0.248 0.688 0.064
#> T72_CT_C11 2 0.5733 0.4684 0.000 0.676 0.324
#> T72_CT_D01 2 0.3484 0.8045 0.048 0.904 0.048
#> T72_CT_D03 2 0.7383 0.5693 0.236 0.680 0.084
#> T72_CT_D04 2 0.2096 0.8327 0.004 0.944 0.052
#> T72_CT_D05 1 0.5178 0.6714 0.744 0.256 0.000
#> T72_CT_D07 2 0.6204 0.2393 0.424 0.576 0.000
#> T72_CT_D10 2 0.7298 0.5854 0.220 0.692 0.088
#> T72_CT_D11 1 0.2356 0.8904 0.928 0.072 0.000
#> T72_CT_E04 2 0.6379 0.3833 0.368 0.624 0.008
#> T72_CT_E05 2 0.4095 0.7857 0.056 0.880 0.064
#> T72_CT_E07 2 0.5413 0.7015 0.164 0.800 0.036
#> T72_CT_F01 2 0.1411 0.8410 0.036 0.964 0.000
#> T72_CT_F05 2 0.0424 0.8572 0.000 0.992 0.008
#> T72_CT_F07 1 0.6154 0.3315 0.592 0.408 0.000
#> T72_CT_F10 2 0.5426 0.7304 0.092 0.820 0.088
#> T72_CT_F11 2 0.4178 0.7211 0.000 0.828 0.172
#> T72_CT_G03 1 0.0000 0.9398 1.000 0.000 0.000
#> T72_CT_G04 1 0.0237 0.9375 0.996 0.004 0.000
#> T72_CT_G06 2 0.3752 0.7858 0.000 0.856 0.144
#> T72_CT_G08 2 0.7298 0.5854 0.220 0.692 0.088
#> T72_CT_G10 2 0.0237 0.8583 0.000 0.996 0.004
#> T72_CT_G11 1 0.0000 0.9398 1.000 0.000 0.000
#> T72_CT_H01 2 0.2356 0.8998 0.000 0.928 0.072
#> T72_CT_H03 2 0.1711 0.8428 0.008 0.960 0.032
#> T72_CT_H05 3 0.2356 0.8524 0.000 0.072 0.928
#> T72_CT_H08 3 0.0000 0.9173 0.000 0.000 1.000
#> T72_CT_H09 3 0.2356 0.8524 0.000 0.072 0.928
#> T72_CT_H10 2 0.5706 0.4958 0.320 0.680 0.000
#> T72_CT_H11 2 0.5859 0.4462 0.344 0.656 0.000
#> T72_CT_H12 2 0.0424 0.8572 0.000 0.992 0.008
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> T0_CT_A01 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_A03 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_A05 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_A06 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_A07 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_A08 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_A11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T0_CT_B01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_B03 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_B05 1 0.3837 0.699 0.776 0.000 0.224 0.000
#> T0_CT_B07 3 0.0707 0.959 0.020 0.000 0.980 0.000
#> T0_CT_B08 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_B09 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_C02 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_C03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T0_CT_C05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_C06 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_C07 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_C08 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_C09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_C11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_C12 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_D01 3 0.0188 0.976 0.000 0.004 0.996 0.000
#> T0_CT_D02 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_D03 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_D05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_D06 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_D07 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_D08 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_D09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_D11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_D12 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E01 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E03 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_E05 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T0_CT_E06 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E07 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E08 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E09 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E10 2 0.3649 0.741 0.000 0.796 0.204 0.000
#> T0_CT_E11 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_E12 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F01 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F02 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F03 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F04 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F05 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F06 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F07 3 0.5464 0.637 0.228 0.064 0.708 0.000
#> T0_CT_F09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_F11 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_F12 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_G01 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_G02 1 0.1305 0.934 0.960 0.036 0.004 0.000
#> T0_CT_G03 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_G04 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_G07 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_G08 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_G09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T0_CT_G11 1 0.5839 0.425 0.604 0.352 0.044 0.000
#> T0_CT_H01 2 0.0188 0.987 0.004 0.996 0.000 0.000
#> T0_CT_H02 2 0.0469 0.979 0.000 0.988 0.012 0.000
#> T0_CT_H04 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T0_CT_H05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_H08 2 0.4477 0.543 0.000 0.688 0.312 0.000
#> T0_CT_H09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T0_CT_H12 3 0.7580 0.343 0.228 0.296 0.476 0.000
#> T24_CT_A01 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_A03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_A04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_A05 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T24_CT_A07 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_A08 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_A10 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_B01 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_B02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_B03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_B05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_B06 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_B07 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_B09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T24_CT_C01 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_C03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_C05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_C07 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_C08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_C09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_C10 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_C11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_C12 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D04 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_D06 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_D07 1 0.4624 0.499 0.660 0.340 0.000 0.000
#> T24_CT_D08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D10 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_D11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_E01 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_E02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_E04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_E05 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_E07 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_E09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_E12 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_F01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_F02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_F03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_F04 1 0.0188 0.970 0.996 0.004 0.000 0.000
#> T24_CT_F05 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_F07 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_F08 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_F09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_F10 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_F11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_F12 3 0.1389 0.923 0.000 0.048 0.952 0.000
#> T24_CT_G01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_G02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_G05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_G06 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_G08 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_G11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_G12 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_H01 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T24_CT_H02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_H03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T24_CT_H05 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_H07 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_H09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T24_CT_H12 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_A01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A06 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T48_CT_A08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_A10 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_A12 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_B01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_B02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_B03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_B08 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_B11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_B12 1 0.4134 0.643 0.740 0.260 0.000 0.000
#> T48_CT_C01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_C02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_C04 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_C06 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_C07 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_C09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_C10 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_C11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_D03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D06 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D07 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D08 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_D09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D10 1 0.1557 0.913 0.944 0.056 0.000 0.000
#> T48_CT_D11 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_D12 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_E01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_E02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_E03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_E04 2 0.1474 0.933 0.052 0.948 0.000 0.000
#> T48_CT_E05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_E06 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_E10 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_E11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_E12 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T48_CT_F01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_F02 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_F03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_F05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_F07 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_F09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_F10 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_F11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_G02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_G03 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_G07 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_G08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_G09 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_G10 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T48_CT_G11 1 0.0592 0.958 0.984 0.016 0.000 0.000
#> T48_CT_G12 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_H01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_H02 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_H04 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_H06 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_H07 1 0.4817 0.388 0.612 0.388 0.000 0.000
#> T48_CT_H08 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T48_CT_H11 1 0.0817 0.949 0.976 0.024 0.000 0.000
#> T48_CT_H12 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T72_CT_A01 2 0.3801 0.715 0.000 0.780 0.000 0.220
#> T72_CT_A05 4 0.0188 0.989 0.000 0.004 0.000 0.996
#> T72_CT_A08 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_A09 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_A11 4 0.0336 0.985 0.000 0.008 0.000 0.992
#> T72_CT_B01 2 0.1211 0.952 0.000 0.960 0.000 0.040
#> T72_CT_B02 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_B03 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_B04 4 0.2760 0.849 0.128 0.000 0.000 0.872
#> T72_CT_B05 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_B06 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_B08 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_B09 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T72_CT_B11 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_B12 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_C04 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T72_CT_C06 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_C07 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T72_CT_C09 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_C11 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D01 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D03 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D04 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D05 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D07 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D10 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_D11 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_E04 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_E05 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_E07 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_F01 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_F05 4 0.1867 0.909 0.000 0.072 0.000 0.928
#> T72_CT_F07 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_F10 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_F11 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_G03 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T72_CT_G06 4 0.0469 0.980 0.000 0.012 0.000 0.988
#> T72_CT_G08 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_G10 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_G11 1 0.0000 0.974 1.000 0.000 0.000 0.000
#> T72_CT_H01 2 0.0000 0.991 0.000 1.000 0.000 0.000
#> T72_CT_H03 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_H05 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T72_CT_H08 3 0.0000 0.981 0.000 0.000 1.000 0.000
#> T72_CT_H09 3 0.1867 0.909 0.000 0.000 0.928 0.072
#> T72_CT_H10 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_H11 4 0.0000 0.993 0.000 0.000 0.000 1.000
#> T72_CT_H12 4 0.0000 0.993 0.000 0.000 0.000 1.000
cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#> class entropy silhouette p1 p2 p3 p4 p5
#> T0_CT_A01 3 0.0290 0.9462 0.000 0.000 0.992 0.000 0.008
#> T0_CT_A03 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A06 3 0.1502 0.9127 0.000 0.004 0.940 0.000 0.056
#> T0_CT_A07 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.0162 0.9477 0.000 0.000 0.996 0.000 0.004
#> T0_CT_A11 1 0.4101 0.5036 0.664 0.004 0.000 0.000 0.332
#> T0_CT_B01 5 0.1671 0.8105 0.000 0.076 0.000 0.000 0.924
#> T0_CT_B03 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B05 5 0.6125 0.5906 0.132 0.040 0.180 0.000 0.648
#> T0_CT_B07 3 0.5615 0.2849 0.020 0.040 0.548 0.000 0.392
#> T0_CT_B08 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C03 1 0.1410 0.8518 0.940 0.000 0.000 0.000 0.060
#> T0_CT_C05 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_C06 5 0.1043 0.8253 0.000 0.040 0.000 0.000 0.960
#> T0_CT_C07 3 0.3586 0.6434 0.000 0.000 0.736 0.000 0.264
#> T0_CT_C08 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_C09 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_C11 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_C12 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D01 3 0.3944 0.7461 0.000 0.160 0.788 0.000 0.052
#> T0_CT_D02 3 0.4594 0.5485 0.036 0.000 0.680 0.000 0.284
#> T0_CT_D03 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D05 5 0.1410 0.8182 0.000 0.060 0.000 0.000 0.940
#> T0_CT_D06 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D07 3 0.2471 0.8331 0.000 0.000 0.864 0.000 0.136
#> T0_CT_D08 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_D09 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_D11 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_D12 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E03 3 0.1197 0.9181 0.000 0.000 0.952 0.000 0.048
#> T0_CT_E04 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_E05 5 0.1281 0.8410 0.012 0.032 0.000 0.000 0.956
#> T0_CT_E06 3 0.0404 0.9444 0.000 0.000 0.988 0.000 0.012
#> T0_CT_E07 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E08 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E09 3 0.0404 0.9435 0.000 0.000 0.988 0.000 0.012
#> T0_CT_E10 2 0.1197 0.9151 0.000 0.952 0.000 0.000 0.048
#> T0_CT_E11 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_E12 3 0.0404 0.9441 0.000 0.000 0.988 0.000 0.012
#> T0_CT_F01 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F05 3 0.3317 0.8039 0.000 0.116 0.840 0.000 0.044
#> T0_CT_F06 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_F07 3 0.7220 0.0640 0.020 0.268 0.396 0.000 0.316
#> T0_CT_F09 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_F11 3 0.0609 0.9399 0.000 0.000 0.980 0.000 0.020
#> T0_CT_F12 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G01 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G02 5 0.3941 0.7566 0.132 0.036 0.020 0.000 0.812
#> T0_CT_G03 3 0.0404 0.9441 0.000 0.000 0.988 0.000 0.012
#> T0_CT_G04 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G08 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T0_CT_G09 5 0.2020 0.8266 0.100 0.000 0.000 0.000 0.900
#> T0_CT_G11 5 0.2230 0.8171 0.044 0.044 0.000 0.000 0.912
#> T0_CT_H01 5 0.1386 0.8426 0.032 0.016 0.000 0.000 0.952
#> T0_CT_H02 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T0_CT_H04 3 0.0609 0.9402 0.000 0.000 0.980 0.000 0.020
#> T0_CT_H05 5 0.1851 0.8032 0.000 0.088 0.000 0.000 0.912
#> T0_CT_H08 5 0.4197 0.7163 0.000 0.148 0.076 0.000 0.776
#> T0_CT_H09 5 0.4268 0.2250 0.000 0.444 0.000 0.000 0.556
#> T0_CT_H12 5 0.4358 0.7361 0.036 0.048 0.120 0.000 0.796
#> T24_CT_A01 5 0.3913 0.5338 0.324 0.000 0.000 0.000 0.676
#> T24_CT_A03 2 0.0963 0.9200 0.000 0.964 0.000 0.000 0.036
#> T24_CT_A04 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T24_CT_A05 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T24_CT_A07 2 0.0290 0.9283 0.000 0.992 0.000 0.000 0.008
#> T24_CT_A08 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.3242 0.6825 0.784 0.000 0.000 0.000 0.216
#> T24_CT_A10 5 0.2377 0.8128 0.128 0.000 0.000 0.000 0.872
#> T24_CT_B01 5 0.3177 0.7340 0.208 0.000 0.000 0.000 0.792
#> T24_CT_B02 1 0.3636 0.5937 0.728 0.000 0.000 0.000 0.272
#> T24_CT_B03 2 0.2230 0.8880 0.000 0.884 0.000 0.000 0.116
#> T24_CT_B05 2 0.1544 0.9155 0.000 0.932 0.000 0.000 0.068
#> T24_CT_B06 2 0.0963 0.9258 0.000 0.964 0.000 0.000 0.036
#> T24_CT_B07 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0794 0.9228 0.000 0.972 0.000 0.000 0.028
#> T24_CT_B09 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T24_CT_C01 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0510 0.9286 0.000 0.984 0.000 0.000 0.016
#> T24_CT_C03 1 0.0510 0.8750 0.984 0.000 0.000 0.000 0.016
#> T24_CT_C05 2 0.0880 0.9240 0.000 0.968 0.000 0.000 0.032
#> T24_CT_C07 2 0.2127 0.8927 0.000 0.892 0.000 0.000 0.108
#> T24_CT_C08 2 0.1043 0.9187 0.000 0.960 0.000 0.000 0.040
#> T24_CT_C09 2 0.1121 0.9291 0.000 0.956 0.000 0.000 0.044
#> T24_CT_C10 1 0.4302 0.0308 0.520 0.000 0.000 0.000 0.480
#> T24_CT_C11 5 0.3242 0.6917 0.000 0.216 0.000 0.000 0.784
#> T24_CT_C12 2 0.1270 0.9217 0.000 0.948 0.000 0.000 0.052
#> T24_CT_D01 2 0.1671 0.9120 0.000 0.924 0.000 0.000 0.076
#> T24_CT_D02 2 0.1270 0.9216 0.000 0.948 0.000 0.000 0.052
#> T24_CT_D03 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T24_CT_D04 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_D05 1 0.1195 0.8617 0.960 0.012 0.000 0.000 0.028
#> T24_CT_D06 1 0.4171 0.3360 0.604 0.000 0.000 0.000 0.396
#> T24_CT_D07 1 0.3579 0.5865 0.756 0.240 0.000 0.000 0.004
#> T24_CT_D08 2 0.0880 0.9241 0.000 0.968 0.000 0.000 0.032
#> T24_CT_D09 2 0.1043 0.9187 0.000 0.960 0.000 0.000 0.040
#> T24_CT_D10 2 0.1043 0.9187 0.000 0.960 0.000 0.000 0.040
#> T24_CT_D11 2 0.0609 0.9283 0.000 0.980 0.000 0.000 0.020
#> T24_CT_E01 5 0.2516 0.8055 0.140 0.000 0.000 0.000 0.860
#> T24_CT_E02 1 0.0290 0.8788 0.992 0.000 0.000 0.000 0.008
#> T24_CT_E04 2 0.1792 0.9077 0.000 0.916 0.000 0.000 0.084
#> T24_CT_E05 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 5 0.3143 0.6999 0.000 0.204 0.000 0.000 0.796
#> T24_CT_E09 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_E11 1 0.3143 0.7033 0.796 0.000 0.000 0.000 0.204
#> T24_CT_E12 2 0.1792 0.9120 0.000 0.916 0.000 0.000 0.084
#> T24_CT_F01 2 0.2516 0.8666 0.000 0.860 0.000 0.000 0.140
#> T24_CT_F02 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T24_CT_F03 5 0.2280 0.8189 0.120 0.000 0.000 0.000 0.880
#> T24_CT_F04 5 0.1626 0.8391 0.016 0.044 0.000 0.000 0.940
#> T24_CT_F05 5 0.2377 0.8126 0.128 0.000 0.000 0.000 0.872
#> T24_CT_F07 5 0.1626 0.8418 0.044 0.016 0.000 0.000 0.940
#> T24_CT_F08 1 0.0404 0.8771 0.988 0.000 0.000 0.000 0.012
#> T24_CT_F09 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T24_CT_F10 2 0.2930 0.8332 0.004 0.832 0.000 0.000 0.164
#> T24_CT_F11 5 0.1493 0.8421 0.024 0.028 0.000 0.000 0.948
#> T24_CT_F12 3 0.0609 0.9326 0.000 0.020 0.980 0.000 0.000
#> T24_CT_G01 2 0.1043 0.9187 0.000 0.960 0.000 0.000 0.040
#> T24_CT_G02 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G04 2 0.0794 0.9249 0.000 0.972 0.000 0.000 0.028
#> T24_CT_G05 2 0.0880 0.9263 0.000 0.968 0.000 0.000 0.032
#> T24_CT_G06 1 0.2966 0.7261 0.816 0.000 0.000 0.000 0.184
#> T24_CT_G08 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G10 2 0.0404 0.9287 0.000 0.988 0.000 0.000 0.012
#> T24_CT_G11 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G12 5 0.4235 0.2729 0.424 0.000 0.000 0.000 0.576
#> T24_CT_H01 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T24_CT_H02 1 0.4150 0.3504 0.612 0.000 0.000 0.000 0.388
#> T24_CT_H03 2 0.0609 0.9282 0.000 0.980 0.000 0.000 0.020
#> T24_CT_H05 5 0.2329 0.8127 0.124 0.000 0.000 0.000 0.876
#> T24_CT_H07 5 0.3109 0.7404 0.200 0.000 0.000 0.000 0.800
#> T24_CT_H09 1 0.0162 0.8809 0.996 0.000 0.000 0.000 0.004
#> T24_CT_H12 1 0.2561 0.7772 0.856 0.000 0.000 0.000 0.144
#> T48_CT_A01 2 0.0290 0.9268 0.000 0.992 0.000 0.000 0.008
#> T48_CT_A02 2 0.1608 0.9138 0.000 0.928 0.000 0.000 0.072
#> T48_CT_A03 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0880 0.9264 0.000 0.968 0.000 0.000 0.032
#> T48_CT_A05 2 0.3983 0.5705 0.000 0.660 0.000 0.000 0.340
#> T48_CT_A06 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T48_CT_A08 2 0.1341 0.9202 0.000 0.944 0.000 0.000 0.056
#> T48_CT_A09 5 0.2732 0.7912 0.160 0.000 0.000 0.000 0.840
#> T48_CT_A10 2 0.0794 0.9287 0.000 0.972 0.000 0.000 0.028
#> T48_CT_A11 2 0.1270 0.9218 0.000 0.948 0.000 0.000 0.052
#> T48_CT_A12 5 0.1851 0.8327 0.088 0.000 0.000 0.000 0.912
#> T48_CT_B01 2 0.1121 0.9242 0.000 0.956 0.000 0.000 0.044
#> T48_CT_B02 2 0.1908 0.9030 0.000 0.908 0.000 0.000 0.092
#> T48_CT_B03 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0000 0.9276 0.000 1.000 0.000 0.000 0.000
#> T48_CT_B08 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.1671 0.9121 0.000 0.924 0.000 0.000 0.076
#> T48_CT_B11 2 0.0794 0.9269 0.000 0.972 0.000 0.000 0.028
#> T48_CT_B12 5 0.1597 0.8372 0.012 0.048 0.000 0.000 0.940
#> T48_CT_C01 2 0.1043 0.9259 0.000 0.960 0.000 0.000 0.040
#> T48_CT_C02 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.2329 0.8807 0.000 0.876 0.000 0.000 0.124
#> T48_CT_C04 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0510 0.9256 0.000 0.984 0.000 0.000 0.016
#> T48_CT_C06 2 0.3074 0.8067 0.000 0.804 0.000 0.000 0.196
#> T48_CT_C07 5 0.1648 0.8396 0.020 0.040 0.000 0.000 0.940
#> T48_CT_C09 2 0.0290 0.9286 0.000 0.992 0.000 0.000 0.008
#> T48_CT_C10 1 0.4030 0.3893 0.648 0.000 0.000 0.000 0.352
#> T48_CT_C11 2 0.0794 0.9276 0.000 0.972 0.000 0.000 0.028
#> T48_CT_D01 5 0.3480 0.6420 0.000 0.248 0.000 0.000 0.752
#> T48_CT_D02 5 0.1444 0.8397 0.012 0.040 0.000 0.000 0.948
#> T48_CT_D03 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.0963 0.9203 0.000 0.964 0.000 0.000 0.036
#> T48_CT_D06 2 0.0510 0.9255 0.000 0.984 0.000 0.000 0.016
#> T48_CT_D07 2 0.1851 0.9056 0.000 0.912 0.000 0.000 0.088
#> T48_CT_D08 1 0.4201 0.2467 0.592 0.000 0.000 0.000 0.408
#> T48_CT_D09 2 0.3143 0.7963 0.000 0.796 0.000 0.000 0.204
#> T48_CT_D10 5 0.1626 0.8386 0.016 0.044 0.000 0.000 0.940
#> T48_CT_D11 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T48_CT_D12 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 5 0.4088 0.3672 0.000 0.368 0.000 0.000 0.632
#> T48_CT_E02 5 0.1648 0.8427 0.040 0.020 0.000 0.000 0.940
#> T48_CT_E03 5 0.2020 0.8048 0.000 0.100 0.000 0.000 0.900
#> T48_CT_E04 5 0.1270 0.8340 0.000 0.052 0.000 0.000 0.948
#> T48_CT_E05 2 0.2329 0.8808 0.000 0.876 0.000 0.000 0.124
#> T48_CT_E06 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.1341 0.9202 0.000 0.944 0.000 0.000 0.056
#> T48_CT_E10 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 5 0.3508 0.6797 0.252 0.000 0.000 0.000 0.748
#> T48_CT_E12 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T48_CT_F01 2 0.0963 0.9269 0.000 0.964 0.000 0.000 0.036
#> T48_CT_F02 5 0.1444 0.8397 0.012 0.040 0.000 0.000 0.948
#> T48_CT_F03 5 0.2516 0.8061 0.140 0.000 0.000 0.000 0.860
#> T48_CT_F05 2 0.2329 0.8811 0.000 0.876 0.000 0.000 0.124
#> T48_CT_F07 5 0.2813 0.7854 0.168 0.000 0.000 0.000 0.832
#> T48_CT_F09 2 0.1544 0.9158 0.000 0.932 0.000 0.000 0.068
#> T48_CT_F10 5 0.1701 0.8417 0.048 0.016 0.000 0.000 0.936
#> T48_CT_F11 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.4302 0.0353 0.520 0.000 0.000 0.000 0.480
#> T48_CT_G02 2 0.0162 0.9282 0.000 0.996 0.000 0.000 0.004
#> T48_CT_G03 2 0.1908 0.9030 0.000 0.908 0.000 0.000 0.092
#> T48_CT_G07 2 0.0510 0.9281 0.000 0.984 0.000 0.000 0.016
#> T48_CT_G08 2 0.2852 0.8344 0.000 0.828 0.000 0.000 0.172
#> T48_CT_G09 2 0.3774 0.6557 0.000 0.704 0.000 0.000 0.296
#> T48_CT_G10 1 0.4242 0.2288 0.572 0.000 0.428 0.000 0.000
#> T48_CT_G11 5 0.1331 0.8391 0.008 0.040 0.000 0.000 0.952
#> T48_CT_G12 2 0.1270 0.9219 0.000 0.948 0.000 0.000 0.052
#> T48_CT_H01 2 0.1732 0.9099 0.000 0.920 0.000 0.000 0.080
#> T48_CT_H02 2 0.3884 0.5778 0.004 0.708 0.000 0.000 0.288
#> T48_CT_H04 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.0290 0.9283 0.000 0.992 0.000 0.000 0.008
#> T48_CT_H06 2 0.1732 0.9099 0.000 0.920 0.000 0.000 0.080
#> T48_CT_H07 5 0.1557 0.8355 0.008 0.052 0.000 0.000 0.940
#> T48_CT_H08 2 0.0162 0.9280 0.000 0.996 0.000 0.000 0.004
#> T48_CT_H11 5 0.1408 0.8382 0.008 0.044 0.000 0.000 0.948
#> T48_CT_H12 2 0.0404 0.9285 0.000 0.988 0.000 0.000 0.012
#> T72_CT_A01 2 0.2361 0.8638 0.000 0.892 0.000 0.096 0.012
#> T72_CT_A05 2 0.4288 0.3628 0.000 0.612 0.000 0.384 0.004
#> T72_CT_A08 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A09 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_A11 4 0.3336 0.6730 0.000 0.228 0.000 0.772 0.000
#> T72_CT_B01 2 0.1270 0.9078 0.000 0.948 0.000 0.052 0.000
#> T72_CT_B02 4 0.1043 0.9233 0.040 0.000 0.000 0.960 0.000
#> T72_CT_B03 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B04 1 0.2852 0.7053 0.828 0.000 0.000 0.172 0.000
#> T72_CT_B05 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B06 4 0.0162 0.9563 0.004 0.000 0.000 0.996 0.000
#> T72_CT_B08 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B09 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T72_CT_B11 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_B12 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C04 2 0.0880 0.9215 0.000 0.968 0.000 0.000 0.032
#> T72_CT_C06 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C07 2 0.1121 0.9172 0.000 0.956 0.000 0.000 0.044
#> T72_CT_C09 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_C11 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D01 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D03 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D04 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D05 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D07 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D10 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_D11 4 0.4300 0.1125 0.476 0.000 0.000 0.524 0.000
#> T72_CT_E04 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_E05 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_E07 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F01 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F05 4 0.4114 0.3452 0.000 0.376 0.000 0.624 0.000
#> T72_CT_F07 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F10 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_F11 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G03 1 0.0000 0.8827 1.000 0.000 0.000 0.000 0.000
#> T72_CT_G04 1 0.0162 0.8799 0.996 0.000 0.000 0.004 0.000
#> T72_CT_G06 2 0.4306 0.0402 0.000 0.508 0.000 0.492 0.000
#> T72_CT_G08 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G10 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_G11 5 0.2886 0.7979 0.148 0.000 0.000 0.008 0.844
#> T72_CT_H01 2 0.1043 0.9187 0.000 0.960 0.000 0.000 0.040
#> T72_CT_H03 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H05 3 0.0290 0.9445 0.000 0.000 0.992 0.008 0.000
#> T72_CT_H08 3 0.0000 0.9492 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H09 3 0.3305 0.6981 0.000 0.000 0.776 0.224 0.000
#> T72_CT_H10 4 0.0162 0.9557 0.000 0.000 0.000 0.996 0.004
#> T72_CT_H11 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
#> T72_CT_H12 4 0.0000 0.9596 0.000 0.000 0.000 1.000 0.000
cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#> class entropy silhouette p1 p2 p3 p4 p5 p6
#> T0_CT_A01 3 0.3634 0.4555 0.000 0.000 0.644 0.000 0.000 0.356
#> T0_CT_A03 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A05 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A06 6 0.1444 0.6266 0.000 0.000 0.072 0.000 0.000 0.928
#> T0_CT_A07 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_A08 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T0_CT_A10 3 0.3647 0.4253 0.000 0.000 0.640 0.000 0.000 0.360
#> T0_CT_A11 6 0.4140 0.5818 0.152 0.000 0.000 0.000 0.104 0.744
#> T0_CT_B01 6 0.2454 0.6429 0.000 0.000 0.000 0.000 0.160 0.840
#> T0_CT_B03 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B05 6 0.2257 0.6555 0.008 0.000 0.000 0.000 0.116 0.876
#> T0_CT_B07 6 0.1780 0.6544 0.000 0.000 0.028 0.000 0.048 0.924
#> T0_CT_B08 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_B09 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C02 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C03 6 0.4560 0.5366 0.200 0.000 0.000 0.000 0.108 0.692
#> T0_CT_C05 2 0.3857 0.3420 0.000 0.532 0.000 0.000 0.000 0.468
#> T0_CT_C06 6 0.3862 0.1482 0.000 0.000 0.000 0.000 0.476 0.524
#> T0_CT_C07 6 0.4135 0.4938 0.000 0.000 0.032 0.000 0.300 0.668
#> T0_CT_C08 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_C09 2 0.3672 0.5243 0.000 0.632 0.000 0.000 0.000 0.368
#> T0_CT_C11 2 0.3695 0.5155 0.000 0.624 0.000 0.000 0.000 0.376
#> T0_CT_C12 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D01 6 0.4193 0.3493 0.000 0.272 0.044 0.000 0.000 0.684
#> T0_CT_D02 6 0.3206 0.6455 0.004 0.000 0.028 0.000 0.152 0.816
#> T0_CT_D03 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D05 6 0.2854 0.6105 0.000 0.000 0.000 0.000 0.208 0.792
#> T0_CT_D06 3 0.0260 0.9261 0.000 0.000 0.992 0.000 0.000 0.008
#> T0_CT_D07 6 0.2462 0.6602 0.000 0.000 0.028 0.000 0.096 0.876
#> T0_CT_D08 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_D09 2 0.3847 0.3685 0.000 0.544 0.000 0.000 0.000 0.456
#> T0_CT_D11 2 0.3847 0.3685 0.000 0.544 0.000 0.000 0.000 0.456
#> T0_CT_D12 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E01 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E03 6 0.5646 0.3910 0.000 0.000 0.204 0.000 0.264 0.532
#> T0_CT_E04 2 0.3862 0.3232 0.000 0.524 0.000 0.000 0.000 0.476
#> T0_CT_E05 5 0.1700 0.7576 0.000 0.004 0.000 0.000 0.916 0.080
#> T0_CT_E06 3 0.3797 0.2970 0.000 0.000 0.580 0.000 0.000 0.420
#> T0_CT_E07 3 0.1141 0.8906 0.000 0.000 0.948 0.000 0.000 0.052
#> T0_CT_E08 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E09 6 0.3862 -0.0733 0.000 0.000 0.476 0.000 0.000 0.524
#> T0_CT_E10 6 0.3854 -0.1983 0.000 0.464 0.000 0.000 0.000 0.536
#> T0_CT_E11 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_E12 3 0.3867 0.0786 0.000 0.000 0.512 0.000 0.000 0.488
#> T0_CT_F01 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F02 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F03 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F04 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_F05 6 0.5408 -0.0922 0.000 0.408 0.116 0.000 0.000 0.476
#> T0_CT_F06 3 0.0146 0.9291 0.000 0.000 0.996 0.000 0.000 0.004
#> T0_CT_F07 6 0.1245 0.6457 0.000 0.000 0.016 0.000 0.032 0.952
#> T0_CT_F09 2 0.3804 0.4318 0.000 0.576 0.000 0.000 0.000 0.424
#> T0_CT_F11 6 0.3634 0.3284 0.000 0.000 0.356 0.000 0.000 0.644
#> T0_CT_F12 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G01 3 0.1387 0.8752 0.000 0.000 0.932 0.000 0.000 0.068
#> T0_CT_G02 6 0.2053 0.6570 0.000 0.000 0.004 0.000 0.108 0.888
#> T0_CT_G03 3 0.3823 0.2371 0.000 0.000 0.564 0.000 0.000 0.436
#> T0_CT_G04 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G07 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G08 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T0_CT_G09 5 0.2320 0.7187 0.004 0.000 0.000 0.000 0.864 0.132
#> T0_CT_G11 6 0.3619 0.4837 0.000 0.000 0.004 0.000 0.316 0.680
#> T0_CT_H01 6 0.3996 0.1030 0.004 0.000 0.000 0.000 0.484 0.512
#> T0_CT_H02 2 0.3860 0.3326 0.000 0.528 0.000 0.000 0.000 0.472
#> T0_CT_H04 6 0.2941 0.5420 0.000 0.000 0.220 0.000 0.000 0.780
#> T0_CT_H05 6 0.2527 0.6388 0.000 0.000 0.000 0.000 0.168 0.832
#> T0_CT_H08 6 0.1531 0.6536 0.000 0.000 0.004 0.000 0.068 0.928
#> T0_CT_H09 6 0.1049 0.6383 0.000 0.008 0.000 0.000 0.032 0.960
#> T0_CT_H12 6 0.2778 0.6387 0.000 0.000 0.008 0.000 0.168 0.824
#> T24_CT_A01 6 0.4076 0.1708 0.008 0.000 0.000 0.000 0.452 0.540
#> T24_CT_A03 2 0.0713 0.8356 0.000 0.972 0.000 0.000 0.000 0.028
#> T24_CT_A04 2 0.3706 0.5086 0.000 0.620 0.000 0.000 0.000 0.380
#> T24_CT_A05 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_A07 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_A08 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_A09 1 0.3094 0.7573 0.824 0.000 0.000 0.000 0.140 0.036
#> T24_CT_A10 5 0.2595 0.6967 0.004 0.000 0.000 0.000 0.836 0.160
#> T24_CT_B01 5 0.4238 0.0619 0.016 0.000 0.000 0.000 0.540 0.444
#> T24_CT_B02 1 0.3445 0.6321 0.732 0.000 0.000 0.000 0.260 0.008
#> T24_CT_B03 2 0.3023 0.6603 0.000 0.768 0.000 0.000 0.232 0.000
#> T24_CT_B05 2 0.0363 0.8400 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_B06 2 0.0146 0.8409 0.000 0.996 0.000 0.000 0.004 0.000
#> T24_CT_B07 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B08 2 0.0713 0.8359 0.000 0.972 0.000 0.000 0.000 0.028
#> T24_CT_B09 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_B11 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_C01 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_C02 2 0.0363 0.8396 0.000 0.988 0.000 0.000 0.000 0.012
#> T24_CT_C03 1 0.1341 0.8671 0.948 0.000 0.000 0.000 0.028 0.024
#> T24_CT_C05 2 0.0458 0.8389 0.000 0.984 0.000 0.000 0.000 0.016
#> T24_CT_C07 2 0.3271 0.6519 0.000 0.760 0.000 0.000 0.232 0.008
#> T24_CT_C08 2 0.1814 0.8007 0.000 0.900 0.000 0.000 0.000 0.100
#> T24_CT_C09 2 0.0508 0.8405 0.000 0.984 0.000 0.000 0.004 0.012
#> T24_CT_C10 1 0.4224 0.2891 0.552 0.000 0.000 0.000 0.432 0.016
#> T24_CT_C11 5 0.3774 0.4052 0.000 0.328 0.000 0.000 0.664 0.008
#> T24_CT_C12 2 0.0363 0.8401 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_D01 2 0.0632 0.8368 0.000 0.976 0.000 0.000 0.024 0.000
#> T24_CT_D02 2 0.0363 0.8398 0.000 0.988 0.000 0.000 0.012 0.000
#> T24_CT_D03 2 0.3578 0.5664 0.000 0.660 0.000 0.000 0.000 0.340
#> T24_CT_D04 1 0.0146 0.8872 0.996 0.000 0.000 0.000 0.000 0.004
#> T24_CT_D05 1 0.0820 0.8786 0.972 0.000 0.000 0.000 0.012 0.016
#> T24_CT_D06 1 0.5847 0.1015 0.444 0.000 0.000 0.000 0.360 0.196
#> T24_CT_D07 1 0.4129 0.6166 0.744 0.200 0.000 0.000 0.020 0.036
#> T24_CT_D08 2 0.0458 0.8388 0.000 0.984 0.000 0.000 0.000 0.016
#> T24_CT_D09 2 0.2454 0.7565 0.000 0.840 0.000 0.000 0.000 0.160
#> T24_CT_D10 2 0.1267 0.8227 0.000 0.940 0.000 0.000 0.000 0.060
#> T24_CT_D11 2 0.0260 0.8405 0.000 0.992 0.000 0.000 0.008 0.000
#> T24_CT_E01 5 0.2060 0.7492 0.016 0.000 0.000 0.000 0.900 0.084
#> T24_CT_E02 1 0.0547 0.8802 0.980 0.000 0.000 0.000 0.020 0.000
#> T24_CT_E04 2 0.1267 0.8201 0.000 0.940 0.000 0.000 0.060 0.000
#> T24_CT_E05 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_E07 5 0.4141 0.2490 0.000 0.388 0.000 0.000 0.596 0.016
#> T24_CT_E09 1 0.0458 0.8836 0.984 0.000 0.000 0.000 0.000 0.016
#> T24_CT_E11 1 0.4024 0.5901 0.700 0.000 0.000 0.000 0.264 0.036
#> T24_CT_E12 2 0.0603 0.8403 0.000 0.980 0.000 0.000 0.016 0.004
#> T24_CT_F01 2 0.3512 0.5936 0.000 0.720 0.000 0.000 0.272 0.008
#> T24_CT_F02 2 0.2823 0.7204 0.000 0.796 0.000 0.000 0.000 0.204
#> T24_CT_F03 5 0.1285 0.7620 0.004 0.000 0.000 0.000 0.944 0.052
#> T24_CT_F04 5 0.1950 0.7028 0.000 0.064 0.000 0.000 0.912 0.024
#> T24_CT_F05 5 0.2362 0.7151 0.004 0.000 0.000 0.000 0.860 0.136
#> T24_CT_F07 5 0.1232 0.7417 0.004 0.016 0.000 0.000 0.956 0.024
#> T24_CT_F08 1 0.1088 0.8722 0.960 0.000 0.000 0.000 0.024 0.016
#> T24_CT_F09 2 0.3706 0.5051 0.000 0.620 0.000 0.000 0.000 0.380
#> T24_CT_F10 2 0.4771 0.5639 0.004 0.688 0.000 0.000 0.144 0.164
#> T24_CT_F11 5 0.1753 0.7520 0.004 0.000 0.000 0.000 0.912 0.084
#> T24_CT_F12 3 0.1444 0.8470 0.000 0.072 0.928 0.000 0.000 0.000
#> T24_CT_G01 2 0.1765 0.8041 0.000 0.904 0.000 0.000 0.000 0.096
#> T24_CT_G02 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T24_CT_G03 1 0.0146 0.8873 0.996 0.000 0.000 0.000 0.000 0.004
#> T24_CT_G04 2 0.1498 0.8262 0.000 0.940 0.000 0.000 0.028 0.032
#> T24_CT_G05 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G06 1 0.3714 0.5112 0.656 0.000 0.000 0.000 0.340 0.004
#> T24_CT_G08 1 0.0547 0.8814 0.980 0.000 0.000 0.000 0.000 0.020
#> T24_CT_G10 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T24_CT_G11 1 0.0260 0.8860 0.992 0.000 0.000 0.000 0.000 0.008
#> T24_CT_G12 6 0.4439 0.2006 0.028 0.000 0.000 0.000 0.432 0.540
#> T24_CT_H01 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T24_CT_H02 1 0.6047 -0.0310 0.400 0.000 0.000 0.000 0.340 0.260
#> T24_CT_H03 2 0.0291 0.8413 0.000 0.992 0.000 0.000 0.004 0.004
#> T24_CT_H05 5 0.3881 0.2245 0.004 0.000 0.000 0.000 0.600 0.396
#> T24_CT_H07 5 0.4096 -0.0887 0.008 0.000 0.000 0.000 0.508 0.484
#> T24_CT_H09 1 0.0520 0.8838 0.984 0.000 0.000 0.000 0.008 0.008
#> T24_CT_H12 6 0.5556 0.1634 0.412 0.000 0.000 0.000 0.136 0.452
#> T48_CT_A01 2 0.0790 0.8343 0.000 0.968 0.000 0.000 0.000 0.032
#> T48_CT_A02 2 0.0458 0.8390 0.000 0.984 0.000 0.000 0.016 0.000
#> T48_CT_A03 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A04 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A05 2 0.3868 0.0855 0.000 0.508 0.000 0.000 0.492 0.000
#> T48_CT_A06 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_A07 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_A08 2 0.0363 0.8398 0.000 0.988 0.000 0.000 0.012 0.000
#> T48_CT_A09 5 0.2009 0.7341 0.068 0.000 0.000 0.000 0.908 0.024
#> T48_CT_A10 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_A11 2 0.0260 0.8404 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_A12 5 0.0972 0.7629 0.008 0.000 0.000 0.000 0.964 0.028
#> T48_CT_B01 2 0.0363 0.8398 0.000 0.988 0.000 0.000 0.012 0.000
#> T48_CT_B02 2 0.2020 0.7929 0.000 0.896 0.000 0.000 0.096 0.008
#> T48_CT_B03 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B04 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B06 2 0.0547 0.8384 0.000 0.980 0.000 0.000 0.000 0.020
#> T48_CT_B08 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_B10 2 0.0713 0.8349 0.000 0.972 0.000 0.000 0.028 0.000
#> T48_CT_B11 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_B12 5 0.0914 0.7551 0.000 0.016 0.000 0.000 0.968 0.016
#> T48_CT_C01 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C02 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C03 2 0.3217 0.6625 0.000 0.768 0.000 0.000 0.224 0.008
#> T48_CT_C04 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_C05 2 0.0146 0.8408 0.004 0.996 0.000 0.000 0.000 0.000
#> T48_CT_C06 2 0.3774 0.3328 0.000 0.592 0.000 0.000 0.408 0.000
#> T48_CT_C07 5 0.0692 0.7612 0.000 0.004 0.000 0.000 0.976 0.020
#> T48_CT_C09 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_C10 1 0.3531 0.5254 0.672 0.000 0.000 0.000 0.328 0.000
#> T48_CT_C11 2 0.0363 0.8398 0.000 0.988 0.000 0.000 0.012 0.000
#> T48_CT_D01 5 0.4238 0.0874 0.000 0.444 0.000 0.000 0.540 0.016
#> T48_CT_D02 5 0.0291 0.7563 0.000 0.004 0.000 0.000 0.992 0.004
#> T48_CT_D03 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_D04 2 0.1267 0.8225 0.000 0.940 0.000 0.000 0.000 0.060
#> T48_CT_D06 2 0.0713 0.8356 0.000 0.972 0.000 0.000 0.000 0.028
#> T48_CT_D07 2 0.0865 0.8319 0.000 0.964 0.000 0.000 0.036 0.000
#> T48_CT_D08 1 0.4529 0.1305 0.508 0.000 0.000 0.000 0.460 0.032
#> T48_CT_D09 2 0.4076 0.3409 0.000 0.592 0.000 0.000 0.396 0.012
#> T48_CT_D10 5 0.0260 0.7527 0.000 0.008 0.000 0.000 0.992 0.000
#> T48_CT_D11 2 0.3634 0.5421 0.000 0.644 0.000 0.000 0.000 0.356
#> T48_CT_D12 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E01 5 0.4318 0.1027 0.000 0.448 0.000 0.000 0.532 0.020
#> T48_CT_E02 5 0.1152 0.7632 0.004 0.000 0.000 0.000 0.952 0.044
#> T48_CT_E03 5 0.4164 0.6155 0.000 0.132 0.000 0.000 0.744 0.124
#> T48_CT_E04 5 0.1082 0.7638 0.000 0.004 0.000 0.000 0.956 0.040
#> T48_CT_E05 2 0.2793 0.6979 0.000 0.800 0.000 0.000 0.200 0.000
#> T48_CT_E06 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E07 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E08 2 0.0260 0.8404 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_E10 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_E11 5 0.3766 0.4468 0.304 0.000 0.000 0.000 0.684 0.012
#> T48_CT_E12 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T48_CT_F01 2 0.0146 0.8407 0.000 0.996 0.000 0.000 0.004 0.000
#> T48_CT_F02 5 0.2100 0.7375 0.000 0.004 0.000 0.000 0.884 0.112
#> T48_CT_F03 5 0.2631 0.6949 0.008 0.000 0.000 0.000 0.840 0.152
#> T48_CT_F05 2 0.2048 0.7762 0.000 0.880 0.000 0.000 0.120 0.000
#> T48_CT_F07 5 0.3782 0.6460 0.124 0.000 0.000 0.000 0.780 0.096
#> T48_CT_F09 2 0.0458 0.8392 0.000 0.984 0.000 0.000 0.016 0.000
#> T48_CT_F10 5 0.1152 0.7632 0.004 0.000 0.000 0.000 0.952 0.044
#> T48_CT_F11 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_G01 1 0.5474 0.1939 0.488 0.000 0.000 0.000 0.384 0.128
#> T48_CT_G02 2 0.0547 0.8382 0.000 0.980 0.000 0.000 0.000 0.020
#> T48_CT_G03 2 0.1327 0.8179 0.000 0.936 0.000 0.000 0.064 0.000
#> T48_CT_G07 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T48_CT_G08 2 0.3725 0.5183 0.000 0.676 0.000 0.000 0.316 0.008
#> T48_CT_G09 2 0.4097 0.0797 0.000 0.504 0.000 0.000 0.488 0.008
#> T48_CT_G10 3 0.1204 0.8784 0.056 0.000 0.944 0.000 0.000 0.000
#> T48_CT_G11 5 0.2053 0.7419 0.000 0.004 0.000 0.000 0.888 0.108
#> T48_CT_G12 2 0.0260 0.8404 0.000 0.992 0.000 0.000 0.008 0.000
#> T48_CT_H01 2 0.1387 0.8161 0.000 0.932 0.000 0.000 0.068 0.000
#> T48_CT_H02 2 0.4591 0.0581 0.000 0.500 0.000 0.000 0.464 0.036
#> T48_CT_H04 1 0.0000 0.8885 1.000 0.000 0.000 0.000 0.000 0.000
#> T48_CT_H05 2 0.0260 0.8402 0.000 0.992 0.000 0.000 0.000 0.008
#> T48_CT_H06 2 0.1204 0.8223 0.000 0.944 0.000 0.000 0.056 0.000
#> T48_CT_H07 5 0.1088 0.7373 0.000 0.024 0.000 0.000 0.960 0.016
#> T48_CT_H08 2 0.0146 0.8407 0.000 0.996 0.000 0.000 0.000 0.004
#> T48_CT_H11 5 0.1196 0.7638 0.000 0.008 0.000 0.000 0.952 0.040
#> T48_CT_H12 2 0.0000 0.8408 0.000 1.000 0.000 0.000 0.000 0.000
#> T72_CT_A01 2 0.5228 0.2003 0.000 0.504 0.000 0.400 0.000 0.096
#> T72_CT_A05 4 0.4978 0.1805 0.000 0.396 0.000 0.532 0.000 0.072
#> T72_CT_A08 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_A09 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_A11 4 0.2416 0.7449 0.000 0.156 0.000 0.844 0.000 0.000
#> T72_CT_B01 2 0.4246 0.3119 0.000 0.580 0.000 0.400 0.000 0.020
#> T72_CT_B02 4 0.1218 0.9034 0.028 0.000 0.000 0.956 0.004 0.012
#> T72_CT_B03 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_B04 1 0.1442 0.8524 0.944 0.000 0.000 0.040 0.004 0.012
#> T72_CT_B05 4 0.0405 0.9245 0.000 0.000 0.000 0.988 0.004 0.008
#> T72_CT_B06 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_B08 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_B09 1 0.0405 0.8836 0.988 0.000 0.000 0.000 0.004 0.008
#> T72_CT_B11 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_B12 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_C04 2 0.0692 0.8372 0.000 0.976 0.000 0.004 0.000 0.020
#> T72_CT_C06 4 0.0725 0.9203 0.000 0.000 0.000 0.976 0.012 0.012
#> T72_CT_C07 2 0.3911 0.5171 0.000 0.624 0.000 0.008 0.000 0.368
#> T72_CT_C09 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_C11 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D01 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D03 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D04 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D05 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_D07 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_D10 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_D11 4 0.4242 0.2630 0.412 0.000 0.000 0.572 0.004 0.012
#> T72_CT_E04 4 0.1334 0.8975 0.000 0.000 0.000 0.948 0.020 0.032
#> T72_CT_E05 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_E07 4 0.0260 0.9206 0.000 0.008 0.000 0.992 0.000 0.000
#> T72_CT_F01 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F05 4 0.2912 0.6595 0.000 0.216 0.000 0.784 0.000 0.000
#> T72_CT_F07 4 0.0508 0.9237 0.000 0.000 0.000 0.984 0.004 0.012
#> T72_CT_F10 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_F11 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G03 1 0.0508 0.8818 0.984 0.000 0.000 0.000 0.004 0.012
#> T72_CT_G04 1 0.0508 0.8818 0.984 0.000 0.000 0.000 0.004 0.012
#> T72_CT_G06 4 0.4091 0.0276 0.000 0.472 0.000 0.520 0.000 0.008
#> T72_CT_G08 4 0.0146 0.9256 0.000 0.000 0.000 0.996 0.004 0.000
#> T72_CT_G10 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_G11 5 0.4434 0.5527 0.000 0.000 0.000 0.172 0.712 0.116
#> T72_CT_H01 2 0.1700 0.8110 0.000 0.916 0.000 0.004 0.000 0.080
#> T72_CT_H03 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
#> T72_CT_H05 3 0.1714 0.8435 0.000 0.000 0.908 0.092 0.000 0.000
#> T72_CT_H08 3 0.0000 0.9317 0.000 0.000 1.000 0.000 0.000 0.000
#> T72_CT_H09 3 0.0993 0.9046 0.000 0.000 0.964 0.024 0.000 0.012
#> T72_CT_H10 4 0.1367 0.8934 0.000 0.000 0.000 0.944 0.044 0.012
#> T72_CT_H11 4 0.0622 0.9226 0.000 0.000 0.000 0.980 0.008 0.012
#> T72_CT_H12 4 0.0000 0.9259 0.000 0.000 0.000 1.000 0.000 0.000
Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.
consensus_heatmap(res, k = 2)
consensus_heatmap(res, k = 3)
consensus_heatmap(res, k = 4)
consensus_heatmap(res, k = 5)
consensus_heatmap(res, k = 6)
Heatmaps for the membership of samples in all partitions to see how consistent they are:
membership_heatmap(res, k = 2)
membership_heatmap(res, k = 3)
membership_heatmap(res, k = 4)
membership_heatmap(res, k = 5)
membership_heatmap(res, k = 6)
As soon as we have had the classes for columns, we can look for signatures which are significantly different between classes which can be candidate marks for certain classes. Following are the heatmaps for signatures.
Signature heatmaps where rows are scaled:
get_signatures(res, k = 2)
get_signatures(res, k = 3)
get_signatures(res, k = 4)
get_signatures(res, k = 5)
get_signatures(res, k = 6)
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
get_signatures(res, k = 5, scale_rows = FALSE)
get_signatures(res, k = 6, scale_rows = FALSE)
Compare the overlap of signatures from different k:
compare_signatures(res)
get_signature() returns a data frame invisibly. TO get the list of signatures, the function
call should be assigned to a variable explicitly. In following code, if plot argument is set
to FALSE, no heatmap is plotted while only the differential analysis is performed.
# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)
An example of the output of tb is:
#> which_row fdr mean_1 mean_2 scaled_mean_1 scaled_mean_2 km
#> 1 38 0.042760348 8.373488 9.131774 -0.5533452 0.5164555 1
#> 2 40 0.018707592 7.106213 8.469186 -0.6173731 0.5762149 1
#> 3 55 0.019134737 10.221463 11.207825 -0.6159697 0.5749050 1
#> 4 59 0.006059896 5.921854 7.869574 -0.6899429 0.6439467 1
#> 5 60 0.018055526 8.928898 10.211722 -0.6204761 0.5791110 1
#> 6 98 0.009384629 15.714769 14.887706 0.6635654 -0.6193277 2
...
The columns in tb are:
which_row: row indices corresponding to the input matrix.fdr: FDR for the differential test. mean_x: The mean value in group x.scaled_mean_x: The mean value in group x after rows are scaled.km: Row groups if k-means clustering is applied to rows.UMAP plot which shows how samples are separated.
dimension_reduction(res, k = 2, method = "UMAP")
dimension_reduction(res, k = 3, method = "UMAP")
dimension_reduction(res, k = 4, method = "UMAP")
dimension_reduction(res, k = 5, method = "UMAP")
dimension_reduction(res, k = 6, method = "UMAP")
Following heatmap shows how subgroups are split when increasing k:
collect_classes(res)
Test correlation between subgroups and known annotations. If the known annotation is numeric, one-way ANOVA test is applied, and if the known annotation is discrete, chi-squared contingency table test is applied.
test_to_known_factors(res)
#> n Hours(p) Media(p) State(p) k
#> ATC:NMF 265 6.72e-11 9.62e-11 8.58e-39 2
#> ATC:NMF 250 6.33e-32 1.94e-33 4.12e-49 3
#> ATC:NMF 267 9.99e-61 1.60e-25 4.15e-48 4
#> ATC:NMF 255 5.05e-54 8.49e-24 4.41e-46 5
#> ATC:NMF 224 1.65e-58 4.21e-31 2.86e-49 6
If matrix rows can be associated to genes, consider to use functional_enrichment(res,
...) to perform function enrichment for the signature genes. See this vignette for more detailed explanations.
sessionInfo()
#> R version 3.6.0 (2019-04-26)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: CentOS Linux 7 (Core)
#>
#> Matrix products: default
#> BLAS: /usr/lib64/libblas.so.3.4.2
#> LAPACK: /usr/lib64/liblapack.so.3.4.2
#>
#> locale:
#> [1] LC_CTYPE=en_GB.UTF-8 LC_NUMERIC=C LC_TIME=en_GB.UTF-8
#> [4] LC_COLLATE=en_GB.UTF-8 LC_MONETARY=en_GB.UTF-8 LC_MESSAGES=en_GB.UTF-8
#> [7] LC_PAPER=en_GB.UTF-8 LC_NAME=C LC_ADDRESS=C
#> [10] LC_TELEPHONE=C LC_MEASUREMENT=en_GB.UTF-8 LC_IDENTIFICATION=C
#>
#> attached base packages:
#> [1] grid stats graphics grDevices utils datasets methods base
#>
#> other attached packages:
#> [1] genefilter_1.66.0 ComplexHeatmap_2.3.1 markdown_1.1 knitr_1.26
#> [5] GetoptLong_0.1.7 cola_1.3.2
#>
#> loaded via a namespace (and not attached):
#> [1] circlize_0.4.8 shape_1.4.4 xfun_0.11 slam_0.1-46
#> [5] lattice_0.20-38 splines_3.6.0 colorspace_1.4-1 vctrs_0.2.0
#> [9] stats4_3.6.0 blob_1.2.0 XML_3.98-1.20 survival_2.44-1.1
#> [13] rlang_0.4.2 pillar_1.4.2 DBI_1.0.0 BiocGenerics_0.30.0
#> [17] bit64_0.9-7 RColorBrewer_1.1-2 matrixStats_0.55.0 stringr_1.4.0
#> [21] GlobalOptions_0.1.1 evaluate_0.14 memoise_1.1.0 Biobase_2.44.0
#> [25] IRanges_2.18.3 parallel_3.6.0 AnnotationDbi_1.46.1 highr_0.8
#> [29] Rcpp_1.0.3 xtable_1.8-4 backports_1.1.5 S4Vectors_0.22.1
#> [33] annotate_1.62.0 skmeans_0.2-11 bit_1.1-14 microbenchmark_1.4-7
#> [37] brew_1.0-6 impute_1.58.0 rjson_0.2.20 png_0.1-7
#> [41] digest_0.6.23 stringi_1.4.3 polyclip_1.10-0 clue_0.3-57
#> [45] tools_3.6.0 bitops_1.0-6 magrittr_1.5 eulerr_6.0.0
#> [49] RCurl_1.95-4.12 RSQLite_2.1.4 tibble_2.1.3 cluster_2.1.0
#> [53] crayon_1.3.4 pkgconfig_2.0.3 zeallot_0.1.0 Matrix_1.2-17
#> [57] xml2_1.2.2 httr_1.4.1 R6_2.4.1 mclust_5.4.5
#> [61] compiler_3.6.0