cola Report for recount2:TCGA_brain

Date: 2019-12-26 01:24:26 CET, cola version: 1.3.2

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Summary

All available functions which can be applied to this res_list object:

res_list
#> A 'ConsensusPartitionList' object with 24 methods.
#>   On a matrix with 17630 rows and 500 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 = mat, mc.cores = 4)

Dimension of the input matrix:

mat = get_matrix(res_list)
dim(mat)
#> [1] 17630   500

Density distribution

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, ylab = "value", cluster_columns = TRUE, show_column_names = FALSE,
    mc.cores = 4)

plot of chunk density-heatmap

Suggest the best k

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
CV:mclust 2 1.000 0.978 0.990 **
MAD:kmeans 2 1.000 0.972 0.989 **
MAD:pam 2 1.000 0.976 0.990 **
ATC:kmeans 2 1.000 0.993 0.997 **
ATC:NMF 2 1.000 0.983 0.993 **
SD:kmeans 3 1.000 0.963 0.984 ** 2
ATC:skmeans 3 1.000 0.953 0.973 ** 2
CV:NMF 3 0.975 0.947 0.979 ** 2
SD:skmeans 5 0.973 0.933 0.966 ** 2,4
MAD:mclust 2 0.958 0.936 0.972 **
SD:pam 2 0.958 0.929 0.973 **
CV:skmeans 5 0.945 0.917 0.963 * 2,3,4
ATC:pam 5 0.941 0.888 0.950 * 2
CV:pam 3 0.941 0.948 0.977 * 2
SD:NMF 4 0.937 0.915 0.964 * 2,3
MAD:NMF 4 0.929 0.907 0.960 * 2
MAD:skmeans 6 0.913 0.825 0.927 * 2,3,4,5
CV:kmeans 2 0.726 0.939 0.949
SD:mclust 2 0.712 0.938 0.967
ATC:mclust 2 0.603 0.843 0.921
ATC:hclust 2 0.520 0.797 0.900
CV:hclust 3 0.441 0.696 0.854
SD:hclust 2 0.350 0.770 0.879
MAD:hclust 2 0.343 0.776 0.879

**: 1-PAC > 0.95, *: 1-PAC > 0.9

CDF of consensus matrices

Cumulative distribution function curves of consensus matrix for all methods.

collect_plots(res_list, fun = plot_ecdf)

plot of chunk collect-plots

Consensus heatmap

Consensus heatmaps for all methods. (What is a consensus heatmap?)

collect_plots(res_list, k = 2, fun = consensus_heatmap, mc.cores = 4)

plot of chunk tab-collect-consensus-heatmap-1

collect_plots(res_list, k = 3, fun = consensus_heatmap, mc.cores = 4)

plot of chunk tab-collect-consensus-heatmap-2

collect_plots(res_list, k = 4, fun = consensus_heatmap, mc.cores = 4)

plot of chunk tab-collect-consensus-heatmap-3

collect_plots(res_list, k = 5, fun = consensus_heatmap, mc.cores = 4)

plot of chunk tab-collect-consensus-heatmap-4

collect_plots(res_list, k = 6, fun = consensus_heatmap, mc.cores = 4)

plot of chunk tab-collect-consensus-heatmap-5

Membership heatmap

Membership heatmaps for all methods. (What is a membership heatmap?)

collect_plots(res_list, k = 2, fun = membership_heatmap, mc.cores = 4)

plot of chunk tab-collect-membership-heatmap-1

collect_plots(res_list, k = 3, fun = membership_heatmap, mc.cores = 4)

plot of chunk tab-collect-membership-heatmap-2

collect_plots(res_list, k = 4, fun = membership_heatmap, mc.cores = 4)

plot of chunk tab-collect-membership-heatmap-3

collect_plots(res_list, k = 5, fun = membership_heatmap, mc.cores = 4)

plot of chunk tab-collect-membership-heatmap-4

collect_plots(res_list, k = 6, fun = membership_heatmap, mc.cores = 4)

plot of chunk tab-collect-membership-heatmap-5

Signature heatmap

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)

plot of chunk tab-collect-get-signatures-1

collect_plots(res_list, k = 3, fun = get_signatures, mc.cores = 4)

plot of chunk tab-collect-get-signatures-2

collect_plots(res_list, k = 4, fun = get_signatures, mc.cores = 4)

plot of chunk tab-collect-get-signatures-3

collect_plots(res_list, k = 5, fun = get_signatures, mc.cores = 4)

plot of chunk tab-collect-get-signatures-4

collect_plots(res_list, k = 6, fun = get_signatures, mc.cores = 4)

plot of chunk tab-collect-get-signatures-5

Statistics table

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           0.974       0.990          0.479 0.521   0.521
#> CV:NMF      2 0.996           0.956       0.983          0.488 0.512   0.512
#> MAD:NMF     2 1.000           0.969       0.987          0.485 0.515   0.515
#> ATC:NMF     2 1.000           0.983       0.993          0.490 0.511   0.511
#> SD:skmeans  2 1.000           0.987       0.995          0.489 0.511   0.511
#> CV:skmeans  2 1.000           0.969       0.988          0.487 0.513   0.513
#> MAD:skmeans 2 1.000           0.984       0.994          0.490 0.509   0.509
#> ATC:skmeans 2 1.000           0.990       0.996          0.489 0.511   0.511
#> SD:mclust   2 0.712           0.938       0.967          0.485 0.515   0.515
#> CV:mclust   2 1.000           0.978       0.990          0.484 0.520   0.520
#> MAD:mclust  2 0.958           0.936       0.972          0.479 0.515   0.515
#> ATC:mclust  2 0.603           0.843       0.921          0.489 0.506   0.506
#> SD:kmeans   2 1.000           0.986       0.994          0.471 0.530   0.530
#> CV:kmeans   2 0.726           0.939       0.949          0.461 0.524   0.524
#> MAD:kmeans  2 1.000           0.972       0.989          0.475 0.527   0.527
#> ATC:kmeans  2 1.000           0.993       0.997          0.471 0.530   0.530
#> SD:pam      2 0.958           0.929       0.973          0.455 0.536   0.536
#> CV:pam      2 1.000           0.980       0.987          0.464 0.533   0.533
#> MAD:pam     2 1.000           0.976       0.990          0.450 0.549   0.549
#> ATC:pam     2 1.000           0.987       0.995          0.449 0.554   0.554
#> SD:hclust   2 0.350           0.770       0.879          0.448 0.530   0.530
#> CV:hclust   2 0.280           0.558       0.747          0.343 0.813   0.813
#> MAD:hclust  2 0.343           0.776       0.879          0.448 0.529   0.529
#> ATC:hclust  2 0.520           0.797       0.900          0.464 0.506   0.506
get_stats(res_list, k = 3)
#>             k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> SD:NMF      3 0.972           0.940       0.976          0.340 0.773   0.590
#> CV:NMF      3 0.975           0.947       0.979          0.320 0.768   0.579
#> MAD:NMF     3 0.842           0.880       0.946          0.329 0.776   0.593
#> ATC:NMF     3 0.682           0.858       0.866          0.284 0.805   0.638
#> SD:skmeans  3 0.890           0.934       0.966          0.350 0.798   0.617
#> CV:skmeans  3 1.000           0.977       0.991          0.343 0.795   0.615
#> MAD:skmeans 3 0.994           0.953       0.982          0.345 0.795   0.611
#> ATC:skmeans 3 1.000           0.953       0.973          0.331 0.819   0.651
#> SD:mclust   3 0.824           0.838       0.919          0.281 0.854   0.724
#> CV:mclust   3 0.896           0.912       0.958          0.330 0.798   0.623
#> MAD:mclust  3 0.661           0.812       0.891          0.330 0.777   0.589
#> ATC:mclust  3 0.584           0.650       0.813          0.297 0.788   0.601
#> SD:kmeans   3 1.000           0.963       0.984          0.338 0.809   0.650
#> CV:kmeans   3 0.766           0.916       0.934          0.327 0.809   0.651
#> MAD:kmeans  3 0.830           0.851       0.929          0.372 0.780   0.593
#> ATC:kmeans  3 0.685           0.648       0.860          0.372 0.711   0.499
#> SD:pam      3 0.849           0.883       0.951          0.346 0.794   0.634
#> CV:pam      3 0.941           0.948       0.977          0.282 0.878   0.772
#> MAD:pam     3 0.849           0.917       0.959          0.408 0.817   0.669
#> ATC:pam     3 0.840           0.910       0.955          0.405 0.779   0.609
#> SD:hclust   3 0.345           0.539       0.759          0.371 0.693   0.491
#> CV:hclust   3 0.441           0.696       0.854          0.573 0.620   0.539
#> MAD:hclust  3 0.350           0.580       0.734          0.394 0.708   0.496
#> ATC:hclust  3 0.524           0.763       0.856          0.312 0.836   0.687
get_stats(res_list, k = 4)
#>             k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> SD:NMF      4 0.937           0.915       0.964         0.1529 0.833   0.575
#> CV:NMF      4 0.763           0.814       0.860         0.1435 0.853   0.615
#> MAD:NMF     4 0.929           0.907       0.960         0.1433 0.832   0.576
#> ATC:NMF     4 0.657           0.744       0.848         0.1586 0.843   0.605
#> SD:skmeans  4 0.988           0.955       0.977         0.1066 0.899   0.715
#> CV:skmeans  4 0.962           0.915       0.961         0.1141 0.895   0.711
#> MAD:skmeans 4 0.983           0.955       0.978         0.1059 0.904   0.728
#> ATC:skmeans 4 0.853           0.825       0.906         0.0795 0.917   0.771
#> SD:mclust   4 0.814           0.807       0.910         0.1075 0.872   0.692
#> CV:mclust   4 0.704           0.687       0.838         0.1040 0.901   0.727
#> MAD:mclust  4 0.809           0.800       0.905         0.0717 0.871   0.673
#> ATC:mclust  4 0.667           0.765       0.866         0.1255 0.838   0.585
#> SD:kmeans   4 0.715           0.604       0.798         0.1401 0.881   0.693
#> CV:kmeans   4 0.682           0.656       0.810         0.1442 0.952   0.877
#> MAD:kmeans  4 0.679           0.632       0.686         0.1127 0.905   0.740
#> ATC:kmeans  4 0.766           0.840       0.918         0.1335 0.785   0.468
#> SD:pam      4 0.720           0.802       0.899         0.1461 0.877   0.696
#> CV:pam      4 0.777           0.712       0.870         0.1966 0.834   0.614
#> MAD:pam     4 0.887           0.900       0.952         0.1019 0.899   0.744
#> ATC:pam     4 0.752           0.735       0.826         0.1278 0.889   0.712
#> SD:hclust   4 0.434           0.527       0.685         0.1380 0.843   0.614
#> CV:hclust   4 0.434           0.510       0.745         0.2082 0.905   0.799
#> MAD:hclust  4 0.408           0.427       0.623         0.1248 0.905   0.745
#> ATC:hclust  4 0.541           0.673       0.804         0.0919 0.973   0.929
get_stats(res_list, k = 5)
#>             k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> SD:NMF      5 0.719           0.641       0.830         0.0524 0.945   0.805
#> CV:NMF      5 0.792           0.824       0.889         0.0679 0.859   0.541
#> MAD:NMF     5 0.721           0.659       0.833         0.0513 0.950   0.823
#> ATC:NMF     5 0.716           0.696       0.824         0.0664 0.889   0.633
#> SD:skmeans  5 0.973           0.933       0.966         0.0642 0.933   0.760
#> CV:skmeans  5 0.945           0.917       0.963         0.0719 0.933   0.761
#> MAD:skmeans 5 0.922           0.928       0.959         0.0652 0.932   0.759
#> ATC:skmeans 5 0.817           0.769       0.840         0.0593 0.951   0.842
#> SD:mclust   5 0.679           0.530       0.760         0.1025 0.862   0.588
#> CV:mclust   5 0.782           0.756       0.846         0.1002 0.865   0.562
#> MAD:mclust  5 0.673           0.617       0.775         0.0895 0.956   0.863
#> ATC:mclust  5 0.606           0.583       0.774         0.0390 0.961   0.868
#> SD:kmeans   5 0.756           0.792       0.871         0.0847 0.818   0.464
#> CV:kmeans   5 0.687           0.570       0.680         0.0844 0.800   0.481
#> MAD:kmeans  5 0.803           0.787       0.839         0.0774 0.865   0.583
#> ATC:kmeans  5 0.705           0.591       0.748         0.0588 0.946   0.805
#> SD:pam      5 0.851           0.822       0.923         0.0896 0.900   0.682
#> CV:pam      5 0.772           0.696       0.873         0.0733 0.944   0.800
#> MAD:pam     5 0.856           0.875       0.934         0.0883 0.916   0.739
#> ATC:pam     5 0.941           0.888       0.950         0.0876 0.888   0.649
#> SD:hclust   5 0.492           0.460       0.690         0.0706 0.858   0.569
#> CV:hclust   5 0.587           0.576       0.767         0.0942 0.848   0.640
#> MAD:hclust  5 0.461           0.416       0.646         0.0727 0.787   0.427
#> ATC:hclust  5 0.567           0.606       0.752         0.0515 0.972   0.921
get_stats(res_list, k = 6)
#>             k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> SD:NMF      6 0.711           0.589       0.769         0.0404 0.875   0.563
#> CV:NMF      6 0.857           0.795       0.899         0.0435 0.928   0.690
#> MAD:NMF     6 0.701           0.557       0.749         0.0440 0.881   0.582
#> ATC:NMF     6 0.801           0.744       0.874         0.0517 0.827   0.403
#> SD:skmeans  6 0.892           0.811       0.921         0.0416 0.950   0.784
#> CV:skmeans  6 0.894           0.833       0.917         0.0472 0.949   0.779
#> MAD:skmeans 6 0.913           0.825       0.927         0.0428 0.949   0.778
#> ATC:skmeans 6 0.879           0.891       0.919         0.0533 0.923   0.729
#> SD:mclust   6 0.718           0.684       0.809         0.0637 0.895   0.603
#> CV:mclust   6 0.728           0.619       0.768         0.0328 0.950   0.783
#> MAD:mclust  6 0.696           0.630       0.796         0.0781 0.864   0.557
#> ATC:mclust  6 0.597           0.593       0.724         0.0408 0.935   0.778
#> SD:kmeans   6 0.882           0.868       0.913         0.0470 0.962   0.825
#> CV:kmeans   6 0.719           0.705       0.810         0.0554 0.900   0.598
#> MAD:kmeans  6 0.894           0.881       0.919         0.0433 0.951   0.782
#> ATC:kmeans  6 0.702           0.597       0.707         0.0429 0.892   0.585
#> SD:pam      6 0.867           0.819       0.922         0.0751 0.923   0.681
#> CV:pam      6 0.823           0.766       0.876         0.0650 0.901   0.610
#> MAD:pam     6 0.754           0.719       0.857         0.0690 0.908   0.651
#> ATC:pam     6 0.839           0.831       0.899         0.0337 0.962   0.839
#> SD:hclust   6 0.542           0.450       0.665         0.0399 0.921   0.688
#> CV:hclust   6 0.603           0.611       0.729         0.0281 0.953   0.848
#> MAD:hclust  6 0.523           0.468       0.643         0.0471 0.914   0.659
#> ATC:hclust  6 0.593           0.596       0.702         0.0527 0.924   0.806

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)

plot of chunk tab-collect-stats-from-consensus-partition-list-1

collect_stats(res_list, k = 3)

plot of chunk tab-collect-stats-from-consensus-partition-list-2

collect_stats(res_list, k = 4)

plot of chunk tab-collect-stats-from-consensus-partition-list-3

collect_stats(res_list, k = 5)

plot of chunk tab-collect-stats-from-consensus-partition-list-4

collect_stats(res_list, k = 6)

plot of chunk tab-collect-stats-from-consensus-partition-list-5

Partition from all methods

Collect partitions from all methods:

collect_classes(res_list, k = 2)

plot of chunk tab-collect-classes-from-consensus-partition-list-1

collect_classes(res_list, k = 3)

plot of chunk tab-collect-classes-from-consensus-partition-list-2

collect_classes(res_list, k = 4)

plot of chunk tab-collect-classes-from-consensus-partition-list-3

collect_classes(res_list, k = 5)

plot of chunk tab-collect-classes-from-consensus-partition-list-4

collect_classes(res_list, k = 6)

plot of chunk tab-collect-classes-from-consensus-partition-list-5

Top rows overlap

Overlap of top rows from different top-row methods:

top_rows_overlap(res_list, top_n = 1000, method = "euler")

plot of chunk tab-top-rows-overlap-by-euler-1

top_rows_overlap(res_list, top_n = 2000, method = "euler")

plot of chunk tab-top-rows-overlap-by-euler-2

top_rows_overlap(res_list, top_n = 3000, method = "euler")

plot of chunk tab-top-rows-overlap-by-euler-3

top_rows_overlap(res_list, top_n = 4000, method = "euler")

plot of chunk tab-top-rows-overlap-by-euler-4

top_rows_overlap(res_list, top_n = 5000, method = "euler")

plot of chunk tab-top-rows-overlap-by-euler-5

Also visualize the correspondance of rankings between different top-row methods:

top_rows_overlap(res_list, top_n = 1000, method = "correspondance")

plot of chunk tab-top-rows-overlap-by-correspondance-1

top_rows_overlap(res_list, top_n = 2000, method = "correspondance")

plot of chunk tab-top-rows-overlap-by-correspondance-2

top_rows_overlap(res_list, top_n = 3000, method = "correspondance")

plot of chunk tab-top-rows-overlap-by-correspondance-3

top_rows_overlap(res_list, top_n = 4000, method = "correspondance")

plot of chunk tab-top-rows-overlap-by-correspondance-4

top_rows_overlap(res_list, top_n = 5000, method = "correspondance")

plot of chunk tab-top-rows-overlap-by-correspondance-5

Heatmaps of the top rows:

top_rows_heatmap(res_list, top_n = 1000)

plot of chunk tab-top-rows-heatmap-1

top_rows_heatmap(res_list, top_n = 2000)

plot of chunk tab-top-rows-heatmap-2

top_rows_heatmap(res_list, top_n = 3000)

plot of chunk tab-top-rows-heatmap-3

top_rows_heatmap(res_list, top_n = 4000)

plot of chunk tab-top-rows-heatmap-4

top_rows_heatmap(res_list, top_n = 5000)

plot of chunk tab-top-rows-heatmap-5

Results for each method


SD:hclust

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 17630 rows and 500 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 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)

plot of chunk SD-hclust-collect-plots

The plots are:

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:

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)

plot of chunk SD-hclust-select-partition-number

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 0.350           0.770       0.879         0.4478 0.530   0.530
#> 3 3 0.345           0.539       0.759         0.3709 0.693   0.491
#> 4 4 0.434           0.527       0.685         0.1380 0.843   0.614
#> 5 5 0.492           0.460       0.690         0.0706 0.858   0.569
#> 6 6 0.542           0.450       0.665         0.0399 0.921   0.688

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.8081   0.743002 0.248 0.752
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6887   0.762418 0.816 0.184
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.7299   0.791318 0.204 0.796
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.7376   0.787936 0.208 0.792
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0376   0.860050 0.004 0.996
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.4161   0.855385 0.084 0.916
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.8499   0.641770 0.724 0.276
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.8813   0.590174 0.700 0.300
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000   0.858658 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.8763   0.676617 0.296 0.704
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.6887   0.762562 0.816 0.184
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.7815   0.708124 0.768 0.232
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.8443   0.648049 0.728 0.272
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.9635   0.480279 0.388 0.612
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0376   0.860050 0.004 0.996
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.7299   0.790246 0.204 0.796
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.1184   0.861081 0.016 0.984
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000   0.848485 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.9323   0.577295 0.348 0.652
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4815   0.819063 0.896 0.104
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.7745   0.764775 0.228 0.772
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000   0.858658 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000   0.848485 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.6247   0.786905 0.844 0.156
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000   0.858658 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.7299   0.788319 0.204 0.796
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.2423   0.860667 0.040 0.960
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000   0.848485 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0938   0.861070 0.012 0.988
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.9460   0.514563 0.364 0.636
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000   0.848485 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.9552   0.429404 0.624 0.376
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.2043   0.846635 0.968 0.032
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000   0.858658 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000   0.848485 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0938   0.860865 0.012 0.988
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.7453   0.781065 0.212 0.788
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.8661   0.635853 0.712 0.288
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.6148   0.827439 0.152 0.848
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0376   0.860050 0.004 0.996
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000   0.858658 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.8267   0.722228 0.260 0.740
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.7883   0.751752 0.236 0.764
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     2  0.9988   0.141315 0.480 0.520
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.9661   0.382313 0.608 0.392
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0938   0.860798 0.012 0.988
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.7883   0.751752 0.236 0.764
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.6531   0.817664 0.168 0.832
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000   0.848485 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000   0.848485 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.9661   0.382313 0.608 0.392
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0376   0.860050 0.004 0.996
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0376   0.860050 0.004 0.996
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0938   0.860865 0.012 0.988
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000   0.858658 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.7453   0.780773 0.212 0.788
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0938   0.861140 0.012 0.988
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.6048   0.829382 0.148 0.852
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.2236   0.845807 0.964 0.036
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.4690   0.822433 0.900 0.100
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0376   0.860050 0.004 0.996
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.4022   0.855681 0.080 0.920
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.5178   0.843048 0.116 0.884
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.6148   0.826897 0.152 0.848
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.6623   0.815162 0.172 0.828
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.6148   0.826213 0.152 0.848
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0376   0.860050 0.004 0.996
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.9323   0.577295 0.348 0.652
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.2948   0.857043 0.052 0.948
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2043   0.846635 0.968 0.032
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     2  0.9754   0.396538 0.408 0.592
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0376   0.860050 0.004 0.996
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0376   0.849340 0.996 0.004
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.7139   0.797453 0.196 0.804
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0376   0.849483 0.996 0.004
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0376   0.860050 0.004 0.996
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0672   0.849636 0.992 0.008
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.9248   0.594583 0.340 0.660
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.4690   0.849841 0.100 0.900
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.2603   0.844315 0.956 0.044
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0376   0.860150 0.004 0.996
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0376   0.849483 0.996 0.004
#> 27875588-7C41-49BB-A4C0-A66D72A12499     2  0.7883   0.718648 0.236 0.764
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.5178   0.843048 0.116 0.884
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.3431   0.858078 0.064 0.936
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.6343   0.820428 0.160 0.840
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000   0.858658 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     2  0.9580   0.477157 0.380 0.620
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.8081   0.746662 0.248 0.752
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.9323   0.582099 0.348 0.652
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.6438   0.818671 0.164 0.836
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.9552   0.426890 0.624 0.376
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.8267   0.730567 0.260 0.740
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.4690   0.845476 0.100 0.900
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.9944   0.152518 0.544 0.456
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000   0.858658 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.8909   0.642408 0.308 0.692
#> 9ECB653A-A04F-457C-92FC-D13424511A47     1  0.9977   0.069109 0.528 0.472
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000   0.848485 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.6531   0.817931 0.168 0.832
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.9393   0.482340 0.644 0.356
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000   0.848485 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0672   0.849797 0.992 0.008
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.6148   0.826213 0.152 0.848
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.7745   0.766989 0.228 0.772
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.8267   0.727926 0.260 0.740
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.9044   0.634175 0.320 0.680
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.6343   0.823539 0.160 0.840
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.3879   0.853770 0.076 0.924
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000   0.848485 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.2236   0.846308 0.964 0.036
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0376   0.860050 0.004 0.996
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.3274   0.856819 0.060 0.940
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000   0.848485 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000   0.848485 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.1843   0.848079 0.972 0.028
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.8763   0.676617 0.296 0.704
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000   0.858658 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000   0.858658 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0376   0.860050 0.004 0.996
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.6887   0.762418 0.816 0.184
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.6712   0.770544 0.824 0.176
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.3733   0.834323 0.928 0.072
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.7602   0.774668 0.220 0.780
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.9996   0.000881 0.512 0.488
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.0376   0.860150 0.004 0.996
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.8608   0.699340 0.284 0.716
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.0000   0.858658 0.000 1.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000   0.848485 1.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0376   0.849483 0.996 0.004
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0672   0.849707 0.992 0.008
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.4815   0.844185 0.104 0.896
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000   0.848485 1.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.9795   0.395762 0.416 0.584
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.0376   0.860050 0.004 0.996
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000   0.858658 0.000 1.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.3114   0.840414 0.944 0.056
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0938   0.860798 0.012 0.988
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.4298   0.853320 0.088 0.912
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     1  0.9896   0.200032 0.560 0.440
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0376   0.849483 0.996 0.004
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.9323   0.577295 0.348 0.652
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.8386   0.718639 0.268 0.732
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0376   0.849483 0.996 0.004
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     2  0.0376   0.860050 0.004 0.996
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.3431   0.857992 0.064 0.936
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.0376   0.849483 0.996 0.004
#> 8DA59514-8B25-493E-B226-818F2521B5D5     1  0.0000   0.848485 1.000 0.000
#> C9EE359E-2F42-4D20-880D-FBF8B4953731     1  0.4690   0.823331 0.900 0.100
#> F90967A5-96C6-4669-BCFB-0C51F539B0E7     2  0.4161   0.855385 0.084 0.916
#> 2482156E-29A8-4B6B-91BD-219EAC9229B5     2  0.0376   0.860050 0.004 0.996
#> 4EA4A8AE-581A-4170-8062-99645CB41337     1  0.0376   0.849483 0.996 0.004
#> C584D193-A7DD-43B1-93ED-C46F4E3313F0     2  0.8608   0.699340 0.284 0.716
#> 2FBF997D-B138-4BB4-B51E-81CEF9C0C8A3     2  0.0376   0.860050 0.004 0.996
#> 0AF0D126-507C-4DE1-B9A2-A1B8F0A089FB     2  0.6623   0.815613 0.172 0.828
#> 077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C     2  0.0000   0.858658 0.000 1.000
#> 32CED7C6-C413-4B5C-8A49-8AA2C97E582D     2  0.0000   0.858658 0.000 1.000
#> 66FF1C46-83F0-4EEC-9871-448C8C7EA3AE     1  0.2043   0.846635 0.968 0.032
#> 89BE4270-8300-424E-A248-A0B00C3F5C1A     2  0.5519   0.838359 0.128 0.872
#> 0F8BE394-BA6A-401C-87D0-9B3CF50FB0C8     2  0.8661   0.690059 0.288 0.712
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#> 0876D5B1-AA68-4E43-8BBE-9EE2CDC6879E     2  0.0000   0.858658 0.000 1.000
#> D42E39B0-7962-4880-A182-4596DB01B202     2  0.0938   0.861140 0.012 0.988
#> 84778027-9C8E-4364-9069-70D8B86D6916     2  0.6801   0.808442 0.180 0.820
#> C635C019-A66D-42B7-911C-4D0742CAF95A     1  0.7602   0.726794 0.780 0.220
#> 1667B17C-C5E2-4E65-98FF-A6DDE44CC4B6     2  0.4161   0.851044 0.084 0.916
#> 1C62E679-3A4E-4D10-8BFB-5BFBF2A3B4B6     1  0.6247   0.785364 0.844 0.156
#> 39777F3A-0854-4C8E-9FF4-9A1369C4733D     2  0.6712   0.813982 0.176 0.824
#> AC25E68C-76EA-40E0-912F-29C632BC0996     1  0.0672   0.849707 0.992 0.008
#> 3DA19761-6FF3-4E8C-AA0F-C04CE2CE7037     2  0.9460   0.514563 0.364 0.636
#> 2E401C42-010F-4AFC-A362-B69426418626     1  0.8763   0.608015 0.704 0.296
#> 913D6292-6507-4F86-A120-137CEACE5C9F     2  0.0672   0.860784 0.008 0.992
#> F35F85A8-B3CD-4116-990F-94B2E432F902     2  0.7376   0.784226 0.208 0.792
#> EEE5E45B-D2E3-4CFA-AC5F-8AE1EC2CB61C     2  0.0376   0.860050 0.004 0.996
#> 7B6D13EE-FE13-4BA8-BA65-1A10307A7936     2  0.0000   0.858658 0.000 1.000
#> B66ECF23-8CB2-4C95-8E3D-AA63A494F4A0     2  0.7815   0.761364 0.232 0.768
#> A130FABA-F55F-412D-940E-7305057B4D1A     2  0.3879   0.854739 0.076 0.924
#> 3E605854-CC65-4951-8EDB-235FD21FD71F     2  0.6887   0.800107 0.184 0.816
#> 91E04630-B2A7-448E-8C80-580818C9D7E6     1  0.0376   0.849483 0.996 0.004
#> 633064DB-D3ED-4B5F-B48F-6924AD719647     1  0.1414   0.849092 0.980 0.020
#> E3887082-4C43-426C-8580-ECAA4EFEC577     2  0.3733   0.852722 0.072 0.928
#> 1F4CD8D0-E2FD-45AA-8CE2-8C0488916778     1  0.9996   0.000881 0.512 0.488
#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     2  0.0000   0.858658 0.000 1.000
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0376   0.860050 0.004 0.996
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.1184   0.861081 0.016 0.984
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.9129   0.560717 0.672 0.328
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.4562   0.824152 0.904 0.096
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     2  0.0000   0.858658 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000   0.848485 1.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.9922   0.169333 0.552 0.448
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0672   0.860784 0.008 0.992
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.2423   0.845969 0.960 0.040
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.6148   0.828029 0.152 0.848
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000   0.858658 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     2  0.7883   0.718648 0.236 0.764
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.3733   0.856568 0.072 0.928
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.8267   0.666558 0.740 0.260
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000   0.848485 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.2236   0.859402 0.036 0.964
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.8909   0.584371 0.692 0.308
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0938   0.860865 0.012 0.988
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.3733   0.834323 0.928 0.072
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.1184   0.849336 0.984 0.016
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0376   0.849483 0.996 0.004
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.5519   0.838359 0.128 0.872
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000   0.858658 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000   0.858658 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.8016   0.749059 0.244 0.756
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000   0.858658 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000   0.858658 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.6048   0.794572 0.852 0.148
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000   0.858658 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000   0.848485 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.9209   0.523635 0.664 0.336
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.8909   0.584371 0.692 0.308
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0938   0.849685 0.988 0.012
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000   0.848485 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.9661   0.446676 0.392 0.608
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000   0.848485 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.8861   0.665650 0.304 0.696
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.3431   0.858529 0.064 0.936
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.6887   0.762562 0.816 0.184
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.5178   0.843048 0.116 0.884
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0376   0.849483 0.996 0.004
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000   0.858658 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0376   0.849340 0.996 0.004
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.7674   0.773708 0.224 0.776
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.6623   0.815613 0.172 0.828
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000   0.858658 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000   0.858658 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.5737   0.834505 0.136 0.864
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000   0.858658 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000   0.858658 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000   0.858658 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000   0.858658 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.6887   0.762562 0.816 0.184
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000   0.858658 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.2948   0.857043 0.052 0.948
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0938   0.861184 0.012 0.988
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0376   0.860050 0.004 0.996
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0376   0.849483 0.996 0.004
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.2948   0.857043 0.052 0.948
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.8267   0.719690 0.260 0.740
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0376   0.860050 0.004 0.996
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.6438   0.818671 0.164 0.836
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.9129   0.620942 0.328 0.672
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000   0.858658 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.2236   0.845950 0.964 0.036
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.9580   0.477157 0.380 0.620
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.7602   0.726794 0.780 0.220
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.8861   0.662037 0.304 0.696
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.7139   0.748832 0.804 0.196
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000   0.848485 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.4022   0.855573 0.080 0.920
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0672   0.849707 0.992 0.008
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0672   0.860627 0.008 0.992
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.4690   0.822433 0.900 0.100
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000   0.858658 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4161   0.854752 0.084 0.916
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.9983   0.160609 0.476 0.524
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.9661   0.368247 0.608 0.392
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0376   0.849483 0.996 0.004
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.7745   0.764775 0.228 0.772
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.1414   0.849081 0.980 0.020
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0376   0.860050 0.004 0.996
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000   0.858658 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000   0.848485 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.9775   0.305017 0.588 0.412
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000   0.848485 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.7815   0.761364 0.232 0.768
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000   0.848485 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.4690   0.845476 0.100 0.900
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000   0.858658 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.9881   0.218033 0.564 0.436
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.5519   0.838359 0.128 0.872
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000   0.848485 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.9881   0.217809 0.564 0.436
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000   0.858658 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0376   0.849483 0.996 0.004
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.4161   0.853284 0.084 0.916
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0938   0.861184 0.012 0.988
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.7056   0.758389 0.808 0.192
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0672   0.860627 0.008 0.992
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000   0.858658 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.8661   0.689676 0.288 0.712
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000   0.858658 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.8386   0.660188 0.732 0.268
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000   0.848485 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.5408   0.839846 0.124 0.876
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.6247   0.786905 0.844 0.156
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.8763   0.676617 0.296 0.704
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000   0.858658 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.1184   0.848599 0.984 0.016
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0672   0.860784 0.008 0.992
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000   0.848485 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.7376   0.786035 0.208 0.792
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0376   0.860050 0.004 0.996
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.8499   0.641770 0.724 0.276
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.5946   0.795946 0.856 0.144
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.8861   0.665650 0.304 0.696
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.9635   0.391459 0.612 0.388
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0938   0.860865 0.012 0.988
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000   0.848485 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000   0.848485 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000   0.848485 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.7139   0.794214 0.196 0.804
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000   0.848485 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000   0.848485 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6148   0.826897 0.152 0.848
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.8207   0.733538 0.256 0.744
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.8661   0.689676 0.288 0.712
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.8267   0.730567 0.260 0.740
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4815   0.848928 0.104 0.896
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0938   0.861184 0.012 0.988
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.8016   0.747118 0.244 0.756
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.7950   0.752207 0.240 0.760
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.9000   0.641415 0.316 0.684
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.7056   0.797971 0.192 0.808
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.4690   0.845476 0.100 0.900
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.8608   0.637070 0.716 0.284
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4022   0.855681 0.080 0.920
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000   0.848485 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000   0.858658 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.6623   0.815613 0.172 0.828
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0376   0.860050 0.004 0.996
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.7883   0.751752 0.236 0.764
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5178   0.845573 0.116 0.884
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000   0.858658 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.4453   0.600201 0.012 0.836 0.152
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6848   0.574073 0.568 0.416 0.016
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.5774   0.591107 0.020 0.748 0.232
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.6452   0.568290 0.032 0.704 0.264
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#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.5514   0.614852 0.044 0.800 0.156
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.6600   0.402851 0.012 0.604 0.384
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     3  0.6302  -0.000824 0.000 0.480 0.520
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.4514   0.598922 0.012 0.832 0.156
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.5053   0.608718 0.024 0.812 0.164
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4930   0.595621 0.044 0.836 0.120
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4682   0.599933 0.004 0.804 0.192
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.6205   0.492015 0.008 0.336 0.656
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.7213  -0.223761 0.420 0.552 0.028
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.6180   0.454251 0.008 0.660 0.332
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2066   0.853769 0.940 0.060 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000   0.756197 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.5731   0.584058 0.020 0.752 0.228
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.6260   0.235333 0.000 0.552 0.448
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.3941   0.588167 0.000 0.844 0.156
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5785   0.508584 0.004 0.696 0.300
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000   0.756197 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.4804    0.45400 0.000 0.708 0.016 0.276
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     4  0.8146    0.35051 0.360 0.196 0.020 0.424
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4544    0.56493 0.000 0.788 0.048 0.164
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.5833    0.54390 0.000 0.692 0.096 0.212
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.5763    0.53933 0.000 0.700 0.204 0.096
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6620    0.37703 0.000 0.576 0.320 0.104
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     4  0.8332    0.48124 0.220 0.280 0.032 0.468
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     4  0.8050    0.35756 0.320 0.228 0.012 0.440
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.1474    0.79240 0.000 0.052 0.948 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4936    0.41293 0.000 0.700 0.020 0.280
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     4  0.8324    0.36467 0.352 0.200 0.028 0.420
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     4  0.7843    0.47681 0.232 0.236 0.016 0.516
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     4  0.8328    0.47334 0.228 0.268 0.032 0.472
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.6159    0.22541 0.040 0.624 0.016 0.320
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.5935    0.01299 0.000 0.496 0.468 0.036
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.3948    0.58556 0.000 0.828 0.036 0.136
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.6023    0.40955 0.000 0.612 0.328 0.060
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.5648    0.29367 0.004 0.640 0.032 0.324
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.7873    0.00374 0.480 0.136 0.028 0.356
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4716    0.53239 0.000 0.764 0.040 0.196
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.1389    0.79262 0.000 0.048 0.952 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.8039   -0.17053 0.432 0.176 0.020 0.372
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.4567    0.65368 0.000 0.244 0.740 0.016
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.3813    0.56339 0.000 0.828 0.024 0.148
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.6276    0.38220 0.000 0.380 0.556 0.064
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1930    0.79487 0.936 0.004 0.004 0.056
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.5744    0.55067 0.000 0.708 0.184 0.108
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.5388    0.00477 0.000 0.456 0.012 0.532
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     4  0.8132    0.49069 0.108 0.308 0.068 0.516
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.5035    0.71749 0.748 0.056 0.000 0.196
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.5558    0.43588 0.000 0.364 0.608 0.028
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1398    0.79395 0.956 0.004 0.000 0.040
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.5653    0.54903 0.000 0.712 0.192 0.096
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.3853    0.55646 0.000 0.820 0.020 0.160
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     4  0.8747    0.47097 0.284 0.208 0.060 0.448
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3935    0.61422 0.000 0.840 0.060 0.100
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.5763    0.53933 0.000 0.700 0.204 0.096
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4535    0.65771 0.000 0.240 0.744 0.016
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.5788    0.35800 0.004 0.608 0.032 0.356
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.5220    0.35458 0.000 0.632 0.016 0.352
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     4  0.7197    0.26581 0.104 0.368 0.012 0.516
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     4  0.8064    0.47637 0.096 0.312 0.072 0.520
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.6149   -0.02132 0.000 0.480 0.472 0.048
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.5220    0.35753 0.000 0.632 0.016 0.352
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.7117    0.44757 0.000 0.556 0.264 0.180
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.2610    0.79606 0.900 0.012 0.000 0.088
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0524    0.78641 0.988 0.004 0.000 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     4  0.8064    0.47637 0.096 0.312 0.072 0.520
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.5864    0.49704 0.000 0.664 0.264 0.072
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.5910    0.51504 0.000 0.672 0.244 0.084
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.5653    0.54903 0.000 0.712 0.192 0.096
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.5453    0.52412 0.000 0.320 0.648 0.032
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.3443    0.56246 0.000 0.848 0.016 0.136
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.5665    0.55560 0.000 0.716 0.176 0.108
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.7212    0.34107 0.000 0.516 0.324 0.160
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5327    0.68870 0.720 0.060 0.000 0.220
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.7348    0.18194 0.472 0.124 0.008 0.396
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.5716    0.53541 0.000 0.700 0.212 0.088
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.5883    0.56476 0.004 0.708 0.108 0.180
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.3164    0.62147 0.000 0.884 0.064 0.052
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.7153    0.38155 0.000 0.532 0.308 0.160
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.6879    0.50624 0.000 0.596 0.216 0.188
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.6202    0.58646 0.000 0.672 0.172 0.156
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.5890    0.49229 0.000 0.660 0.268 0.072
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.5648    0.29367 0.004 0.640 0.032 0.324
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4171    0.72119 0.000 0.116 0.824 0.060
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.5147    0.70894 0.740 0.060 0.000 0.200
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     4  0.6390    0.10699 0.040 0.432 0.012 0.516
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.5721    0.47697 0.000 0.660 0.284 0.056
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.3760    0.77013 0.836 0.028 0.000 0.136
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.4436    0.57126 0.000 0.800 0.052 0.148
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.4194    0.76713 0.800 0.028 0.000 0.172
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.5905    0.25324 0.000 0.564 0.396 0.040
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.4436    0.73898 0.764 0.020 0.000 0.216
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.5543    0.32475 0.004 0.660 0.032 0.304
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.4300    0.61728 0.000 0.820 0.088 0.092
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.5864    0.55530 0.640 0.032 0.012 0.316
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.5620    0.31330 0.000 0.416 0.560 0.024
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.4238    0.76538 0.796 0.028 0.000 0.176
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.8007    0.36000 0.040 0.172 0.540 0.248
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.3164    0.62147 0.000 0.884 0.064 0.052
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.6292    0.37524 0.000 0.592 0.332 0.076
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.3056    0.61017 0.000 0.888 0.040 0.072
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.1576    0.79076 0.000 0.048 0.948 0.004
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     4  0.5678    0.03468 0.008 0.448 0.012 0.532
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.6396    0.49843 0.008 0.664 0.112 0.216
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.6122    0.35826 0.044 0.656 0.020 0.280
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.3198    0.60903 0.000 0.880 0.040 0.080
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     4  0.8114    0.48018 0.204 0.388 0.016 0.392
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.4684    0.51188 0.008 0.756 0.016 0.220
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.6832    0.42124 0.000 0.296 0.572 0.132
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     4  0.8030    0.42305 0.128 0.264 0.060 0.548
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.6114    0.23213 0.000 0.428 0.524 0.048
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.6188    0.22221 0.024 0.564 0.020 0.392
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.7574   -0.22089 0.136 0.504 0.016 0.344
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.2515    0.79649 0.912 0.012 0.004 0.072
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.3505    0.61409 0.000 0.864 0.048 0.088
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     4  0.8107    0.53771 0.136 0.276 0.056 0.532
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.1004    0.79021 0.972 0.004 0.000 0.024
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.4194    0.74391 0.800 0.028 0.000 0.172
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.6202    0.58646 0.000 0.672 0.172 0.156
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4418    0.54070 0.000 0.784 0.032 0.184
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.4576    0.47736 0.000 0.748 0.020 0.232
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.5474    0.36183 0.004 0.672 0.032 0.292
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.5932    0.56724 0.000 0.696 0.172 0.132
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.5820    0.61117 0.000 0.204 0.696 0.100
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.5836    0.60907 0.640 0.056 0.000 0.304
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.5968    0.50542 0.000 0.664 0.252 0.084
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.4989    0.68393 0.000 0.164 0.764 0.072
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.2676    0.79567 0.896 0.012 0.000 0.092
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.5170    0.70685 0.724 0.048 0.000 0.228
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.4936    0.41293 0.000 0.700 0.020 0.280
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.1389    0.79262 0.000 0.048 0.952 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.1389    0.79262 0.000 0.048 0.952 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.5716    0.53541 0.000 0.700 0.212 0.088
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     4  0.8146    0.35051 0.360 0.196 0.020 0.424
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     4  0.7995    0.30684 0.344 0.176 0.020 0.460
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.6490    0.50483 0.608 0.088 0.004 0.300
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.3900    0.55626 0.000 0.816 0.020 0.164
#> 113340B4-B092-4B8C-8A13-5932525B0C33     4  0.7003    0.32444 0.096 0.336 0.012 0.556
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.5611    0.32922 0.000 0.412 0.564 0.024
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.5032    0.49328 0.016 0.744 0.020 0.220
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     3  0.5222    0.58902 0.000 0.280 0.688 0.032
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0657    0.78455 0.984 0.000 0.004 0.012
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.4149    0.76909 0.804 0.028 0.000 0.168
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.4508    0.75259 0.780 0.036 0.000 0.184
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     3  0.6835    0.42923 0.000 0.288 0.576 0.136
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0712    0.78724 0.984 0.004 0.004 0.008
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.6522    0.15340 0.060 0.604 0.016 0.320
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.5964    0.51627 0.000 0.676 0.228 0.096
#> A0A24949-483B-4250-B11E-2BCE49F302AC     3  0.4661    0.64012 0.000 0.256 0.728 0.016
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.5478    0.66532 0.696 0.056 0.000 0.248
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#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.3881    0.54055 0.000 0.812 0.016 0.172
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0657    0.78455 0.984 0.000 0.004 0.012
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.6832    0.42124 0.000 0.296 0.572 0.132
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.5923    0.37940 0.000 0.376 0.580 0.044
#> A541B123-A51C-4EF0-839E-8A9513311C98     4  0.7393    0.38581 0.132 0.376 0.008 0.484
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.2670    0.62075 0.000 0.908 0.052 0.040
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0376    0.78414 0.992 0.000 0.004 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     4  0.7586    0.38902 0.164 0.304 0.012 0.520
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.5161    0.57017 0.000 0.300 0.676 0.024
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.4238    0.76538 0.796 0.028 0.000 0.176
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.6867    0.27736 0.000 0.384 0.508 0.108
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.5810    0.49183 0.000 0.660 0.276 0.064
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     4  0.8108    0.27294 0.372 0.204 0.016 0.408
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.5681    0.53889 0.000 0.704 0.208 0.088
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2799    0.76579 0.000 0.108 0.884 0.008
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.4983    0.42172 0.000 0.704 0.024 0.272
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.1389    0.79262 0.000 0.048 0.952 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     4  0.8710    0.46085 0.256 0.192 0.072 0.480
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2329    0.79761 0.916 0.012 0.000 0.072
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.2840    0.62082 0.000 0.900 0.056 0.044
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.8039   -0.17053 0.432 0.176 0.020 0.372
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.4936    0.41293 0.000 0.700 0.020 0.280
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.1389    0.79262 0.000 0.048 0.952 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.4077    0.68798 0.800 0.012 0.004 0.184
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.5825    0.49552 0.000 0.664 0.268 0.068
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0376    0.78713 0.992 0.004 0.000 0.004
#> C543A527-3E25-4389-9722-E9325C733243     2  0.6685    0.47884 0.000 0.616 0.160 0.224
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.5773    0.39025 0.000 0.620 0.336 0.044
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     4  0.8332    0.48124 0.220 0.280 0.032 0.468
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     4  0.7824    0.27976 0.336 0.168 0.016 0.480
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.5240    0.39786 0.004 0.688 0.024 0.284
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.8075   -0.46754 0.196 0.400 0.016 0.388
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.5653    0.54903 0.000 0.712 0.192 0.096
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1396    0.79192 0.960 0.004 0.004 0.032
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.3606    0.56778 0.000 0.840 0.020 0.140
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0376    0.78116 0.992 0.000 0.004 0.004
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0376    0.78414 0.992 0.000 0.004 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.7153    0.38155 0.000 0.532 0.308 0.160
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.4956    0.48158 0.000 0.732 0.036 0.232
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4983    0.42172 0.000 0.704 0.024 0.272
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4684    0.51188 0.008 0.756 0.016 0.220
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5021    0.59895 0.000 0.756 0.180 0.064
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.5836    0.45305 0.000 0.640 0.304 0.056
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.4776    0.45491 0.000 0.712 0.016 0.272
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4163    0.52217 0.000 0.792 0.020 0.188
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.5689    0.33797 0.004 0.656 0.040 0.300
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.3863    0.57196 0.000 0.828 0.028 0.144
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.6832    0.42124 0.000 0.296 0.572 0.132
#> A280A4AF-0687-40CA-8804-C6173B33E732     4  0.7960    0.52920 0.228 0.244 0.020 0.508
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.5883    0.56476 0.004 0.708 0.108 0.180
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2542    0.79700 0.904 0.012 0.000 0.084
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.1389    0.79262 0.000 0.048 0.952 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.3697    0.61258 0.000 0.852 0.048 0.100
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.5867    0.52827 0.000 0.688 0.216 0.096
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.5220    0.35753 0.000 0.632 0.016 0.352
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5199    0.63240 0.000 0.756 0.144 0.100
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.1389    0.79262 0.000 0.048 0.952 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.5861   3.53e-01 0.000 0.148 0.000 0.592 0.260
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6836   2.03e-02 0.232 0.524 0.000 0.024 0.220
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.5123   9.54e-02 0.000 0.476 0.028 0.492 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.5495   9.99e-02 0.000 0.464 0.052 0.480 0.004
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.1942   6.51e-01 0.000 0.000 0.068 0.920 0.012
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.6778   3.85e-01 0.000 0.244 0.248 0.496 0.012
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4021   2.54e-01 0.108 0.808 0.000 0.008 0.076
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.7527   5.44e-01 0.252 0.128 0.000 0.120 0.500
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0290   8.03e-01 0.000 0.000 0.992 0.008 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4735   2.41e-01 0.000 0.608 0.008 0.372 0.012
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.6522   7.78e-02 0.216 0.576 0.000 0.024 0.184
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.5671  -6.95e-02 0.060 0.564 0.000 0.012 0.364
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.3719   2.41e-01 0.116 0.816 0.000 0.000 0.068
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5216   3.57e-01 0.020 0.648 0.000 0.296 0.036
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4570   3.99e-01 0.000 0.020 0.348 0.632 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.5014   2.40e-01 0.000 0.412 0.008 0.560 0.020
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4522   6.15e-01 0.000 0.068 0.196 0.736 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4502   3.25e-01 0.000 0.668 0.008 0.312 0.012
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.5804  -2.87e-02 0.352 0.544 0.000 0.000 0.104
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.5151   1.71e-02 0.000 0.512 0.024 0.456 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     2  0.6175  -4.94e-02 0.344 0.508 0.000 0.000 0.148
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.4232   5.35e-01 0.000 0.012 0.676 0.312 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.4807   1.26e-01 0.000 0.464 0.008 0.520 0.008
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.6156   1.58e-01 0.000 0.116 0.480 0.400 0.004
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.2112   7.85e-01 0.908 0.004 0.000 0.004 0.084
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1774   6.49e-01 0.000 0.000 0.052 0.932 0.016
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.5218   5.50e-01 0.000 0.060 0.000 0.336 0.604
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.2116   2.88e-01 0.008 0.912 0.000 0.004 0.076
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.5461   6.82e-01 0.652 0.104 0.000 0.004 0.240
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4549   1.74e-01 0.000 0.008 0.528 0.464 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1981   7.85e-01 0.920 0.016 0.000 0.000 0.064
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.1740   6.51e-01 0.000 0.000 0.056 0.932 0.012
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.4802   8.93e-02 0.000 0.480 0.004 0.504 0.012
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.7558  -8.49e-02 0.168 0.488 0.024 0.036 0.284
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.4538   3.84e-01 0.000 0.348 0.004 0.636 0.012
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.1942   6.51e-01 0.000 0.000 0.068 0.920 0.012
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4325   5.50e-01 0.000 0.012 0.684 0.300 0.004
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.5759   1.30e-01 0.000 0.076 0.008 0.560 0.356
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.4886   9.17e-02 0.000 0.032 0.000 0.596 0.372
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.5770   6.24e-01 0.048 0.064 0.000 0.224 0.664
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.1864   2.92e-01 0.004 0.924 0.000 0.004 0.068
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.5142   3.97e-01 0.000 0.052 0.348 0.600 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.4734   1.03e-01 0.000 0.024 0.000 0.604 0.372
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.6816   2.13e-05 0.000 0.412 0.240 0.344 0.004
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.3112   7.85e-01 0.856 0.044 0.000 0.000 0.100
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0451   7.76e-01 0.988 0.004 0.000 0.000 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.1864   2.92e-01 0.004 0.924 0.000 0.004 0.068
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2929   6.49e-01 0.000 0.012 0.128 0.856 0.004
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.2233   6.54e-01 0.000 0.000 0.104 0.892 0.004
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.1740   6.51e-01 0.000 0.000 0.056 0.932 0.012
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.4242   3.22e-01 0.000 0.000 0.572 0.428 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     4  0.4692   1.35e-01 0.000 0.460 0.004 0.528 0.008
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.2053   6.44e-01 0.000 0.004 0.048 0.924 0.024
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.6944  -4.22e-02 0.000 0.364 0.304 0.328 0.004
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5739   6.50e-01 0.624 0.128 0.000 0.004 0.244
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.6992   1.08e-01 0.276 0.320 0.000 0.008 0.396
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.2069   6.53e-01 0.000 0.000 0.076 0.912 0.012
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.2052   6.01e-01 0.000 0.004 0.004 0.912 0.080
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.4228   5.40e-01 0.000 0.216 0.004 0.748 0.032
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.6927  -4.16e-02 0.000 0.372 0.288 0.336 0.004
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.6664  -4.13e-02 0.000 0.428 0.196 0.372 0.004
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.6149   3.73e-01 0.000 0.340 0.116 0.536 0.008
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.2865   6.48e-01 0.000 0.008 0.132 0.856 0.004
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.4502   3.25e-01 0.000 0.668 0.008 0.312 0.012
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.3664   7.23e-01 0.000 0.120 0.824 0.052 0.004
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.5550   6.73e-01 0.644 0.112 0.000 0.004 0.240
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.5514   5.85e-01 0.016 0.060 0.000 0.296 0.628
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.3368   6.43e-01 0.000 0.024 0.156 0.820 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.4203   7.49e-01 0.780 0.092 0.000 0.000 0.128
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     4  0.5114   1.37e-01 0.000 0.456 0.028 0.512 0.004
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.4734   7.32e-01 0.704 0.064 0.000 0.000 0.232
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.4243   5.52e-01 0.000 0.024 0.264 0.712 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.4777   6.97e-01 0.680 0.052 0.000 0.000 0.268
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.4557   3.08e-01 0.000 0.656 0.008 0.324 0.012
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.3567   5.86e-01 0.000 0.144 0.004 0.820 0.032
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.6421   4.07e-01 0.568 0.132 0.000 0.024 0.276
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.5044   7.71e-02 0.000 0.032 0.464 0.504 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.4850   7.27e-01 0.696 0.072 0.000 0.000 0.232
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.7035   3.06e-01 0.004 0.344 0.492 0.052 0.108
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.4228   5.40e-01 0.000 0.216 0.004 0.748 0.032
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.6048   5.18e-01 0.000 0.160 0.248 0.588 0.004
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     4  0.4647   3.74e-01 0.000 0.352 0.004 0.628 0.016
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0290   7.97e-01 0.000 0.008 0.992 0.000 0.000
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#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     3  0.7035   3.06e-01 0.004 0.344 0.492 0.052 0.108
#> 7C225672-8372-4202-A749-3D8E9A0747CC     4  0.5507   5.63e-01 0.000 0.188 0.160 0.652 0.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     5  0.6175   3.53e-01 0.288 0.044 0.000 0.072 0.596
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0671   7.73e-01 0.980 0.000 0.000 0.004 0.016
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.3865   7.21e-01 0.000 0.100 0.808 0.092 0.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.7329   1.06e-01 0.160 0.532 0.000 0.092 0.216
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.1740   6.51e-01 0.000 0.000 0.056 0.932 0.012
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.6602   4.35e-01 0.496 0.260 0.000 0.004 0.240
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.5398   6.96e-01 0.648 0.112 0.000 0.000 0.240
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.4762   7.32e-01 0.700 0.064 0.000 0.000 0.236
#> 7779D220-647F-4D6C-890B-022208B51F57     4  0.4295   5.21e-01 0.000 0.236 0.004 0.732 0.028
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0671   8.01e-01 0.000 0.004 0.980 0.016 0.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.4782   7.59e-02 0.000 0.544 0.008 0.440 0.008
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0290   8.03e-01 0.000 0.000 0.992 0.008 0.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     2  0.7314  -2.50e-01 0.268 0.368 0.000 0.024 0.340
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0290   8.03e-01 0.000 0.000 0.992 0.008 0.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0324   7.72e-01 0.992 0.000 0.000 0.004 0.004
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.7525   1.30e-01 0.152 0.516 0.000 0.120 0.212
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.7329   1.06e-01 0.160 0.532 0.000 0.092 0.216
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.4728   7.30e-01 0.700 0.060 0.000 0.000 0.240
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.2227   7.52e-01 0.916 0.032 0.000 0.004 0.048
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5  0.5308   5.71e-01 0.000 0.076 0.000 0.304 0.620
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.2075   7.48e-01 0.924 0.032 0.000 0.004 0.040
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.4954   2.57e-01 0.004 0.608 0.008 0.364 0.016
#> FC2F983B-2530-4886-B759-E2C571E2D068     4  0.6314   4.65e-01 0.000 0.188 0.260 0.548 0.004
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.6522   7.78e-02 0.216 0.576 0.000 0.024 0.184
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     4  0.4228   5.40e-01 0.000 0.216 0.004 0.748 0.032
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.4906   7.25e-01 0.692 0.076 0.000 0.000 0.232
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0290   7.97e-01 0.000 0.008 0.992 0.000 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.4203   7.49e-01 0.780 0.092 0.000 0.000 0.128
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.6655  -2.14e-02 0.000 0.436 0.112 0.424 0.028
#> 72781523-C5BA-4B54-8410-E238B5F441B4     4  0.4473   4.17e-01 0.000 0.324 0.000 0.656 0.020
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0162   8.03e-01 0.000 0.000 0.996 0.004 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0404   8.03e-01 0.000 0.000 0.988 0.012 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     4  0.4286   5.00e-01 0.000 0.260 0.004 0.716 0.020
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.4452   1.06e-01 0.000 0.004 0.500 0.496 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.0404   8.03e-01 0.000 0.000 0.988 0.012 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0963   7.96e-01 0.000 0.000 0.964 0.036 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.6522   7.78e-02 0.216 0.576 0.000 0.024 0.184
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.3664   7.23e-01 0.000 0.120 0.824 0.052 0.004
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.3991   6.33e-01 0.000 0.048 0.172 0.780 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.1942   6.52e-01 0.000 0.000 0.068 0.920 0.012
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.4765   7.32e-01 0.704 0.068 0.000 0.000 0.228
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.4680   6.80e-01 0.000 0.152 0.752 0.088 0.008
#> D902E43A-F384-432A-B690-D20BFCC78443     4  0.5352   2.46e-02 0.004 0.048 0.000 0.556 0.392
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.3055   6.46e-01 0.000 0.016 0.144 0.840 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.4675   3.64e-01 0.000 0.360 0.004 0.620 0.016
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.5126   2.86e-01 0.012 0.616 0.012 0.348 0.012
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.5205   5.87e-01 0.672 0.224 0.000 0.000 0.104
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.5363   5.64e-01 0.004 0.064 0.000 0.320 0.612
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.7255   3.58e-01 0.140 0.376 0.000 0.056 0.428
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.5251   2.93e-01 0.000 0.632 0.052 0.308 0.008
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.4982   1.57e-01 0.220 0.692 0.000 0.000 0.088
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.1981   7.85e-01 0.920 0.016 0.000 0.000 0.064
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.1952   5.99e-01 0.000 0.000 0.004 0.912 0.084
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.5270   7.11e-01 0.672 0.120 0.000 0.000 0.208
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.1942   6.53e-01 0.000 0.000 0.068 0.920 0.012
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     5  0.7004   9.21e-02 0.284 0.316 0.000 0.008 0.392
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.4383   1.55e-01 0.000 0.000 0.424 0.572 0.004
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.2112   5.99e-01 0.000 0.004 0.004 0.908 0.084
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.6012   6.02e-01 0.032 0.096 0.000 0.240 0.632
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.7272   2.55e-01 0.120 0.556 0.000 0.168 0.156
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.4765   7.32e-01 0.704 0.068 0.000 0.000 0.228
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.5151   1.71e-02 0.000 0.512 0.024 0.456 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.5766   5.77e-01 0.560 0.088 0.000 0.004 0.348
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2069   6.53e-01 0.000 0.000 0.076 0.912 0.012
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.4546   5.16e-01 0.000 0.028 0.668 0.304 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.7581   2.18e-01 0.112 0.508 0.000 0.196 0.184
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.4803  -4.18e-02 0.000 0.496 0.004 0.488 0.012
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0771   7.73e-01 0.976 0.000 0.000 0.004 0.020
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.6608   4.00e-01 0.000 0.264 0.536 0.184 0.016
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4452   1.06e-01 0.000 0.004 0.500 0.496 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.7029   5.06e-01 0.056 0.212 0.000 0.184 0.548
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.4351   5.16e-01 0.000 0.244 0.004 0.724 0.028
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0566   7.72e-01 0.984 0.000 0.000 0.004 0.012
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.5827   6.31e-01 0.084 0.064 0.000 0.164 0.688
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4482   4.13e-01 0.000 0.012 0.612 0.376 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.4906   7.25e-01 0.692 0.076 0.000 0.000 0.232
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.6781   2.07e-01 0.000 0.224 0.492 0.272 0.012
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.3409   6.46e-01 0.000 0.032 0.144 0.824 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.7592   2.77e-01 0.244 0.320 0.000 0.048 0.388
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2006   6.53e-01 0.000 0.000 0.072 0.916 0.012
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2462   7.56e-01 0.000 0.008 0.880 0.112 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.4747   2.32e-01 0.000 0.604 0.008 0.376 0.012
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     2  0.7433  -1.78e-01 0.144 0.480 0.028 0.028 0.320
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2952   7.87e-01 0.872 0.036 0.000 0.004 0.088
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.4238   5.29e-01 0.000 0.228 0.004 0.740 0.028
#> 15FB165D-6751-4894-A904-C77EA723CFCB     2  0.6175  -4.94e-02 0.344 0.508 0.000 0.000 0.148
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.4735   2.41e-01 0.000 0.608 0.008 0.372 0.012
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.4735   4.79e-01 0.668 0.032 0.000 0.004 0.296
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.3152   6.48e-01 0.000 0.024 0.136 0.840 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0771   7.79e-01 0.976 0.004 0.000 0.000 0.020
#> C543A527-3E25-4389-9722-E9325C733243     2  0.6498   1.25e-01 0.000 0.500 0.144 0.344 0.012
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.3690   6.19e-01 0.000 0.020 0.200 0.780 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.4021   2.54e-01 0.108 0.808 0.000 0.008 0.076
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.6815   3.10e-01 0.156 0.384 0.000 0.020 0.440
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.4954   2.57e-01 0.004 0.608 0.008 0.364 0.016
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.7252   2.15e-01 0.112 0.556 0.000 0.156 0.176
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.1740   6.51e-01 0.000 0.000 0.056 0.932 0.012
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0324   7.68e-01 0.992 0.000 0.000 0.004 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1597   7.83e-01 0.940 0.012 0.000 0.000 0.048
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.4692   1.48e-01 0.000 0.460 0.004 0.528 0.008
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0162   7.70e-01 0.996 0.000 0.000 0.004 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0566   7.72e-01 0.984 0.000 0.000 0.004 0.012
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6927  -4.16e-02 0.000 0.372 0.288 0.336 0.004
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.5086   1.54e-01 0.000 0.560 0.024 0.408 0.008
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4747   2.32e-01 0.000 0.604 0.008 0.376 0.012
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.5259   1.17e-02 0.000 0.484 0.004 0.476 0.036
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.5752   5.28e-01 0.000 0.236 0.104 0.644 0.016
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3991   6.33e-01 0.000 0.048 0.172 0.780 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.5827   3.57e-01 0.000 0.144 0.000 0.596 0.260
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4807   2.20e-02 0.000 0.520 0.008 0.464 0.008
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4678   3.04e-01 0.000 0.648 0.012 0.328 0.012
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.4796   1.68e-01 0.000 0.452 0.008 0.532 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.6608   4.00e-01 0.000 0.264 0.536 0.184 0.016
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.6957   2.08e-01 0.064 0.412 0.004 0.076 0.444
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.2052   6.01e-01 0.000 0.004 0.004 0.912 0.080
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2983   7.86e-01 0.864 0.040 0.000 0.000 0.096
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.4473   4.17e-01 0.000 0.324 0.000 0.656 0.020
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2189   6.51e-01 0.000 0.000 0.084 0.904 0.012
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4734   1.03e-01 0.000 0.024 0.000 0.604 0.372
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.5439   4.72e-01 0.000 0.288 0.064 0.636 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000   8.02e-01 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.5872    0.01007 0.000 0.180 0.000 0.472 0.344 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.7174   -0.41312 0.200 0.420 0.000 0.004 0.092 0.284
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4378    0.32360 0.000 0.588 0.016 0.388 0.008 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.5202    0.26711 0.000 0.552 0.036 0.384 0.020 0.008
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#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.5067    0.44768 0.000 0.056 0.000 0.432 0.504 0.008
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.2988    0.66518 0.000 0.060 0.084 0.852 0.004 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.4830    0.02273 0.000 0.456 0.000 0.496 0.044 0.004
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.4995    0.49063 0.008 0.672 0.004 0.252 0.028 0.036
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.79826 0.000 0.000 1.000 0.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.5020    0.41324 0.648 0.092 0.000 0.000 0.012 0.248
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.3834    0.66886 0.000 0.048 0.000 0.172 0.772 0.008
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     6  0.7544    0.55162 0.104 0.232 0.000 0.012 0.280 0.372
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.4412    0.47913 0.000 0.716 0.040 0.220 0.000 0.024
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.6260   -0.28924 0.204 0.516 0.000 0.000 0.032 0.248
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.1858    0.71382 0.912 0.000 0.000 0.000 0.012 0.076
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.2803    0.56376 0.000 0.016 0.000 0.856 0.116 0.012
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.4963    0.58927 0.632 0.040 0.000 0.000 0.032 0.296
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0653    0.66871 0.000 0.004 0.012 0.980 0.004 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     6  0.6588    0.55432 0.216 0.180 0.000 0.000 0.080 0.524
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.3695    0.28876 0.000 0.000 0.376 0.624 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.2933    0.56059 0.000 0.020 0.000 0.848 0.120 0.012
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.5330    0.63085 0.004 0.092 0.000 0.116 0.700 0.088
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.7575    0.06795 0.096 0.500 0.000 0.088 0.116 0.200
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.4352    0.62812 0.668 0.000 0.000 0.000 0.052 0.280
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.3861    0.39192 0.000 0.640 0.008 0.352 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.6057    0.40511 0.516 0.024 0.000 0.000 0.160 0.300
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0547    0.66834 0.000 0.000 0.020 0.980 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.4436    0.45268 0.000 0.048 0.640 0.312 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0363    0.69621 0.988 0.000 0.000 0.000 0.000 0.012
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.7835    0.05173 0.084 0.464 0.000 0.100 0.156 0.196
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0363    0.69621 0.988 0.000 0.000 0.000 0.000 0.012
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.3819    0.35992 0.000 0.624 0.000 0.372 0.000 0.004
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0713    0.70177 0.972 0.000 0.000 0.000 0.000 0.028
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.6386    0.36330 0.000 0.312 0.504 0.144 0.020 0.020
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.4076    0.05423 0.000 0.008 0.452 0.540 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.6896    0.38026 0.036 0.196 0.000 0.072 0.552 0.144
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.4989    0.33952 0.000 0.328 0.000 0.592 0.076 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0363    0.69988 0.988 0.000 0.000 0.000 0.000 0.012
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.5205    0.53870 0.048 0.064 0.000 0.044 0.732 0.112
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4184    0.30716 0.000 0.016 0.576 0.408 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.4526    0.61772 0.656 0.004 0.000 0.000 0.052 0.288
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.6664    0.21968 0.000 0.276 0.460 0.228 0.020 0.016
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.3318    0.65902 0.000 0.084 0.084 0.828 0.004 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     6  0.7852    0.59960 0.204 0.212 0.000 0.012 0.220 0.352
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0458    0.66942 0.000 0.000 0.016 0.984 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2446    0.73393 0.000 0.012 0.864 0.124 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.3586    0.47635 0.000 0.720 0.000 0.268 0.000 0.012
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.79826 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     6  0.7510    0.62148 0.120 0.328 0.012 0.008 0.132 0.400
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2260    0.71002 0.860 0.000 0.000 0.000 0.000 0.140
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.5008    0.36431 0.000 0.308 0.000 0.604 0.084 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.6810   -0.39110 0.336 0.336 0.000 0.000 0.040 0.288
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.3724    0.47910 0.000 0.716 0.000 0.268 0.004 0.012
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.79826 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     6  0.5993    0.15211 0.412 0.016 0.000 0.000 0.144 0.428
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.3054    0.66506 0.000 0.072 0.076 0.848 0.004 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0865    0.70923 0.964 0.000 0.000 0.000 0.000 0.036
#> C543A527-3E25-4389-9722-E9325C733243     2  0.5683    0.38733 0.000 0.600 0.132 0.244 0.004 0.020
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.3293    0.64582 0.000 0.048 0.140 0.812 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.5332   -0.07265 0.092 0.648 0.000 0.000 0.036 0.224
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     6  0.6824    0.63233 0.100 0.236 0.000 0.000 0.172 0.492
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.3795    0.48658 0.004 0.724 0.000 0.256 0.004 0.012
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.7380    0.01510 0.084 0.504 0.000 0.052 0.160 0.200
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0291    0.66476 0.000 0.004 0.004 0.992 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0458    0.69574 0.984 0.000 0.000 0.000 0.000 0.016
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0363    0.69621 0.988 0.000 0.000 0.000 0.000 0.012
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1524    0.71297 0.932 0.000 0.000 0.000 0.008 0.060
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4199    0.28180 0.000 0.568 0.000 0.416 0.016 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0363    0.69805 0.988 0.000 0.000 0.000 0.000 0.012
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0363    0.69988 0.988 0.000 0.000 0.000 0.000 0.012
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6517    0.19375 0.000 0.448 0.268 0.260 0.008 0.016
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.3972    0.44981 0.000 0.680 0.016 0.300 0.000 0.004
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.3586    0.47635 0.000 0.720 0.000 0.268 0.000 0.012
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4987    0.38243 0.000 0.584 0.000 0.352 0.048 0.016
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.6086    0.38134 0.000 0.320 0.084 0.536 0.056 0.004
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3842    0.64439 0.000 0.100 0.112 0.784 0.004 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.5842   -0.01539 0.000 0.172 0.000 0.472 0.352 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4089    0.39282 0.000 0.632 0.000 0.352 0.012 0.004
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4032    0.49726 0.000 0.740 0.004 0.220 0.016 0.020
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4477    0.26029 0.000 0.552 0.004 0.424 0.016 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.6386    0.36330 0.000 0.312 0.504 0.144 0.020 0.020
#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.7198    0.45841 0.032 0.284 0.000 0.032 0.248 0.404
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.2889    0.56422 0.000 0.020 0.000 0.852 0.116 0.012
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2664    0.71146 0.848 0.000 0.000 0.000 0.016 0.136
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.79826 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.4962    0.14512 0.000 0.416 0.000 0.516 0.068 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0713    0.66527 0.000 0.000 0.028 0.972 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.4534    0.40635 0.000 0.032 0.000 0.472 0.496 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.5165    0.22750 0.000 0.388 0.044 0.544 0.024 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.79826 0.000 0.000 1.000 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)

plot of chunk tab-SD-hclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-SD-hclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-SD-hclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-SD-hclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-SD-hclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-SD-hclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-SD-hclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-SD-hclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-SD-hclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-SD-hclust-membership-heatmap-5

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)

plot of chunk tab-SD-hclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-SD-hclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-SD-hclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-SD-hclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-SD-hclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-SD-hclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-SD-hclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-SD-hclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-SD-hclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-SD-hclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk SD-hclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-SD-hclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-SD-hclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-SD-hclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-SD-hclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-SD-hclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk SD-hclust-collect-classes

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.


SD:kmeans**

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 17630 rows and 500 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 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)

plot of chunk SD-kmeans-collect-plots

The plots are:

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:

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)

plot of chunk SD-kmeans-select-partition-number

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           0.986       0.994         0.4709 0.530   0.530
#> 3 3 1.000           0.963       0.984         0.3376 0.809   0.650
#> 4 4 0.715           0.604       0.798         0.1401 0.881   0.693
#> 5 5 0.756           0.792       0.871         0.0847 0.818   0.464
#> 6 6 0.882           0.868       0.913         0.0470 0.962   0.825

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.995 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.993 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.995 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.995 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.995 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.995 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000      0.993 1.000 0.000
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#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000      0.993 1.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000      0.993 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.0000      0.995 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000      0.993 1.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000      0.995 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000      0.993 1.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000      0.993 1.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000      0.993 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000      0.995 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000      0.995 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000      0.995 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000      0.995 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000      0.995 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000      0.995 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000      0.993 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000      0.995 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000      0.993 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000      0.993 1.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.0000      0.993 1.000 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000      0.993 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000      0.993 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.7883      0.691 0.236 0.764
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000      0.993 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000      0.995 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000      0.995 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000      0.993 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000      0.995 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000      0.993 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000      0.995 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000      0.993 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000      0.995 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000      0.995 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000      0.995 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000      0.995 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000      0.995 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000      0.995 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000      0.995 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000      0.995 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000      0.995 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000      0.993 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000      0.995 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000      0.995 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000      0.995 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000      0.995 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000      0.993 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000      0.995 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000      0.995 0.000 1.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000      0.995 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000      0.995 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000      0.995 0.000 1.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000      0.995 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000      0.993 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000      0.993 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000      0.993 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000      0.995 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000      0.993 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000      0.993 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000      0.995 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000      0.993 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000      0.995 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000      0.993 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000      0.995 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.2043      0.963 0.032 0.968
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000      0.993 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.5408      0.857 0.876 0.124
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000      0.993 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000      0.995 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000      0.993 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000      0.995 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000      0.995 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000      0.993 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000      0.995 0.000 1.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000      0.993 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000      0.995 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000      0.993 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000      0.995 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000      0.995 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000      0.993 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000      0.995 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000      0.993 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000      0.993 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000      0.995 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000      0.993 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000      0.995 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000      0.995 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.993 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.995 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000      0.995 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.995 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000      0.995 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.993 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.993 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.995 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.993 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.995 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000      0.995 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.993 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.995 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.993 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.995 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.995 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.8016      0.678 0.756 0.244
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.993 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.995 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.4022      0.910 0.920 0.080
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.995 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.993 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.993 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.993 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.995 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.993 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.993 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.995 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.995 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.995 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.995 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.995 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.995 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.995 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.995 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.995 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.995 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.995 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.993 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.995 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.993 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000      0.995 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.995 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.995 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.995 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.995 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000      0.995 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000    0.97772 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000    0.99379 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.97772 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.97772 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000    0.97772 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.97772 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000    0.99379 1.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0237    0.99252 0.996 0.000 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0237    0.97790 0.000 0.004 0.996
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.97772 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000    0.99379 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0661    0.98466 0.988 0.008 0.004
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000    0.99379 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000    0.97772 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.1031    0.96511 0.000 0.024 0.976
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000    0.97772 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000    0.97772 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.99379 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000    0.97772 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000    0.99379 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.97772 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0237    0.97790 0.000 0.004 0.996
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.99379 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.99379 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0237    0.97790 0.000 0.004 0.996
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.97772 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.1031    0.96511 0.000 0.024 0.976
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.99379 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000    0.97772 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0237    0.97441 0.000 0.996 0.004
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.99379 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.3690    0.87407 0.100 0.016 0.884
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.99379 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.1031    0.96511 0.000 0.024 0.976
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.99379 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000    0.97772 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.97772 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0237    0.99252 0.996 0.000 0.004
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000    0.97772 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000    0.97772 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0237    0.97790 0.000 0.004 0.996
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000    0.97772 0.000 1.000 0.000
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#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0237    0.99252 0.996 0.000 0.004
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000    0.99379 1.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.0237    0.97790 0.000 0.004 0.996
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0475    0.98898 0.992 0.004 0.004
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000    0.97772 0.000 1.000 0.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0237    0.99252 0.996 0.000 0.004
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000    0.99379 1.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000    0.99379 1.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000    0.97772 0.000 1.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0237    0.97790 0.000 0.004 0.996
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0237    0.97790 0.000 0.004 0.996
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000    0.97772 0.000 1.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0237    0.97790 0.000 0.004 0.996
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0237    0.97790 0.000 0.004 0.996
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0237    0.99252 0.996 0.000 0.004
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0237    0.97790 0.000 0.004 0.996
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000    0.99379 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0661    0.98466 0.988 0.008 0.004
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.4931    0.71950 0.212 0.784 0.004
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0237    0.99252 0.996 0.000 0.004
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000    0.99379 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.5929    0.53025 0.320 0.676 0.004
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000    0.99379 1.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000    0.97772 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.1753    0.93224 0.000 0.952 0.048
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0892    0.97121 0.980 0.020 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000    0.97772 0.000 1.000 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000    0.99379 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0237    0.97790 0.000 0.004 0.996
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000    0.99379 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000    0.97772 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000    0.97772 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0237    0.97790 0.000 0.004 0.996
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0237    0.97790 0.000 0.004 0.996
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000    0.97772 0.000 1.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.5650    0.54053 0.000 0.688 0.312
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0237    0.97790 0.000 0.004 0.996
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.1031    0.96511 0.000 0.024 0.976
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0237    0.97790 0.000 0.004 0.996
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000    0.99379 1.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0237    0.97790 0.000 0.004 0.996
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0237    0.97790 0.000 0.004 0.996
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000    0.97772 0.000 1.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000    0.97772 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000    0.99379 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0237    0.97790 0.000 0.004 0.996
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0237    0.97441 0.000 0.996 0.004
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000    0.97772 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000    0.97772 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000    0.97772 0.000 1.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0237    0.97790 0.000 0.004 0.996
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000    0.99379 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0237    0.99252 0.996 0.000 0.004
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0237    0.99252 0.996 0.000 0.004
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000    0.97772 0.000 1.000 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000    0.99379 1.000 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.99379 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000    0.97772 0.000 1.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000    0.99379 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000    0.97772 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000    0.99379 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000    0.97772 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0237    0.97441 0.000 0.996 0.004
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.3500    0.84648 0.116 0.880 0.004
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0237    0.97441 0.000 0.996 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.99379 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000    0.97772 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.99379 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000    0.97772 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.1860    0.93808 0.000 0.052 0.948
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.99379 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0237    0.97441 0.000 0.996 0.004
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.99379 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.97772 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.99379 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000    0.97772 0.000 1.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.1031    0.96511 0.000 0.024 0.976
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0237    0.99252 0.996 0.000 0.004
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000    0.97772 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.99379 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0237    0.99252 0.996 0.000 0.004
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.1031    0.96511 0.000 0.024 0.976
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.99379 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000    0.97772 0.000 1.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000    0.97772 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0237    0.99252 0.996 0.000 0.004
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000    0.97772 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0237    0.97790 0.000 0.004 0.996
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000    0.97772 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0237    0.97790 0.000 0.004 0.996
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0237    0.99252 0.996 0.000 0.004
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.99379 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000    0.97772 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000    0.99379 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000    0.97772 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0237    0.97790 0.000 0.004 0.996
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000    0.99379 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000    0.97772 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.99379 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000    0.97772 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000    0.97772 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.5905    0.43955 0.648 0.352 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0237    0.99252 0.996 0.000 0.004
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000    0.97772 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0237    0.97441 0.000 0.996 0.004
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000    0.97772 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.99379 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.99379 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.99379 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.97772 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.99379 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.99379 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.97772 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.97772 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000    0.97772 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.97772 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000    0.97772 0.000 1.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000    0.97772 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000    0.97772 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.97772 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.97772 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.97772 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.1031    0.96511 0.000 0.024 0.976
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0237    0.99252 0.996 0.000 0.004
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000    0.97772 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.99379 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0237    0.97790 0.000 0.004 0.996
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.97772 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000    0.97772 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0237    0.97441 0.000 0.996 0.004
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.97772 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0237    0.97790 0.000 0.004 0.996

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.4761    0.71245 0.000 0.372 0.000 0.628
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4961    0.34086 0.552 0.448 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.4761    0.71245 0.000 0.372 0.000 0.628
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.4761    0.71245 0.000 0.372 0.000 0.628
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000    0.64779 0.000 0.000 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.4761    0.71245 0.000 0.372 0.000 0.628
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4697    0.20736 0.356 0.644 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4898    0.39840 0.584 0.416 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.89392 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.4955    0.65417 0.000 0.444 0.000 0.556
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.4661    0.51694 0.652 0.348 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.5376    0.00444 0.396 0.588 0.000 0.016
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4961    0.34086 0.552 0.448 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3569    0.22895 0.000 0.804 0.000 0.196
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4961    0.52213 0.000 0.000 0.552 0.448
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.4761    0.71245 0.000 0.372 0.000 0.628
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4454    0.70623 0.000 0.308 0.000 0.692
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.84330 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4972   -0.48120 0.000 0.544 0.000 0.456
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4948    0.35794 0.560 0.440 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     4  0.4955    0.65417 0.000 0.444 0.000 0.556
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.89392 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.84330 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.2868    0.76542 0.864 0.136 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.4543    0.65435 0.000 0.000 0.676 0.324
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.4776    0.71015 0.000 0.376 0.000 0.624
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.4643    0.62896 0.000 0.000 0.656 0.344
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.84330 1.000 0.000 0.000 0.000
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#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5141    0.56358 0.000 0.268 0.700 0.032
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.4941   -0.09281 0.436 0.564 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.1716    0.58518 0.000 0.064 0.000 0.936
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.84330 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.89392 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.4916    0.67392 0.000 0.424 0.000 0.576
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.64779 0.000 0.000 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.3486    0.43296 0.000 0.188 0.000 0.812
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.4761    0.71245 0.000 0.372 0.000 0.628
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.89392 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.4165     0.5474 0.320 0.008 0.000 0.000 0.672
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0693     0.9327 0.000 0.980 0.000 0.008 0.012
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0693     0.9327 0.000 0.980 0.000 0.008 0.012
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0693     0.9337 0.000 0.980 0.000 0.012 0.008
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.4972     0.5558 0.068 0.260 0.000 0.000 0.672
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.6127     0.4555 0.276 0.000 0.000 0.172 0.552
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.4302     0.5079 0.344 0.004 0.000 0.004 0.648
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.1012     0.6724 0.012 0.000 0.000 0.020 0.968
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.4109     0.5748 0.288 0.012 0.000 0.000 0.700
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2891     0.7417 0.000 0.824 0.000 0.000 0.176
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3742     0.7153 0.000 0.012 0.184 0.792 0.012
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0671     0.9333 0.000 0.980 0.000 0.016 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3750     0.6218 0.000 0.756 0.000 0.232 0.012
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1671     0.8745 0.000 0.924 0.000 0.000 0.076
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.4118     0.5340 0.336 0.004 0.000 0.000 0.660
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.4101     0.4784 0.372 0.000 0.000 0.000 0.628
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3857     0.5380 0.000 0.000 0.312 0.688 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.4772     0.4487 0.000 0.012 0.352 0.624 0.012
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.3837     0.3033 0.000 0.000 0.000 0.692 0.308
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.4385     0.4702 0.000 0.312 0.012 0.004 0.672
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3318     0.7234 0.000 0.012 0.180 0.808 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.0798     0.6720 0.016 0.008 0.000 0.000 0.976
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.5928     0.1387 0.000 0.548 0.000 0.328 0.124
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.6022     0.2343 0.000 0.156 0.000 0.564 0.280
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.5980     0.4884 0.240 0.000 0.000 0.176 0.584
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.4063     0.5798 0.280 0.012 0.000 0.000 0.708
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.5630     0.2420 0.000 0.048 0.436 0.504 0.012
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.4305     0.5348 0.000 0.052 0.000 0.748 0.200
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0671     0.9299 0.000 0.980 0.000 0.004 0.016
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.3913     0.4581 0.000 0.324 0.000 0.000 0.676
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.3318     0.7234 0.000 0.012 0.180 0.808 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.2891     0.8937 0.000 0.176 0.000 0.824 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0807     0.9309 0.000 0.976 0.000 0.012 0.012
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.1582     0.6735 0.028 0.000 0.000 0.028 0.944
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.4264     0.3073 0.620 0.000 0.000 0.004 0.376
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.1792     0.8185 0.000 0.084 0.000 0.916 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0671     0.9299 0.000 0.980 0.000 0.004 0.016
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0771     0.9280 0.000 0.976 0.000 0.004 0.020
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0404     0.9330 0.000 0.988 0.000 0.000 0.012
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0609     0.9299 0.000 0.980 0.000 0.000 0.020
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0324     0.9594 0.000 0.000 0.992 0.004 0.004
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.4341     0.3568 0.628 0.000 0.000 0.008 0.364
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.5447     0.5728 0.168 0.000 0.000 0.172 0.660
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0693     0.9337 0.000 0.980 0.000 0.012 0.008
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0955     0.8926 0.968 0.000 0.000 0.004 0.028
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.3842     0.8766 0.000 0.156 0.028 0.804 0.012
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0404     0.9324 0.000 0.988 0.000 0.000 0.012
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0671     0.9333 0.000 0.980 0.000 0.016 0.004
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.6155    -0.0797 0.516 0.000 0.000 0.148 0.336
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.3496     0.8689 0.000 0.200 0.000 0.788 0.012
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0162     0.9034 0.996 0.000 0.000 0.000 0.004
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.5844     0.0790 0.000 0.000 0.420 0.096 0.484
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.1200     0.9257 0.000 0.964 0.008 0.016 0.012
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.5224     0.5948 0.140 0.000 0.000 0.176 0.684
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0162     0.9344 0.000 0.996 0.000 0.000 0.004
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.3870     0.6060 0.004 0.732 0.000 0.004 0.260
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.4779     0.3065 0.000 0.584 0.396 0.004 0.016
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.4761     0.6222 0.104 0.000 0.000 0.168 0.728
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.3412     0.7560 0.000 0.028 0.152 0.820 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.5305     0.5980 0.000 0.152 0.000 0.172 0.676
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.3123     0.7280 0.000 0.812 0.000 0.004 0.184
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.2561     0.7701 0.856 0.000 0.000 0.000 0.144
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     5  0.3838     0.5294 0.000 0.280 0.000 0.004 0.716
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     5  0.3949     0.5365 0.332 0.000 0.000 0.000 0.668
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.3318     0.8886 0.000 0.180 0.000 0.808 0.012
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0566     0.9357 0.000 0.984 0.000 0.012 0.004
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0609     0.9299 0.000 0.980 0.000 0.000 0.020
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0807     0.9318 0.000 0.976 0.000 0.012 0.012
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.4532     0.5273 0.000 0.304 0.672 0.004 0.020
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.4419     0.4721 0.668 0.000 0.000 0.020 0.312
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0162     0.9034 0.996 0.000 0.000 0.000 0.004
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.3491     0.6687 0.768 0.000 0.000 0.004 0.228
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.5303    -0.1467 0.516 0.004 0.000 0.040 0.440
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     5  0.4059     0.5695 0.292 0.004 0.000 0.004 0.700
#> ED604501-C110-4693-820B-DE9FB648FEAA     5  0.4029     0.5480 0.316 0.000 0.000 0.004 0.680
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0162     0.9358 0.000 0.996 0.000 0.000 0.004
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.4445     0.5746 0.024 0.000 0.000 0.300 0.676
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.3412     0.8800 0.000 0.152 0.028 0.820 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0324     0.9330 0.000 0.992 0.000 0.004 0.004
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.4201     0.3357 0.000 0.000 0.408 0.592 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.1502     0.8725 0.940 0.000 0.000 0.004 0.056
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.2890     0.7357 0.836 0.000 0.000 0.004 0.160
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     3  0.4949     0.1490 0.000 0.444 0.532 0.004 0.020
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0162     0.9344 0.000 0.996 0.000 0.000 0.004
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.5760     0.4295 0.000 0.596 0.312 0.080 0.012
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0609     0.8970 0.980 0.000 0.000 0.000 0.020
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#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.2690     0.8827 0.000 0.156 0.000 0.844 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     5  0.4118     0.5225 0.336 0.000 0.000 0.004 0.660
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.1124     0.8872 0.960 0.000 0.000 0.004 0.036
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.4046     0.3358 0.000 0.008 0.000 0.696 0.296
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.5446     0.5898 0.000 0.164 0.000 0.176 0.660
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.3242     0.7452 0.000 0.816 0.000 0.172 0.012
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0955     0.8926 0.968 0.000 0.000 0.004 0.028
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0162     0.9355 0.000 0.996 0.000 0.000 0.004
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0955     0.8926 0.968 0.000 0.000 0.004 0.028
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.5439     0.5810 0.000 0.064 0.288 0.636 0.012
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.1892     0.8696 0.000 0.916 0.000 0.080 0.004
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0566     0.9315 0.000 0.984 0.000 0.004 0.012
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.3242     0.7303 0.000 0.012 0.172 0.816 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.5229     0.6029 0.000 0.144 0.000 0.172 0.684
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0162     0.9358 0.000 0.996 0.000 0.000 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.6083     0.4584 0.260 0.000 0.000 0.176 0.564
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.3452     0.7610 0.000 0.032 0.148 0.820 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0451     0.9014 0.988 0.000 0.000 0.004 0.008
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0912     0.9324 0.000 0.972 0.000 0.012 0.016
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.2873     0.6628 0.020 0.000 0.000 0.120 0.860
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0609     0.9299 0.000 0.980 0.000 0.000 0.020
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.3612     0.5877 0.268 0.000 0.000 0.000 0.732
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0566     0.9349 0.000 0.984 0.000 0.012 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.4045     0.5094 0.356 0.000 0.000 0.000 0.644
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1043     0.9072 0.000 0.960 0.000 0.000 0.040
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.4618     0.5136 0.344 0.004 0.000 0.016 0.636
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0609     0.9299 0.000 0.980 0.000 0.000 0.020
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.2929     0.8945 0.000 0.180 0.000 0.820 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     5  0.4118     0.4342 0.004 0.336 0.000 0.000 0.660
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.1725     0.6723 0.020 0.000 0.000 0.044 0.936
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1410     0.8880 0.000 0.940 0.000 0.000 0.060
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.3163     0.7564 0.000 0.824 0.000 0.164 0.012
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0693     0.9327 0.000 0.980 0.000 0.008 0.012
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0162     0.9344 0.000 0.996 0.000 0.000 0.004
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0912     0.9324 0.000 0.972 0.000 0.012 0.016
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3318     0.8886 0.000 0.180 0.000 0.808 0.012
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0451     0.9358 0.000 0.988 0.000 0.008 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.4758     0.2095 0.000 0.552 0.432 0.004 0.012
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.1626     0.6724 0.016 0.000 0.000 0.044 0.940
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.1965     0.8308 0.000 0.096 0.000 0.904 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9051 1.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9358 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2852     0.8928 0.000 0.172 0.000 0.828 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.5068     0.2704 0.000 0.060 0.000 0.640 0.300
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0579     0.9342 0.000 0.984 0.000 0.008 0.008
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9645 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     6  0.1471     0.9107 0.064 0.000 0.000 0.000 0.004 0.932
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.3139     0.8488 0.000 0.816 0.000 0.000 0.152 0.032
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3027     0.8528 0.000 0.824 0.000 0.000 0.148 0.028
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.3062     0.8514 0.000 0.824 0.000 0.000 0.144 0.032
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.1452     0.9057 0.020 0.012 0.000 0.000 0.020 0.948
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.3211     0.8548 0.056 0.000 0.000 0.000 0.824 0.120
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0146     0.9512 0.000 0.000 0.996 0.000 0.004 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0935     0.9160 0.000 0.964 0.000 0.000 0.032 0.004
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     6  0.1958     0.8818 0.100 0.000 0.000 0.004 0.000 0.896
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.2169     0.8727 0.008 0.000 0.000 0.012 0.080 0.900
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.1297     0.9153 0.040 0.000 0.000 0.000 0.012 0.948
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1418     0.9063 0.000 0.944 0.000 0.000 0.024 0.032
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3344     0.8331 0.000 0.000 0.032 0.828 0.120 0.020
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.5942     0.5113 0.000 0.564 0.000 0.256 0.148 0.032
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1498     0.9073 0.000 0.940 0.000 0.000 0.032 0.028
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6  0.1327     0.9103 0.064 0.000 0.000 0.000 0.000 0.936
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0935     0.9160 0.000 0.964 0.000 0.000 0.032 0.004
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9516 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.1556     0.9024 0.080 0.000 0.000 0.000 0.000 0.920
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.2006     0.8739 0.000 0.000 0.080 0.904 0.016 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.4628     0.7463 0.000 0.000 0.108 0.736 0.128 0.028
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.2932     0.7766 0.000 0.000 0.000 0.164 0.820 0.016
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9275 1.000 0.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.1738     0.8642 0.000 0.016 0.004 0.000 0.052 0.928
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.2201     0.8852 0.000 0.000 0.028 0.896 0.076 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9275 1.000 0.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     6  0.1327     0.8864 0.000 0.000 0.000 0.000 0.064 0.936
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0146     0.9512 0.000 0.000 0.996 0.000 0.004 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.5528    -0.1087 0.000 0.420 0.000 0.064 0.488 0.028
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.3613     0.7865 0.000 0.096 0.000 0.096 0.804 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.3062     0.8551 0.052 0.000 0.000 0.000 0.836 0.112
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.1074     0.9134 0.028 0.000 0.000 0.000 0.012 0.960
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.6238     0.3957 0.000 0.008 0.296 0.528 0.136 0.032
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.3861     0.7501 0.000 0.052 0.000 0.168 0.772 0.008
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3559     0.8395 0.000 0.800 0.000 0.012 0.152 0.036
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.1616     0.8657 0.000 0.020 0.000 0.000 0.048 0.932
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0777     0.9352 0.000 0.024 0.000 0.972 0.000 0.004
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0632     0.9350 0.000 0.024 0.000 0.976 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0777     0.9183 0.000 0.000 0.024 0.972 0.000 0.004
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.1149     0.9339 0.000 0.024 0.000 0.960 0.008 0.008
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3663     0.8365 0.000 0.796 0.000 0.020 0.152 0.032
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     6  0.1663     0.8708 0.000 0.000 0.000 0.000 0.088 0.912
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6  0.3604     0.7313 0.216 0.000 0.000 0.012 0.012 0.760
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.1167     0.9256 0.000 0.012 0.000 0.960 0.020 0.008
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.3210     0.8472 0.000 0.812 0.000 0.000 0.152 0.036
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.3172     0.8516 0.000 0.816 0.000 0.000 0.148 0.036
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.3525     0.8399 0.000 0.800 0.000 0.012 0.156 0.032
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0632     0.9350 0.000 0.024 0.000 0.976 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.1838     0.9036 0.000 0.916 0.000 0.000 0.068 0.016
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#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0260     0.9278 0.992 0.000 0.000 0.000 0.000 0.008
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2942     0.8632 0.000 0.836 0.000 0.000 0.132 0.032
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1082     0.9144 0.000 0.956 0.000 0.000 0.040 0.004
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0935     0.9160 0.000 0.964 0.000 0.000 0.032 0.004
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3062     0.8523 0.000 0.824 0.000 0.000 0.144 0.032
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3058     0.8564 0.000 0.024 0.000 0.848 0.108 0.020
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0363     0.9194 0.000 0.988 0.000 0.000 0.012 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0692     0.9182 0.000 0.976 0.000 0.000 0.020 0.004
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.5898     0.5405 0.000 0.576 0.240 0.000 0.152 0.032
#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.2489     0.8366 0.000 0.000 0.000 0.012 0.128 0.860
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.1167     0.9256 0.000 0.012 0.000 0.960 0.020 0.008
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9275 1.000 0.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9516 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9201 0.000 1.000 0.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1036     0.9352 0.000 0.024 0.000 0.964 0.004 0.008
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.3336     0.7854 0.000 0.056 0.000 0.132 0.812 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.2278     0.8775 0.000 0.868 0.000 0.000 0.128 0.004
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9516 0.000 0.000 1.000 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)

plot of chunk tab-SD-kmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-SD-kmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-SD-kmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-SD-kmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-SD-kmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-SD-kmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-SD-kmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-SD-kmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-SD-kmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-SD-kmeans-membership-heatmap-5

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)

plot of chunk tab-SD-kmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-SD-kmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-SD-kmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-SD-kmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-SD-kmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-SD-kmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-SD-kmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-SD-kmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-SD-kmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-SD-kmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk SD-kmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-SD-kmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-SD-kmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-SD-kmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-SD-kmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-SD-kmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk SD-kmeans-collect-classes

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.


SD:skmeans**

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 17630 rows and 500 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 5.
#> 
#> 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)

plot of chunk SD-skmeans-collect-plots

The plots are:

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:

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)

plot of chunk SD-skmeans-select-partition-number

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           0.987       0.995         0.4888 0.511   0.511
#> 3 3 0.890           0.934       0.966         0.3496 0.798   0.617
#> 4 4 0.988           0.955       0.977         0.1066 0.899   0.715
#> 5 5 0.973           0.933       0.966         0.0642 0.933   0.760
#> 6 6 0.892           0.811       0.921         0.0416 0.950   0.784

suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:

suggest_best_k(res)
#> [1] 5
#> attr(,"optional")
#> [1] 2 4

There is also optional best \(k\) = 2 4 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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.999 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.989 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.999 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.999 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.999 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.999 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000      0.989 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.989 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000      0.999 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.999 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.989 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.989 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.989 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.8661      0.601 0.712 0.288
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.999 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.999 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.999 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.989 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.999 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.989 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.999 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000      0.999 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.989 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.989 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000      0.999 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.999 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000      0.999 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.989 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.999 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.5294      0.861 0.880 0.120
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.989 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.0000      0.989 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.989 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.999 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.989 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.999 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.999 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.989 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.999 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.999 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000      0.999 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000      0.999 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000      0.999 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.989 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.989 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000      0.999 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000      0.999 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.999 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.989 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.989 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.0000      0.989 1.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.999 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.999 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000      0.999 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.999 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.999 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000      0.999 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.999 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.989 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.989 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.999 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000      0.999 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.999 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.999 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.999 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.999 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.999 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.999 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000      0.999 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.989 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.989 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.999 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.989 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.999 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.989 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000      0.999 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.989 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.999 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.999 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.989 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.999 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.989 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000      0.989 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.999 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.999 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.999 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000      0.999 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.989 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.999 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.6623      0.790 0.172 0.828
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.999 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.0000      0.989 1.000 0.000
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#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.999 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000      0.999 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.999 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000      0.999 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.989 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.989 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.999 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.989 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.999 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000      0.999 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.989 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.999 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.989 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.999 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.999 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000      0.989 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.989 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.999 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000      0.989 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.999 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.989 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.989 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.989 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.999 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.989 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.989 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.999 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.999 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.999 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.999 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.999 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.999 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.999 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.999 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.999 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.999 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.999 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.989 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.999 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.989 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000      0.999 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.999 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.999 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.999 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.999 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000      0.999 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9695 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9891 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9695 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9695 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.0424     0.9271 0.000 0.008 0.992
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9695 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9891 1.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9891 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9297 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9695 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9891 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9891 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9891 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9695 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9297 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9695 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     3  0.1163     0.9187 0.000 0.028 0.972
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9891 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9695 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9891 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9695 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9297 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9891 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9891 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9297 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9695 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9297 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9891 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     3  0.4346     0.8313 0.000 0.184 0.816
#> A3153235-3128-40AC-9371-AFA1F61E3E59     3  0.4062     0.7912 0.164 0.000 0.836
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9891 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.4346     0.7922 0.816 0.000 0.184
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9891 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.0000     0.9297 0.000 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9891 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     3  0.6079     0.4964 0.000 0.388 0.612
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9695 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9891 1.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9695 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.4346     0.8313 0.000 0.184 0.816
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9297 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.0000     0.9297 0.000 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000     0.9695 0.000 1.000 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9891 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9891 1.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000     0.9297 0.000 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.9695 0.000 1.000 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.1289     0.9169 0.000 0.032 0.968
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9891 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9891 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.0237     0.9856 0.996 0.000 0.004
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.4346     0.8313 0.000 0.184 0.816
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.4346     0.8313 0.000 0.184 0.816
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     3  0.4346     0.8313 0.000 0.184 0.816
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.0000     0.9297 0.000 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9695 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     3  0.4346     0.8313 0.000 0.184 0.816
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     3  0.4399     0.8272 0.000 0.188 0.812
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9891 1.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9891 1.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.4346     0.8313 0.000 0.184 0.816
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     3  0.4346     0.8313 0.000 0.184 0.816
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9695 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.0000     0.9297 0.000 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.1031     0.9464 0.000 0.976 0.024
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.1964     0.9125 0.000 0.944 0.056
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     3  0.4346     0.8313 0.000 0.184 0.816
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9695 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9297 0.000 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9891 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9891 1.000 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     3  0.4346     0.8313 0.000 0.184 0.816
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9891 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9695 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9891 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.0000     0.9297 0.000 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9891 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9695 0.000 1.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9695 0.000 1.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9891 1.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.0000     0.9297 0.000 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9891 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.4887     0.7275 0.772 0.000 0.228
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9695 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.0000     0.9297 0.000 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9695 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9297 0.000 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9891 1.000 0.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9695 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9695 0.000 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9695 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.4399     0.7529 0.188 0.812 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9695 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0000     0.9297 0.000 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9891 1.000 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.0000     0.9297 0.000 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.0000     0.9891 1.000 0.000 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.3816     0.8083 0.148 0.852 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9891 1.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9695 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.4062     0.8175 0.836 0.000 0.164
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9891 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9891 1.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     3  0.4346     0.8313 0.000 0.184 0.816
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4452     0.7585 0.000 0.808 0.192
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9695 0.000 1.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9695 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.6111     0.3781 0.000 0.604 0.396
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000     0.9297 0.000 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9891 1.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000     0.9891 1.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     3  0.0000     0.9297 0.000 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9297 0.000 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9891 1.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000     0.9891 1.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000     0.9891 1.000 0.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9695 0.000 1.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9297 0.000 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9297 0.000 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     3  0.4346     0.8313 0.000 0.184 0.816
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000     0.9891 1.000 0.000 0.000
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#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.4346     0.8313 0.000 0.184 0.816
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9297 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9695 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9297 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9891 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9891 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9695 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9891 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9695 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9297 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9891 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     3  0.4346     0.8313 0.000 0.184 0.816
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9891 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9695 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.4346     0.8313 0.000 0.184 0.816
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.5497     0.5785 0.708 0.292 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9891 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9695 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9695 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.6280    -0.0245 0.000 0.540 0.460
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9891 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9891 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9891 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9695 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9891 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9891 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0237     0.9658 0.000 0.996 0.004
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9695 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9695 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9695 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.6168     0.2710 0.000 0.412 0.588
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     3  0.4346     0.8313 0.000 0.184 0.816
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9695 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9695 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9695 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9695 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9297 0.000 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9891 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.4346     0.8313 0.000 0.184 0.816
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9891 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9297 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9695 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.4346     0.8313 0.000 0.184 0.816
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9695 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9695 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9297 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4972    0.24685 0.000 0.000 0.456 0.544
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.1557    0.94010 0.000 0.000 0.056 0.944
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.4989    0.00136 0.000 0.000 0.528 0.472
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.0817    0.94059 0.024 0.000 0.976 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3726    0.77425 0.000 0.000 0.212 0.788
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0707    0.96092 0.000 0.000 0.020 0.980
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0817    0.96092 0.000 0.976 0.000 0.024
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.2921    0.85297 0.000 0.000 0.140 0.860
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.0188    0.94629 0.000 0.004 0.000 0.996
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0592    0.95166 0.000 0.000 0.984 0.016
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.0817    0.94478 0.000 0.024 0.976 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     3  0.4776    0.39271 0.376 0.000 0.624 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.1022    0.95806 0.000 0.000 0.032 0.968
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.1411    0.95023 0.000 0.020 0.020 0.960
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0188    0.97866 0.000 0.996 0.000 0.004
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.3356    0.79087 0.000 0.824 0.000 0.176
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.4103    0.70975 0.000 0.000 0.256 0.744
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0469    0.98493 0.988 0.000 0.000 0.012
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.3873    0.75280 0.000 0.000 0.228 0.772
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0707    0.94808 0.000 0.000 0.980 0.020
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.0707    0.94846 0.000 0.020 0.980 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     3  0.0817    0.94059 0.024 0.000 0.976 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.3400    0.76740 0.000 0.820 0.180 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.4193    0.62184 0.000 0.732 0.268 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000    0.96574 0.000 0.000 1.000 0.000
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#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0707    0.98050 0.980 0.000 0.000 0.020
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.4718    0.60314 0.000 0.708 0.012 0.280
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0188    0.97894 0.000 0.996 0.000 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.4331    0.59686 0.000 0.288 0.712 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0817    0.97813 0.976 0.000 0.000 0.024
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.4877    0.29777 0.592 0.408 0.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0937    0.95452 0.000 0.012 0.012 0.976
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.4888    0.30792 0.000 0.412 0.588 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.99138 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.96574 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0817    0.96295 0.000 0.000 0.024 0.976
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.0000    0.94755 0.000 0.000 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.98194 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.96574 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0880     0.9641 0.968 0.000 0.000 0.000 0.032
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0404     0.9716 0.000 0.988 0.000 0.000 0.012
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0404     0.9716 0.000 0.988 0.000 0.000 0.012
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.1197     0.9529 0.952 0.000 0.000 0.000 0.048
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0290     0.9764 0.992 0.000 0.000 0.000 0.008
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.1197     0.9529 0.952 0.000 0.000 0.000 0.048
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2966     0.7770 0.000 0.000 0.184 0.816 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0510     0.9464 0.000 0.000 0.016 0.984 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.1121     0.9559 0.956 0.000 0.000 0.000 0.044
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0703     0.9684 0.976 0.000 0.000 0.000 0.024
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.4227     0.2382 0.000 0.000 0.580 0.420 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.1410     0.8806 0.000 0.000 0.000 0.060 0.940
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.1197     0.9179 0.000 0.000 0.952 0.000 0.048
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.2377     0.8409 0.000 0.000 0.128 0.872 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.1671     0.9337 0.924 0.000 0.000 0.000 0.076
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0404     0.9671 0.000 0.988 0.000 0.012 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.6058     0.3460 0.000 0.004 0.128 0.556 0.312
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.2171     0.8730 0.000 0.024 0.000 0.064 0.912
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.1121     0.9559 0.956 0.000 0.000 0.000 0.044
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.1121     0.9133 0.000 0.000 0.956 0.044 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.3366     0.7272 0.000 0.004 0.000 0.212 0.784
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.6946     0.2156 0.000 0.224 0.464 0.296 0.016
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.1410     0.9421 0.940 0.000 0.000 0.000 0.060
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0880     0.9332 0.000 0.000 0.032 0.968 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0798     0.9408 0.000 0.008 0.000 0.976 0.016
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0510     0.9694 0.984 0.000 0.000 0.000 0.016
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0703     0.9684 0.976 0.000 0.000 0.000 0.024
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.0510     0.9437 0.000 0.000 0.984 0.000 0.016
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.1981     0.9222 0.000 0.924 0.000 0.048 0.028
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.4576     0.3564 0.000 0.376 0.000 0.608 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
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#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     5  0.1626     0.9187 0.044 0.016 0.000 0.000 0.940
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.4327     0.4498 0.000 0.632 0.000 0.360 0.008
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     5  0.1544     0.9246 0.068 0.000 0.000 0.000 0.932
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0162     0.9781 0.996 0.000 0.000 0.000 0.004
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     5  0.1502     0.9262 0.056 0.004 0.000 0.000 0.940
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     5  0.3424     0.7813 0.240 0.000 0.000 0.000 0.760
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0794     0.9665 0.972 0.000 0.000 0.000 0.028
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> FC2F983B-2530-4886-B759-E2C571E2D068     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0880     0.9641 0.968 0.000 0.000 0.000 0.032
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.4305     0.0568 0.000 0.512 0.000 0.488 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0880     0.9641 0.968 0.000 0.000 0.000 0.032
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.1410     0.8793 0.000 0.060 0.000 0.000 0.940
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0880     0.9615 0.000 0.968 0.000 0.000 0.032
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.3366     0.7917 0.232 0.000 0.000 0.000 0.768
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.4014     0.6146 0.000 0.256 0.000 0.728 0.016
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.1197     0.9529 0.952 0.000 0.000 0.000 0.048
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0162     0.9781 0.996 0.000 0.000 0.000 0.004
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.1908     0.8590 0.000 0.000 0.000 0.092 0.908
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.1557     0.9241 0.052 0.008 0.000 0.000 0.940
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2852     0.7987 0.000 0.828 0.000 0.000 0.172
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.4249     0.2389 0.000 0.432 0.568 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0162     0.9551 0.000 0.000 0.004 0.996 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.1410     0.9278 0.060 0.000 0.000 0.000 0.940
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.2891     0.7594 0.824 0.000 0.000 0.000 0.176
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0963     0.9615 0.964 0.000 0.000 0.000 0.036
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0963     0.9615 0.964 0.000 0.000 0.000 0.036
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.1197     0.9529 0.952 0.000 0.000 0.000 0.048
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0703     0.9665 0.000 0.976 0.000 0.000 0.024
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0162     0.9738 0.000 0.996 0.000 0.000 0.004
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.4182     0.3368 0.000 0.400 0.600 0.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0404     0.9716 0.000 0.988 0.000 0.000 0.012
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0510     0.9702 0.000 0.984 0.000 0.000 0.016
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0162     0.9784 0.996 0.000 0.000 0.000 0.004
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9794 1.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9577 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.1952     0.8645 0.000 0.004 0.000 0.084 0.912
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9747 0.000 1.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9570 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.3747   0.326694 0.604 0.000 0.000 0.000 0.000 0.396
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.2730   0.726980 0.000 0.808 0.000 0.000 0.000 0.192
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1075   0.865289 0.000 0.952 0.000 0.000 0.000 0.048
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
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#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0146   0.893807 0.000 0.996 0.000 0.000 0.000 0.004
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     6  0.1141   0.541350 0.000 0.052 0.000 0.000 0.000 0.948
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.0260   0.929914 0.008 0.000 0.000 0.000 0.992 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.3151   0.635365 0.252 0.000 0.000 0.000 0.748 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.5113   0.073057 0.000 0.080 0.000 0.472 0.000 0.448
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     6  0.3133   0.496339 0.212 0.000 0.000 0.000 0.008 0.780
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.1327   0.879179 0.000 0.000 0.000 0.064 0.936 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.0260   0.929914 0.008 0.000 0.000 0.000 0.992 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2969   0.663234 0.000 0.776 0.000 0.000 0.224 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.3797   0.360149 0.000 0.580 0.000 0.000 0.000 0.420
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0146   0.892861 0.000 0.996 0.000 0.000 0.004 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0260   0.934976 0.992 0.000 0.000 0.000 0.000 0.008
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.3531   0.506898 0.000 0.328 0.672 0.000 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0146   0.936728 0.000 0.000 0.004 0.996 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.0260   0.929914 0.008 0.000 0.000 0.000 0.992 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.0260   0.929914 0.008 0.000 0.000 0.000 0.992 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.2135   0.821151 0.000 0.128 0.872 0.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0260   0.930538 0.992 0.000 0.000 0.000 0.008 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     6  0.3717   0.196481 0.000 0.384 0.000 0.000 0.000 0.616
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3373   0.628174 0.744 0.000 0.000 0.000 0.008 0.248
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0260   0.935055 0.992 0.000 0.000 0.000 0.000 0.008
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3861   0.436386 0.640 0.000 0.000 0.000 0.008 0.352
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     6  0.3717   0.196481 0.000 0.384 0.000 0.000 0.000 0.616
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0260   0.935055 0.992 0.000 0.000 0.000 0.000 0.008
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0260   0.935055 0.992 0.000 0.000 0.000 0.000 0.008
#> C543A527-3E25-4389-9722-E9325C733243     6  0.3706   0.204849 0.000 0.380 0.000 0.000 0.000 0.620
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.1584   0.529180 0.064 0.000 0.000 0.000 0.008 0.928
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     6  0.3717   0.196481 0.000 0.384 0.000 0.000 0.000 0.616
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.1141   0.862305 0.000 0.948 0.000 0.000 0.000 0.052
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0260   0.934976 0.992 0.000 0.000 0.000 0.000 0.008
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0363   0.934068 0.988 0.000 0.000 0.000 0.000 0.012
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.3851   0.270115 0.000 0.540 0.000 0.000 0.000 0.460
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.3810   0.343459 0.000 0.572 0.000 0.000 0.000 0.428
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.3860   0.240503 0.000 0.528 0.000 0.000 0.000 0.472
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.3810   0.266856 0.000 0.428 0.572 0.000 0.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.2793   0.717587 0.000 0.800 0.000 0.000 0.000 0.200
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3854   0.257305 0.000 0.536 0.000 0.000 0.000 0.464
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000   0.935787 1.000 0.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000   0.958328 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0260   0.891759 0.000 0.992 0.000 0.000 0.000 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000   0.939512 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.0632   0.914029 0.000 0.000 0.000 0.024 0.976 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000   0.895379 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000   0.958328 0.000 0.000 1.000 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)

plot of chunk tab-SD-skmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-SD-skmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-SD-skmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-SD-skmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-SD-skmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-SD-skmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-SD-skmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-SD-skmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-SD-skmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-SD-skmeans-membership-heatmap-5

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)

plot of chunk tab-SD-skmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-SD-skmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-SD-skmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-SD-skmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-SD-skmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-SD-skmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-SD-skmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-SD-skmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-SD-skmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-SD-skmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk SD-skmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-SD-skmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-SD-skmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-SD-skmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-SD-skmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-SD-skmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk SD-skmeans-collect-classes

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.


SD:pam**

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 17630 rows and 500 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)

plot of chunk SD-pam-collect-plots

The plots are:

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:

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)

plot of chunk SD-pam-select-partition-number

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 0.958           0.929       0.973         0.4555 0.536   0.536
#> 3 3 0.849           0.883       0.951         0.3455 0.794   0.634
#> 4 4 0.720           0.802       0.899         0.1461 0.877   0.696
#> 5 5 0.851           0.822       0.923         0.0896 0.900   0.682
#> 6 6 0.867           0.819       0.922         0.0751 0.923   0.681

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9882 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4815     0.8498 0.896 0.104
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9882 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9882 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9882 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9882 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.9998    -0.0523 0.492 0.508
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4939     0.8489 0.892 0.108
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9882 0.000 1.000
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#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0000     0.9882 0.000 1.000
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000     0.9419 1.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000     0.9882 0.000 1.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000     0.9882 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     1  1.0000     0.1074 0.504 0.496
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000     0.9882 0.000 1.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000     0.9419 1.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9419 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.0000     0.9882 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.5737     0.8275 0.136 0.864
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000     0.9882 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000     0.9419 1.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9419 1.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000     0.9419 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9882 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000     0.9882 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000     0.9882 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9882 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000     0.9882 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000     0.9882 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9419 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000     0.9882 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9419 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.3879     0.9042 0.076 0.924
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.5408     0.8455 0.124 0.876
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9419 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9419 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  1.0000     0.1074 0.504 0.496
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9419 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9882 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000     0.9882 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.9129     0.5289 0.672 0.328
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9882 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9419 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000     0.9882 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9419 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9882 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9882 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000     0.9882 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000     0.9882 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9882 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.9882 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000     0.9882 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000     0.9882 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000     0.9882 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9419 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000     0.9882 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.8207     0.6237 0.256 0.744
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9882 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9882 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9419 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000     0.9882 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000     0.9882 0.000 1.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9882 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9882 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000     0.9882 0.000 1.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000     0.9882 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9419 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.8713     0.6042 0.708 0.292
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9419 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9882 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.4298     0.8681 0.912 0.088
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9419 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000     0.9882 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9419 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9882 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9419 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.9882 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  1.0000    -0.0857 0.496 0.504
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  1.0000     0.1070 0.504 0.496
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000     0.9882 0.000 1.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9419 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9882 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9419 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9882 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000     0.9882 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9419 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9882 0.000 1.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9419 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9882 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9419 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9882 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9882 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.9998     0.1210 0.508 0.492
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9882 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9419 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9419 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9882 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9419 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9882 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9882 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9419 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9882 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9882 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9882 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9882 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9419 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9419 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9882 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9419 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9882 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9882 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9419 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9882 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9419 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9882 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9882 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.2043     0.9553 0.032 0.968
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9419 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9882 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9882 0.000 1.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9882 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9419 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9419 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9419 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9882 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9419 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9419 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9882 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9882 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9882 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9882 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9882 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9882 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9882 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9882 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9882 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9882 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9882 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9419 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9882 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9419 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9882 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9882 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9882 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9882 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9882 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9882 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9347 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.2711     0.8651 0.912 0.088 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9347 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9347 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.6079     0.4391 0.000 0.388 0.612
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9347 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6192     0.3268 0.420 0.580 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4974     0.6722 0.764 0.236 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9076 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9347 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9700 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.6008     0.4236 0.372 0.628 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.2066     0.9015 0.940 0.060 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9347 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4702     0.7368 0.000 0.212 0.788
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9347 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.1964     0.9012 0.000 0.944 0.056
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9700 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9347 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9700 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9347 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9076 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9700 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9700 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9076 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9347 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.1964     0.8767 0.000 0.056 0.944
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9700 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0892     0.9277 0.000 0.980 0.020
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.6686     0.4161 0.372 0.612 0.016
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9700 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.6511     0.6807 0.180 0.748 0.072
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9700 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.3686     0.8152 0.000 0.140 0.860
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#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0892     0.9277 0.000 0.980 0.020
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#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000     0.9347 0.000 1.000 0.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.0000     0.9076 0.000 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     3  0.0237     0.9041 0.004 0.000 0.996
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000     0.9347 0.000 1.000 0.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000     0.9700 1.000 0.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9700 1.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.4346     0.7718 0.000 0.184 0.816
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.3267     0.8195 0.116 0.884 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0892     0.9277 0.000 0.980 0.020
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000     0.9700 1.000 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9700 1.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000     0.9700 1.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9347 0.000 1.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000     0.9076 0.000 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000     0.9076 0.000 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9347 0.000 1.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000     0.9076 0.000 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000     0.9076 0.000 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9700 1.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000     0.9076 0.000 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9700 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.1289     0.9113 0.032 0.968 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.0892     0.9215 0.020 0.980 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9700 1.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9700 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.6686     0.4148 0.372 0.612 0.016
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9700 1.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9347 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.2356     0.8902 0.000 0.928 0.072
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.5650     0.5168 0.688 0.312 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9347 0.000 1.000 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9700 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000     0.9076 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9700 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9347 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9347 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000     0.9076 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.6291     0.1799 0.000 0.468 0.532
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9347 0.000 1.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.5327     0.6514 0.000 0.272 0.728
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.9076 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.6286     0.1942 0.000 0.464 0.536
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.9076 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9700 1.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.9076 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0237     0.9041 0.004 0.000 0.996
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9347 0.000 1.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0892     0.9277 0.000 0.980 0.020
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9700 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.6111     0.3959 0.000 0.396 0.604
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000     0.9347 0.000 1.000 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0892     0.9277 0.000 0.980 0.020
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9347 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000     0.9347 0.000 1.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.9076 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9700 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.6062     0.3754 0.616 0.384 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9700 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9347 0.000 1.000 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.3482     0.8169 0.872 0.128 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9700 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0892     0.9277 0.000 0.980 0.020
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9700 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0892     0.9277 0.000 0.980 0.020
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9700 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.6095     0.3237 0.000 0.608 0.392
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.6379     0.4298 0.368 0.624 0.008
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.5988     0.4333 0.368 0.632 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000     0.9347 0.000 1.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9700 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9347 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9700 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0892     0.9277 0.000 0.980 0.020
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.3619     0.8210 0.000 0.864 0.136
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9700 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9347 0.000 1.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9700 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9347 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9700 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0237     0.9333 0.000 0.996 0.004
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.0424     0.9035 0.000 0.008 0.992
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.5988     0.4311 0.368 0.632 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9347 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9700 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.1163     0.9406 0.972 0.028 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.5327     0.6515 0.000 0.272 0.728
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9700 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.1411     0.9184 0.000 0.964 0.036
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0892     0.9277 0.000 0.980 0.020
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9700 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0892     0.9277 0.000 0.980 0.020
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9076 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9347 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9076 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9700 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9700 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9347 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9700 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9347 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9076 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0592     0.9580 0.988 0.012 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9347 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9700 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9347 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1753     0.9109 0.000 0.952 0.048
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.2356     0.8733 0.072 0.928 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9700 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9347 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9347 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0747     0.9293 0.000 0.984 0.016
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9700 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9700 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9700 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9347 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9700 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9700 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9347 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9347 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9347 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9347 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.1753     0.9062 0.000 0.952 0.048
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0892     0.9277 0.000 0.980 0.020
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9347 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9347 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9347 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9347 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.2796     0.8689 0.000 0.908 0.092
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9700 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9347 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9700 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9076 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9347 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.5016     0.6576 0.000 0.760 0.240
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0237     0.9335 0.000 0.996 0.004
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9347 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9076 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4428    0.84454 0.808 0.068 0.000 0.124
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0188    0.88503 0.000 0.996 0.000 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0188    0.88503 0.000 0.996 0.000 0.004
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3143    0.75441 0.000 0.024 0.100 0.876
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.3610    0.67929 0.200 0.800 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.6350    0.42517 0.564 0.364 0.000 0.072
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.93871 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0592    0.91751 0.984 0.000 0.000 0.016
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.7714    0.11361 0.332 0.432 0.000 0.236
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.3172    0.76043 0.840 0.160 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4700    0.74497 0.000 0.084 0.124 0.792
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0469    0.88200 0.000 0.988 0.000 0.012
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.4123    0.65180 0.000 0.772 0.008 0.220
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.2704    0.90043 0.876 0.000 0.000 0.124
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.2704    0.90043 0.876 0.000 0.000 0.124
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.93871 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.2704    0.90043 0.876 0.000 0.000 0.124
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.91719 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3907    0.60520 0.000 0.000 0.232 0.768
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.2704    0.73337 0.000 0.000 0.124 0.876
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#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0524    0.88190 0.000 0.988 0.008 0.004
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.4981   -0.02570 0.000 0.536 0.000 0.464
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0469    0.88212 0.000 0.988 0.000 0.012
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0895    0.87509 0.000 0.976 0.020 0.004
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000    0.91719 1.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.4948    0.37531 0.000 0.440 0.000 0.560
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0707    0.91740 0.980 0.000 0.000 0.020
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.93871 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2918    0.82522 0.000 0.116 0.008 0.876
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4989   -0.08295 0.000 0.528 0.000 0.472
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.88603 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.93871 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0290     0.9165 0.000 0.992 0.000 0.008 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0290     0.9165 0.000 0.992 0.000 0.008 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.3774     0.5292 0.000 0.296 0.000 0.000 0.704
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.5255     0.4163 0.304 0.072 0.000 0.000 0.624
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.2329     0.8718 0.124 0.000 0.000 0.000 0.876
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.1485     0.9128 0.032 0.020 0.000 0.000 0.948
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2329     0.7485 0.000 0.124 0.000 0.876 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3424     0.6789 0.000 0.760 0.000 0.240 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0963     0.8921 0.964 0.000 0.000 0.000 0.036
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.1270     0.9179 0.052 0.000 0.000 0.000 0.948
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.1851     0.7472 0.000 0.000 0.088 0.912 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0162     0.9089 0.996 0.000 0.000 0.000 0.004
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.3612     0.5414 0.000 0.000 0.000 0.732 0.268
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.4114     0.3465 0.000 0.376 0.000 0.000 0.624
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0404     0.8211 0.000 0.012 0.000 0.988 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1626     0.8795 0.016 0.044 0.000 0.000 0.940
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1851     0.8567 0.000 0.912 0.000 0.088 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.4171     0.2027 0.000 0.000 0.396 0.604 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.3480     0.6666 0.000 0.752 0.000 0.248 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.4367     0.3162 0.000 0.416 0.000 0.580 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.1124     0.9006 0.004 0.036 0.000 0.000 0.960
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.5504     0.1545 0.000 0.448 0.064 0.488 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.4114     0.3978 0.000 0.376 0.000 0.624 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0880     0.9032 0.000 0.968 0.000 0.032 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0162     0.9090 0.996 0.000 0.000 0.000 0.004
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0963     0.8966 0.000 0.964 0.000 0.000 0.036
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.2329     0.8202 0.000 0.876 0.000 0.124 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.1270     0.9179 0.052 0.000 0.000 0.000 0.948
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.4227     0.2817 0.000 0.420 0.000 0.580 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.1792     0.8600 0.000 0.916 0.000 0.084 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0794     0.9055 0.000 0.972 0.000 0.028 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0794     0.9055 0.000 0.972 0.000 0.028 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2773     0.7758 0.000 0.836 0.000 0.164 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.1908     0.8602 0.908 0.000 0.000 0.000 0.092
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.4242     0.2583 0.000 0.572 0.000 0.428 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     5  0.1341     0.9165 0.056 0.000 0.000 0.000 0.944
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.4101     0.4190 0.000 0.628 0.000 0.372 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.1197     0.8789 0.952 0.000 0.000 0.000 0.048
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0290     0.9163 0.000 0.992 0.000 0.008 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.1908     0.8545 0.000 0.908 0.000 0.092 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.1341     0.8752 0.944 0.000 0.000 0.000 0.056
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.3661     0.6192 0.000 0.724 0.000 0.276 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     5  0.4192     0.4333 0.404 0.000 0.000 0.000 0.596
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.0162     0.9132 0.000 0.000 0.004 0.000 0.996
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0703     0.9077 0.000 0.976 0.000 0.024 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.1270     0.8890 0.000 0.948 0.000 0.052 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0807     0.9098 0.000 0.976 0.012 0.012 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.0404     0.9095 0.000 0.012 0.000 0.000 0.988
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1043     0.8890 0.960 0.000 0.000 0.000 0.040
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.4283     0.2266 0.000 0.544 0.000 0.000 0.456
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.1544     0.8661 0.932 0.000 0.000 0.000 0.068
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     5  0.1043     0.9180 0.040 0.000 0.000 0.000 0.960
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.4015     0.4773 0.000 0.652 0.000 0.348 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0404     0.9149 0.000 0.988 0.000 0.012 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.1197     0.8922 0.000 0.952 0.000 0.048 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     5  0.0290     0.9145 0.008 0.000 0.000 0.000 0.992
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     5  0.4030     0.5570 0.352 0.000 0.000 0.000 0.648
#> 33233781-A799-4610-86FC-C836713D31AA     5  0.1197     0.9184 0.048 0.000 0.000 0.000 0.952
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     5  0.1270     0.9179 0.052 0.000 0.000 0.000 0.948
#> ED604501-C110-4693-820B-DE9FB648FEAA     5  0.1270     0.9179 0.052 0.000 0.000 0.000 0.948
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.1544     0.7808 0.000 0.068 0.000 0.932 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.1851     0.7472 0.000 0.000 0.088 0.912 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     5  0.2852     0.8249 0.172 0.000 0.000 0.000 0.828
#> A21476BD-0550-4D87-80EA-6E1454E0896D     5  0.1410     0.9149 0.060 0.000 0.000 0.000 0.940
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.2852     0.7953 0.828 0.000 0.000 0.000 0.172
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0794     0.9047 0.000 0.972 0.028 0.000 0.000
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#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.3661     0.6130 0.000 0.724 0.000 0.276 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     5  0.2144     0.8750 0.020 0.068 0.000 0.000 0.912
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0290     0.8234 0.000 0.008 0.000 0.992 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     5  0.1270     0.9179 0.052 0.000 0.000 0.000 0.948
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     5  0.1270     0.9179 0.052 0.000 0.000 0.000 0.948
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.4481     0.2675 0.000 0.008 0.000 0.576 0.416
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.1851     0.8388 0.000 0.088 0.000 0.000 0.912
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0162     0.9179 0.000 0.996 0.000 0.000 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     5  0.2732     0.8400 0.160 0.000 0.000 0.000 0.840
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     5  0.0510     0.9169 0.016 0.000 0.000 0.000 0.984
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.3661     0.6192 0.000 0.724 0.000 0.276 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0404     0.9039 0.988 0.000 0.000 0.000 0.012
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.6635    -0.0756 0.224 0.416 0.000 0.000 0.360
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.3274     0.7382 0.780 0.000 0.000 0.000 0.220
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     5  0.3366     0.7565 0.232 0.000 0.000 0.000 0.768
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0880     0.9021 0.000 0.968 0.000 0.032 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.4227     0.2817 0.000 0.420 0.000 0.580 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.1197     0.9184 0.048 0.000 0.000 0.000 0.952
#> 0636DD62-C493-47CC-A120-9759FB6980CD     5  0.3508     0.7314 0.252 0.000 0.000 0.000 0.748
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.2127     0.8378 0.000 0.892 0.000 0.108 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.1792     0.9025 0.084 0.000 0.000 0.000 0.916
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.3579     0.7412 0.240 0.004 0.000 0.000 0.756
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.4227     0.2817 0.000 0.420 0.000 0.580 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0290     0.8242 0.000 0.008 0.000 0.992 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0404     0.9134 0.000 0.988 0.000 0.000 0.012
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0000     0.9134 0.000 0.000 0.000 0.000 1.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0794     0.8102 0.000 0.028 0.000 0.972 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.3561     0.6005 0.740 0.000 0.000 0.000 0.260
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9106 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2074     0.8376 0.000 0.896 0.000 0.104 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.4297     0.1097 0.000 0.472 0.000 0.528 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0510     0.9120 0.000 0.984 0.016 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.0703     0.9179 0.024 0.000 0.000 0.000 0.976
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.4235     0.2725 0.000 0.424 0.000 0.576 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.4283     0.0782 0.544 0.000 0.000 0.000 0.456
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.8281 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4650     0.0449 0.000 0.520 0.000 0.468 0.012
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9195 0.000 1.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9671 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0146     0.9323 0.996 0.004 0.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.3409     0.5225 0.000 0.300 0.000 0.000 0.700 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     6  0.5149     0.5490 0.128 0.008 0.000 0.000 0.224 0.640
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9725 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.1501     0.8804 0.076 0.000 0.000 0.000 0.924 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2219     0.7527 0.000 0.136 0.000 0.864 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3126     0.6640 0.000 0.752 0.000 0.248 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0937     0.9109 0.960 0.000 0.000 0.000 0.040 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9725 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0146     0.9328 0.996 0.000 0.000 0.000 0.004 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.4785     0.4873 0.000 0.000 0.000 0.664 0.120 0.216
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.3547     0.4351 0.000 0.332 0.000 0.000 0.668 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.3782     0.2052 0.000 0.000 0.000 0.588 0.000 0.412
#> 745233F1-DF41-4DDA-9146-1666DD59355E     6  0.3765     0.2711 0.000 0.404 0.000 0.000 0.000 0.596
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1616     0.8869 0.020 0.048 0.000 0.000 0.932 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     6  0.3727     0.2825 0.000 0.388 0.000 0.000 0.000 0.612
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.3727     0.2501 0.000 0.000 0.388 0.612 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.4094     0.6959 0.000 0.740 0.000 0.180 0.000 0.080
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.3765     0.2898 0.000 0.404 0.000 0.596 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0146     0.9329 0.996 0.000 0.000 0.000 0.004 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0146     0.8791 0.000 0.996 0.000 0.000 0.004 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0146     0.8544 0.000 0.000 0.000 0.996 0.000 0.004
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.3706     0.3848 0.000 0.000 0.000 0.620 0.000 0.380
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1556     0.8318 0.000 0.920 0.000 0.080 0.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     6  0.3221     0.5696 0.000 0.000 0.000 0.264 0.000 0.736
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0363     0.8759 0.000 0.988 0.000 0.012 0.000 0.000
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#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9347 1.000 0.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2941     0.7190 0.000 0.780 0.000 0.000 0.000 0.220
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2597     0.7612 0.000 0.824 0.000 0.000 0.000 0.176
#> 635170D3-D669-4165-B69C-9C9A246BFF11     6  0.3309     0.6088 0.000 0.280 0.000 0.000 0.000 0.720
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3756     0.3015 0.000 0.400 0.000 0.600 0.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.3515     0.5680 0.000 0.676 0.000 0.000 0.000 0.324
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.0000     0.9330 0.000 0.000 0.000 0.000 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.3747     0.3490 0.000 0.000 0.000 0.604 0.000 0.396
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.3866     0.0479 0.516 0.000 0.000 0.000 0.484 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9725 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0547     0.8734 0.000 0.980 0.000 0.000 0.000 0.020
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.8570 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     6  0.0000     0.9057 0.000 0.000 0.000 0.000 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.8809 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9725 0.000 0.000 1.000 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)

plot of chunk tab-SD-pam-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-SD-pam-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-SD-pam-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-SD-pam-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-SD-pam-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-SD-pam-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-SD-pam-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-SD-pam-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-SD-pam-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-SD-pam-membership-heatmap-5

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)

plot of chunk tab-SD-pam-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-SD-pam-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-SD-pam-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-SD-pam-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-SD-pam-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-SD-pam-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-SD-pam-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-SD-pam-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-SD-pam-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-SD-pam-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk SD-pam-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-SD-pam-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-SD-pam-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-SD-pam-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-SD-pam-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-SD-pam-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk SD-pam-collect-classes

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.


SD:mclust

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 17630 rows and 500 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 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)

plot of chunk SD-mclust-collect-plots

The plots are:

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:

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)

plot of chunk SD-mclust-select-partition-number

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 0.712           0.938       0.967         0.4845 0.515   0.515
#> 3 3 0.824           0.838       0.919         0.2813 0.854   0.724
#> 4 4 0.814           0.807       0.910         0.1075 0.872   0.692
#> 5 5 0.679           0.530       0.760         0.1025 0.862   0.588
#> 6 6 0.718           0.684       0.809         0.0637 0.895   0.603

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.957 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.976 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.957 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.957 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.957 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.957 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000      0.976 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.976 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.5408      0.889 0.124 0.876
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.957 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.976 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.976 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.976 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.957 0.000 1.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.957 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.957 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.957 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.976 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.957 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.976 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.957 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.5408      0.889 0.124 0.876
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.976 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.976 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.5408      0.889 0.124 0.876
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.957 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0672      0.953 0.008 0.992
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.976 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.9881      0.181 0.436 0.564
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.0000      0.976 1.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.976 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.8081      0.729 0.248 0.752
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.976 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.957 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.976 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.957 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.957 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.976 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.957 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.957 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.5408      0.889 0.124 0.876
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.7528      0.772 0.216 0.784
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.8016      0.686 0.756 0.244
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.976 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.976 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.5408      0.889 0.124 0.876
#> EE4F9349-F750-4471-BFE7-7230784569E1     1  0.9896      0.252 0.560 0.440
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.957 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.976 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.976 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.8861      0.630 0.304 0.696
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.957 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.957 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0672      0.952 0.008 0.992
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.957 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.957 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.4298      0.892 0.088 0.912
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.957 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.976 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.976 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.957 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.8267      0.646 0.740 0.260
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.957 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.957 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.957 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.957 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.957 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.957 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.5408      0.889 0.124 0.876
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.976 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.976 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.957 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.976 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.957 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.976 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000      0.957 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.976 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.957 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.957 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.976 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.957 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.976 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.8144      0.656 0.748 0.252
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.957 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.957 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.957 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.5408      0.889 0.124 0.876
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.976 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.957 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000      0.957 0.000 1.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.957 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.7528      0.764 0.216 0.784
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.957 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.5178      0.894 0.116 0.884
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#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000      0.957 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000      0.957 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.976 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.957 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.5408      0.889 0.124 0.876
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.957 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.5408      0.889 0.124 0.876
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.976 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.976 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.957 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.976 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.957 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.5408      0.889 0.124 0.876
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.976 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.957 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.976 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.957 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.957 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.9580      0.345 0.620 0.380
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.976 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.957 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000      0.957 0.000 1.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.957 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.976 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.976 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.976 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.957 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.976 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.976 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.957 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.957 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.957 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.957 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.957 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.957 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.957 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.957 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.957 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.957 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.5294      0.892 0.120 0.880
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.976 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.7299      0.740 0.796 0.204
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.976 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.5408      0.889 0.124 0.876
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.957 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.957 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.7602      0.723 0.780 0.220
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.957 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.5408      0.889 0.124 0.876

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0592    0.92145 0.000 0.988 0.012
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6033    0.60948 0.660 0.004 0.336
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.92847 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.92847 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.1753    0.89877 0.000 0.952 0.048
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.92847 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.5623    0.68785 0.716 0.004 0.280
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.6229    0.59873 0.652 0.008 0.340
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.3879    0.84465 0.000 0.152 0.848
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.92847 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.1860    0.89117 0.948 0.000 0.052
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.3619    0.84472 0.864 0.000 0.136
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4062    0.82129 0.836 0.000 0.164
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1964    0.88321 0.000 0.944 0.056
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0747    0.91978 0.000 0.984 0.016
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0237    0.92671 0.000 0.996 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0237    0.92693 0.000 0.996 0.004
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.90277 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1163    0.90850 0.000 0.972 0.028
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3816    0.83429 0.852 0.000 0.148
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.92847 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.1964    0.93827 0.000 0.056 0.944
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.90277 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1964    0.88967 0.944 0.000 0.056
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.5760    0.49440 0.000 0.672 0.328
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.92847 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.1163    0.91090 0.000 0.972 0.028
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.90277 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.5810    0.51926 0.000 0.664 0.336
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.4808    0.79024 0.804 0.008 0.188
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.90277 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.6543    0.29709 0.344 0.016 0.640
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.90277 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0237    0.92693 0.000 0.996 0.004
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.90277 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.4002    0.79694 0.000 0.840 0.160
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.92847 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.3038    0.86668 0.896 0.000 0.104
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000    0.92847 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.1289    0.90744 0.000 0.968 0.032
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.6267    0.15367 0.000 0.548 0.452
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.7214    0.45426 0.044 0.632 0.324
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.9390    0.09702 0.184 0.476 0.340
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0892    0.89985 0.980 0.000 0.020
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.4293    0.81824 0.832 0.004 0.164
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.6045    0.42878 0.000 0.380 0.620
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.8891    0.21976 0.136 0.524 0.340
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0237    0.92693 0.000 0.996 0.004
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.90277 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.90277 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.7607    0.48388 0.584 0.052 0.364
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000    0.92847 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000    0.92847 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.4235    0.77398 0.000 0.824 0.176
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0592    0.92302 0.000 0.988 0.012
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.92847 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.3192    0.84182 0.000 0.888 0.112
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0237    0.92693 0.000 0.996 0.004
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.1753    0.89256 0.952 0.000 0.048
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0892    0.89980 0.980 0.000 0.020
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000    0.92847 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     3  0.9999    0.08682 0.328 0.332 0.340
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000    0.92847 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.1031    0.91472 0.000 0.976 0.024
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0424    0.92406 0.000 0.992 0.008
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000    0.92847 0.000 1.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000    0.92847 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000    0.92847 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.2066    0.93573 0.000 0.060 0.940
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000    0.90277 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0747    0.90045 0.984 0.000 0.016
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000    0.92847 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.90277 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000    0.92847 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.90277 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0237    0.92693 0.000 0.996 0.004
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000    0.90277 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.1289    0.90554 0.000 0.968 0.032
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.1860    0.88714 0.000 0.948 0.052
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.2625    0.87890 0.916 0.000 0.084
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0237    0.92693 0.000 0.996 0.004
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.90277 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.1399    0.86010 0.028 0.004 0.968
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000    0.92847 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0237    0.92693 0.000 0.996 0.004
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000    0.92847 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.1964    0.93827 0.000 0.056 0.944
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.3192    0.86200 0.888 0.000 0.112
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000    0.92847 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.2796    0.86303 0.000 0.908 0.092
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000    0.92847 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.9917   -0.14592 0.272 0.376 0.352
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000    0.92847 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.4750    0.70013 0.000 0.784 0.216
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.1964    0.88967 0.944 0.000 0.056
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0237    0.92693 0.000 0.996 0.004
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.6229    0.59873 0.652 0.008 0.340
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.5733    0.54956 0.000 0.676 0.324
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1411    0.89629 0.964 0.000 0.036
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000    0.92847 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.6410    0.45732 0.576 0.004 0.420
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000    0.90277 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.1289    0.89731 0.968 0.000 0.032
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0237    0.92693 0.000 0.996 0.004
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0237    0.92699 0.000 0.996 0.004
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0237    0.92664 0.000 0.996 0.004
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000    0.92847 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0237    0.92693 0.000 0.996 0.004
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0892    0.90054 0.000 0.020 0.980
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000    0.90277 1.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000    0.90277 1.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0237    0.92693 0.000 0.996 0.004
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.2066    0.93573 0.000 0.060 0.940
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000    0.90277 1.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000    0.90277 1.000 0.000 0.000
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#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.92847 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.90277 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.3192    0.83177 0.000 0.888 0.112
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.1529    0.90188 0.000 0.960 0.040
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.6381    0.59372 0.648 0.012 0.340
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000    0.92847 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.90277 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.2066    0.88874 0.940 0.000 0.060
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0237    0.92693 0.000 0.996 0.004
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.90277 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.1163    0.91119 0.000 0.972 0.028
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000    0.92847 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.1411    0.89626 0.964 0.000 0.036
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000    0.92847 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2066    0.93573 0.000 0.060 0.940
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000    0.92847 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.1964    0.93827 0.000 0.056 0.944
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.1964    0.88967 0.944 0.000 0.056
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.90277 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0237    0.92671 0.000 0.996 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.2066    0.88857 0.940 0.000 0.060
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1163    0.90850 0.000 0.972 0.028
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.1964    0.93827 0.000 0.056 0.944
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.1964    0.88967 0.944 0.000 0.056
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000    0.92847 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.90277 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000    0.92847 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0237    0.92693 0.000 0.996 0.004
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.9639    0.16484 0.448 0.220 0.332
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.1753    0.89256 0.952 0.000 0.048
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1031    0.91166 0.000 0.976 0.024
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.5859    0.50665 0.000 0.656 0.344
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.1289    0.90530 0.000 0.968 0.032
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.90277 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.90277 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.90277 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.92847 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.90277 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.90277 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.92847 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.92847 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000    0.92847 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.92847 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0237    0.92693 0.000 0.996 0.004
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000    0.92847 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1163    0.90901 0.000 0.972 0.028
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.92847 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.92847 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.92847 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.5968    0.41434 0.000 0.636 0.364
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.1964    0.88967 0.944 0.000 0.056
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.9906    0.03418 0.388 0.272 0.340
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.90277 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.1964    0.93827 0.000 0.056 0.944
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.92847 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0237    0.92671 0.000 0.996 0.004
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.9863    0.06515 0.400 0.260 0.340
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.92847 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.1964    0.93827 0.000 0.056 0.944

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.0592    0.94850 0.000 0.016 0.000 0.984
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.3801    0.69529 0.220 0.780 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.2999    0.83167 0.000 0.132 0.004 0.864
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4331    0.66778 0.288 0.712 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.0000    0.66346 0.000 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.5820    0.54719 0.000 0.080 0.680 0.240
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.4961   -0.00983 0.552 0.448 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.4193    0.67838 0.268 0.732 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.4454    0.65447 0.308 0.692 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     4  0.1637    0.91327 0.000 0.060 0.000 0.940
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1022    0.94044 0.000 0.000 0.032 0.968
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     4  0.0188    0.95460 0.000 0.004 0.000 0.996
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.4454    0.65447 0.308 0.692 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.4961    0.01335 0.552 0.448 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.5052    0.62568 0.000 0.244 0.036 0.720
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1118    0.93754 0.000 0.000 0.036 0.964
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.5039    0.19370 0.000 0.592 0.004 0.404
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0817    0.67188 0.024 0.976 0.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.4923    0.65618 0.304 0.684 0.008 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0921    0.94313 0.000 0.000 0.028 0.972
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.5137    0.06240 0.000 0.544 0.004 0.452
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.4454    0.65447 0.308 0.692 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.2197    0.89295 0.000 0.080 0.004 0.916
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.7036    0.06949 0.000 0.384 0.124 0.492
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.4608    0.53710 0.000 0.304 0.004 0.692
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.2081    0.62829 0.000 0.916 0.000 0.084
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.3569    0.72578 0.804 0.196 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.4454    0.65447 0.308 0.692 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.7743   -0.01046 0.000 0.308 0.256 0.436
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.2760    0.59185 0.000 0.872 0.000 0.128
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.0336    0.95348 0.000 0.000 0.008 0.992
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4608    0.65734 0.304 0.692 0.000 0.004
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.5070    0.33621 0.000 0.416 0.004 0.580
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0817    0.94577 0.000 0.000 0.024 0.976
#> DD028798-C4CB-43A8-81D7-711E015E23B5     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.3539    0.79268 0.000 0.176 0.004 0.820
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0188    0.95494 0.000 0.000 0.004 0.996
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.4746    0.33631 0.632 0.368 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.2530    0.81205 0.888 0.112 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0188    0.95490 0.000 0.000 0.004 0.996
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.3257    0.58556 0.004 0.844 0.000 0.152
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.0707    0.94836 0.000 0.000 0.020 0.980
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0336    0.95378 0.000 0.000 0.008 0.992
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4905    0.43673 0.000 0.364 0.632 0.004
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.3837    0.69413 0.776 0.224 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0707    0.94816 0.000 0.000 0.020 0.980
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     4  0.0592    0.94857 0.000 0.016 0.000 0.984
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.4428    0.65315 0.000 0.276 0.004 0.720
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     2  0.4898    0.46515 0.416 0.584 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.0707    0.94816 0.000 0.000 0.020 0.980
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     2  0.5080    0.15307 0.000 0.576 0.420 0.004
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.0707    0.94816 0.000 0.000 0.020 0.980
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0188    0.89901 0.000 0.004 0.996 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     2  0.2149    0.66443 0.088 0.912 0.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     4  0.4164    0.65775 0.000 0.264 0.000 0.736
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.1940    0.64944 0.000 0.924 0.000 0.076
#> 3AD94D09-83F9-4E15-946F-1123E468F582     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     4  0.1022    0.94073 0.000 0.000 0.032 0.968
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.4866    0.20662 0.596 0.404 0.000 0.000
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#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0469    0.95216 0.000 0.000 0.012 0.988
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.0921    0.94313 0.000 0.000 0.028 0.972
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.4008    0.68786 0.244 0.756 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.5147    0.21055 0.000 0.460 0.536 0.004
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0376    0.95430 0.000 0.004 0.004 0.992
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0188    0.91201 0.996 0.004 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.5119    0.26326 0.000 0.440 0.556 0.004
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.1389    0.64636 0.000 0.952 0.000 0.048
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     4  0.4072    0.64065 0.000 0.252 0.000 0.748
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0592    0.90326 0.984 0.016 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.1474    0.67079 0.052 0.948 0.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.4431    0.51053 0.696 0.304 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.4454    0.65447 0.308 0.692 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.1902    0.64112 0.004 0.932 0.000 0.064
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0707    0.90161 0.980 0.020 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0376    0.95430 0.000 0.004 0.004 0.992
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0592    0.95033 0.000 0.000 0.016 0.984
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0469    0.66801 0.012 0.988 0.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0000    0.66346 0.000 1.000 0.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2704    0.59346 0.000 0.876 0.000 0.124
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0376    0.95430 0.000 0.004 0.004 0.992
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.1022    0.94044 0.000 0.000 0.032 0.968
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.4040    0.45559 0.000 0.752 0.000 0.248
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.0592    0.94700 0.000 0.016 0.000 0.984
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0707    0.94816 0.000 0.000 0.020 0.980
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.0000    0.66346 0.000 1.000 0.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     2  0.4072    0.55112 0.252 0.748 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0817    0.94577 0.000 0.000 0.024 0.976
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.0188    0.95490 0.000 0.000 0.004 0.996
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.4605    0.42436 0.664 0.336 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0188    0.95490 0.000 0.000 0.004 0.996
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.4030    0.76579 0.000 0.072 0.836 0.092
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     2  0.4522    0.64199 0.320 0.680 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> 15FB165D-6751-4894-A904-C77EA723CFCB     2  0.4543    0.63634 0.324 0.676 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     4  0.0188    0.95460 0.000 0.004 0.000 0.996
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.4522    0.62545 0.320 0.680 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0469    0.95216 0.000 0.000 0.012 0.988
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.5052    0.68260 0.244 0.720 0.000 0.036
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.4790    0.29966 0.620 0.380 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.3123    0.56286 0.000 0.844 0.000 0.156
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.2888    0.85238 0.000 0.124 0.004 0.872
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     4  0.0188    0.95446 0.000 0.004 0.000 0.996
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.0188    0.95490 0.000 0.000 0.004 0.996
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.1305    0.93428 0.000 0.036 0.004 0.960
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.1302    0.93113 0.000 0.000 0.044 0.956
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.4981    0.31191 0.464 0.536 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.2714    0.61600 0.004 0.884 0.000 0.112
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.91449 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.90197 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0376    0.95430 0.000 0.004 0.004 0.992
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.2053    0.63680 0.004 0.924 0.000 0.072
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.0000    0.95570 0.000 0.000 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.90197 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0880    0.59211 0.000 0.968 0.000 0.032 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.0963    0.74821 0.000 0.000 0.000 0.036 0.964
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.3421    0.47006 0.000 0.788 0.008 0.204 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3231    0.48485 0.000 0.800 0.004 0.196 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.4798    0.35283 0.000 0.396 0.000 0.580 0.024
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.4425    0.01354 0.000 0.600 0.000 0.392 0.008
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.0912    0.75399 0.012 0.000 0.000 0.016 0.972
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.4074    0.69803 0.000 0.000 0.000 0.364 0.636
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.5547    0.65797 0.000 0.052 0.632 0.292 0.024
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0703    0.60952 0.000 0.976 0.000 0.024 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.3487    0.71819 0.212 0.000 0.000 0.008 0.780
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.5422    0.73142 0.196 0.000 0.000 0.144 0.660
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.1106    0.74558 0.012 0.000 0.000 0.024 0.964
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0807    0.60053 0.000 0.976 0.000 0.012 0.012
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.6191    0.32340 0.000 0.424 0.136 0.440 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0510    0.60729 0.000 0.984 0.000 0.016 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.5337   -0.21387 0.000 0.508 0.052 0.440 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.93166 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0693    0.60363 0.000 0.980 0.000 0.012 0.008
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.0912    0.75092 0.016 0.000 0.000 0.012 0.972
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1197    0.60018 0.000 0.952 0.000 0.048 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.89052 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0324    0.92948 0.992 0.000 0.000 0.004 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.2886    0.75439 0.148 0.000 0.000 0.008 0.844
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.6850   -0.10008 0.000 0.136 0.356 0.476 0.032
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0162    0.61463 0.000 0.996 0.000 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.6161    0.32346 0.000 0.424 0.132 0.444 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0324    0.92948 0.992 0.000 0.000 0.004 0.004
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.5263    0.00922 0.000 0.100 0.000 0.660 0.240
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.5511    0.71793 0.080 0.000 0.000 0.344 0.576
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.93166 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.3143    0.71153 0.000 0.000 0.000 0.204 0.796
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0162    0.93077 0.996 0.000 0.000 0.004 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.5895    0.32014 0.000 0.440 0.100 0.460 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.93166 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.6265    0.29835 0.000 0.240 0.000 0.540 0.220
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0162    0.61463 0.000 0.996 0.000 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.2522    0.76819 0.108 0.000 0.000 0.012 0.880
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1270    0.59848 0.000 0.948 0.000 0.052 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.4744    0.34321 0.000 0.408 0.000 0.572 0.020
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.7066    0.40247 0.000 0.116 0.456 0.372 0.056
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.6420    0.31237 0.000 0.260 0.000 0.508 0.232
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.4686   -0.42798 0.000 0.020 0.000 0.596 0.384
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.4622    0.37370 0.440 0.000 0.000 0.012 0.548
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.1106    0.74558 0.012 0.000 0.000 0.024 0.964
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.7152    0.32808 0.000 0.160 0.128 0.572 0.140
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.4380   -0.25465 0.000 0.020 0.000 0.676 0.304
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.5498   -0.23478 0.000 0.496 0.064 0.440 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.93166 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0324    0.92948 0.992 0.000 0.000 0.004 0.004
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.1792    0.72396 0.000 0.000 0.000 0.084 0.916
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.5010   -0.28553 0.000 0.488 0.012 0.488 0.012
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.4892   -0.27095 0.000 0.492 0.016 0.488 0.004
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.6040    0.31316 0.000 0.284 0.000 0.560 0.156
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#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1197    0.57779 0.000 0.952 0.000 0.048 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0162    0.61463 0.000 0.996 0.000 0.004 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0162    0.61463 0.000 0.996 0.000 0.004 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0162    0.61463 0.000 0.996 0.000 0.004 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.5984    0.33370 0.000 0.416 0.096 0.484 0.004
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.5335    0.72952 0.200 0.000 0.000 0.132 0.668
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.4339   -0.30482 0.000 0.012 0.000 0.652 0.336
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0324    0.92866 0.992 0.000 0.000 0.004 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.89052 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0162    0.61463 0.000 0.996 0.000 0.004 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.4637    0.31352 0.000 0.452 0.000 0.536 0.012
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4403   -0.41990 0.000 0.008 0.000 0.608 0.384
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.2732    0.52530 0.000 0.840 0.000 0.160 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.89052 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.2020    0.88460 0.000 0.896 0.000 0.096 0.000 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.1863    0.66878 0.000 0.036 0.000 0.000 0.920 0.044
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.3596    0.66692 0.000 0.216 0.008 0.760 0.000 0.016
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.4178    0.52977 0.000 0.284 0.012 0.684 0.000 0.020
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3424    0.67921 0.000 0.036 0.000 0.800 0.004 0.160
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.3539    0.67918 0.000 0.220 0.000 0.756 0.000 0.024
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.1644    0.67224 0.000 0.028 0.000 0.000 0.932 0.040
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.3606    0.57144 0.000 0.016 0.000 0.000 0.728 0.256
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.5425    0.48663 0.000 0.008 0.604 0.232 0.000 0.156
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.3081    0.78596 0.000 0.776 0.000 0.220 0.000 0.004
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.2573    0.65086 0.112 0.000 0.000 0.000 0.864 0.024
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.3701    0.63870 0.036 0.012 0.000 0.000 0.784 0.168
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.1946    0.66409 0.004 0.012 0.000 0.000 0.912 0.072
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2994    0.86711 0.000 0.856 0.000 0.096 0.028 0.020
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2862    0.77540 0.000 0.008 0.080 0.864 0.000 0.048
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1858    0.88496 0.000 0.904 0.000 0.092 0.000 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.1991    0.80614 0.000 0.044 0.024 0.920 0.000 0.012
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2313    0.88363 0.000 0.884 0.000 0.100 0.012 0.004
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.1151    0.67857 0.012 0.000 0.000 0.000 0.956 0.032
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.3337    0.72987 0.000 0.736 0.000 0.260 0.000 0.004
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.1334    0.85619 0.948 0.000 0.000 0.000 0.020 0.032
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.3516    0.58098 0.164 0.000 0.000 0.000 0.788 0.048
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.6278    0.06713 0.000 0.008 0.280 0.452 0.004 0.256
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.2020    0.88557 0.000 0.896 0.000 0.096 0.000 0.008
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.2865    0.78203 0.000 0.012 0.064 0.868 0.000 0.056
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0260    0.86223 0.992 0.000 0.000 0.000 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     6  0.6192    0.68302 0.000 0.068 0.000 0.288 0.104 0.540
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.5008    0.37223 0.028 0.024 0.000 0.004 0.576 0.368
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.4403    0.50367 0.000 0.032 0.000 0.016 0.684 0.268
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0972    0.85885 0.964 0.000 0.000 0.000 0.008 0.028
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.2389    0.78584 0.000 0.000 0.060 0.888 0.000 0.052
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     6  0.6344    0.66240 0.000 0.076 0.000 0.296 0.108 0.520
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.1970    0.88491 0.000 0.900 0.000 0.092 0.000 0.008
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1633    0.68126 0.024 0.000 0.000 0.000 0.932 0.044
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3287    0.78850 0.000 0.768 0.000 0.220 0.000 0.012
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.3283    0.67797 0.000 0.036 0.000 0.804 0.000 0.160
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.6367    0.20217 0.000 0.008 0.416 0.300 0.004 0.272
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     6  0.6395    0.50993 0.000 0.048 0.016 0.404 0.084 0.448
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     6  0.5573    0.65717 0.000 0.020 0.000 0.128 0.256 0.596
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.6132    0.22658 0.376 0.028 0.000 0.004 0.472 0.120
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.2095    0.66378 0.004 0.016 0.000 0.000 0.904 0.076
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.6141    0.14802 0.000 0.016 0.116 0.540 0.024 0.304
#> EE4F9349-F750-4471-BFE7-7230784569E1     6  0.6193    0.69558 0.000 0.052 0.000 0.180 0.204 0.564
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.2266    0.80610 0.000 0.040 0.024 0.908 0.000 0.028
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.1141    0.86337 0.948 0.000 0.000 0.000 0.000 0.052
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0865    0.86528 0.964 0.000 0.000 0.000 0.000 0.036
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.3816    0.55430 0.000 0.028 0.000 0.012 0.760 0.200
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.1972    0.79627 0.000 0.024 0.004 0.916 0.000 0.056
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.2058    0.80036 0.000 0.024 0.012 0.916 0.000 0.048
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     6  0.5889    0.54057 0.000 0.072 0.000 0.368 0.052 0.508
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.2506    0.78417 0.000 0.000 0.068 0.880 0.000 0.052
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1918    0.88375 0.000 0.904 0.000 0.088 0.000 0.008
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.5536   -0.22041 0.000 0.064 0.000 0.476 0.028 0.432
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.2844    0.78147 0.000 0.104 0.020 0.860 0.000 0.016
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.3069    0.65253 0.096 0.020 0.000 0.000 0.852 0.032
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.4544    0.22083 0.416 0.000 0.000 0.000 0.548 0.036
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.1493    0.79098 0.000 0.004 0.004 0.936 0.000 0.056
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     6  0.5850    0.67124 0.000 0.020 0.000 0.164 0.256 0.560
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.2664    0.86752 0.000 0.848 0.000 0.136 0.000 0.016
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.2411    0.80286 0.000 0.024 0.032 0.900 0.000 0.044
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.5662    0.36250 0.000 0.320 0.000 0.564 0.044 0.072
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.3969    0.48237 0.000 0.312 0.000 0.668 0.000 0.020
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.1511    0.80037 0.000 0.004 0.012 0.940 0.000 0.044
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.4482    0.36877 0.000 0.552 0.000 0.416 0.000 0.032
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.6623    0.29027 0.000 0.012 0.452 0.232 0.020 0.284
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.1889    0.84773 0.920 0.004 0.000 0.000 0.020 0.056
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.5817    0.10883 0.480 0.028 0.000 0.004 0.408 0.080
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.2322    0.80449 0.000 0.048 0.024 0.904 0.000 0.024
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1720    0.85019 0.928 0.000 0.000 0.000 0.040 0.032
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     4  0.4049    0.43612 0.000 0.332 0.000 0.648 0.000 0.020
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.1152    0.86544 0.952 0.004 0.000 0.000 0.000 0.044
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.2403    0.80020 0.000 0.020 0.040 0.900 0.000 0.040
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0458    0.86405 0.984 0.000 0.000 0.000 0.000 0.016
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.2964    0.86326 0.000 0.856 0.000 0.100 0.020 0.024
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.3348    0.82355 0.000 0.832 0.000 0.096 0.012 0.060
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     5  0.3579    0.64860 0.120 0.004 0.000 0.000 0.804 0.072
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.2471    0.80290 0.000 0.020 0.040 0.896 0.000 0.044
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.4989    0.45723 0.000 0.032 0.028 0.008 0.640 0.292
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.2020    0.88547 0.000 0.896 0.000 0.096 0.000 0.008
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.2421    0.80287 0.000 0.028 0.032 0.900 0.000 0.040
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.1918    0.88375 0.000 0.904 0.000 0.088 0.000 0.008
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.3284    0.73485 0.000 0.004 0.804 0.016 0.004 0.172
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.4965    0.38733 0.024 0.028 0.000 0.004 0.592 0.352
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.3923    0.52024 0.000 0.620 0.000 0.372 0.000 0.008
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.2915    0.81869 0.000 0.872 0.000 0.048 0.044 0.036
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.2020    0.88596 0.000 0.896 0.000 0.096 0.000 0.008
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     5  0.5067    0.43501 0.000 0.124 0.000 0.024 0.684 0.168
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.4294    0.35825 0.000 0.552 0.000 0.428 0.000 0.020
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     4  0.3330    0.77963 0.000 0.032 0.040 0.848 0.004 0.076
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.4187    0.64074 0.084 0.028 0.000 0.000 0.776 0.112
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.2058    0.79587 0.000 0.000 0.036 0.908 0.000 0.056
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.4203    0.30850 0.004 0.004 0.000 0.004 0.564 0.424
#> 9ECB653A-A04F-457C-92FC-D13424511A47     5  0.6152    0.03063 0.000 0.340 0.000 0.032 0.488 0.140
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     5  0.4688    0.41389 0.328 0.004 0.000 0.000 0.616 0.052
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.1918    0.88013 0.000 0.904 0.000 0.088 0.000 0.008
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     5  0.3840    0.53253 0.000 0.020 0.000 0.000 0.696 0.284
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     5  0.2579    0.65546 0.088 0.000 0.000 0.000 0.872 0.040
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.2151    0.80425 0.000 0.048 0.024 0.912 0.000 0.016
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     4  0.4224    0.67830 0.000 0.156 0.004 0.744 0.000 0.096
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.3043    0.81514 0.000 0.792 0.000 0.200 0.000 0.008
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.4338    0.11586 0.000 0.496 0.000 0.484 0.000 0.020
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     4  0.2112    0.80591 0.000 0.036 0.028 0.916 0.000 0.020
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     5  0.6412    0.26764 0.000 0.020 0.072 0.068 0.532 0.308
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.1765    0.85748 0.904 0.000 0.000 0.000 0.000 0.096
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.2875    0.81873 0.872 0.028 0.000 0.000 0.064 0.036
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.1921    0.80116 0.000 0.000 0.032 0.916 0.000 0.052
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.5957    0.42830 0.000 0.012 0.548 0.236 0.004 0.200
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.2048    0.85177 0.880 0.000 0.000 0.000 0.000 0.120
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.2074    0.84351 0.912 0.004 0.000 0.000 0.036 0.048
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.1958    0.88510 0.000 0.896 0.000 0.100 0.000 0.004
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0632    0.85616 0.000 0.000 0.976 0.000 0.000 0.024
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0363    0.85469 0.000 0.000 0.988 0.000 0.000 0.012
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.1349    0.78983 0.000 0.004 0.000 0.940 0.000 0.056
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     5  0.3245    0.62086 0.000 0.028 0.000 0.000 0.800 0.172
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     5  0.1036    0.67601 0.004 0.008 0.000 0.000 0.964 0.024
#> ED604501-C110-4693-820B-DE9FB648FEAA     5  0.3649    0.56289 0.196 0.000 0.000 0.000 0.764 0.040
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.1858    0.87388 0.000 0.912 0.000 0.076 0.000 0.012
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.5020    0.42893 0.036 0.024 0.000 0.004 0.608 0.328
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#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.2191    0.87992 0.000 0.876 0.000 0.120 0.000 0.004
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.1858    0.88543 0.000 0.904 0.000 0.092 0.000 0.004
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0260    0.85635 0.000 0.000 0.992 0.000 0.000 0.008
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     4  0.3314    0.74458 0.000 0.008 0.112 0.828 0.000 0.052
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.2020    0.88547 0.000 0.896 0.000 0.096 0.000 0.008
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.1745    0.79657 0.000 0.000 0.012 0.920 0.000 0.068
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0260    0.85635 0.000 0.000 0.992 0.000 0.000 0.008
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.2468    0.78584 0.000 0.004 0.060 0.888 0.000 0.048
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0260    0.85635 0.000 0.000 0.992 0.000 0.000 0.008
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     5  0.1498    0.67348 0.000 0.032 0.000 0.000 0.940 0.028
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     5  0.7066    0.05172 0.000 0.032 0.260 0.020 0.392 0.296
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.3971    0.57440 0.000 0.268 0.004 0.704 0.000 0.024
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.2009    0.78238 0.000 0.024 0.000 0.908 0.000 0.068
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.3295    0.78270 0.836 0.028 0.000 0.000 0.108 0.028
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.7921   -0.06368 0.000 0.020 0.308 0.232 0.144 0.296
#> D902E43A-F384-432A-B690-D20BFCC78443     6  0.5423    0.32981 0.000 0.064 0.000 0.028 0.356 0.552
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.2078    0.80209 0.000 0.032 0.012 0.916 0.000 0.040
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.1753    0.88267 0.000 0.912 0.000 0.084 0.000 0.004
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.7044   -0.13551 0.000 0.380 0.000 0.108 0.360 0.152
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.4236    0.52017 0.656 0.000 0.000 0.000 0.308 0.036
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.4891    0.39248 0.020 0.028 0.000 0.004 0.596 0.352
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.4577    0.62520 0.084 0.028 0.000 0.000 0.736 0.152
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.3172    0.74265 0.000 0.152 0.012 0.820 0.000 0.016
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     5  0.1982    0.66427 0.004 0.016 0.000 0.000 0.912 0.068
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     6  0.5627    0.66687 0.000 0.016 0.000 0.144 0.256 0.584
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.4405    0.49193 0.644 0.004 0.000 0.000 0.316 0.036
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.2499    0.77359 0.000 0.048 0.000 0.880 0.000 0.072
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.3623    0.77819 0.820 0.028 0.000 0.000 0.096 0.056
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.1594    0.80005 0.000 0.000 0.016 0.932 0.000 0.052
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.4322    0.16871 0.000 0.008 0.000 0.008 0.512 0.472
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.4282    0.29749 0.000 0.020 0.000 0.000 0.560 0.420
#> BF513557-1518-4843-9F62-837B557D4CAB     5  0.6226    0.09324 0.000 0.232 0.000 0.028 0.516 0.224
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.1858    0.86159 0.904 0.004 0.000 0.000 0.000 0.092
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.4086    0.24733 0.000 0.528 0.000 0.464 0.000 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.1307    0.85646 0.952 0.008 0.000 0.000 0.008 0.032
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.1779    0.78414 0.000 0.016 0.000 0.920 0.000 0.064
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.2583    0.79526 0.000 0.016 0.044 0.888 0.000 0.052
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     5  0.6541   -0.14633 0.000 0.376 0.000 0.032 0.384 0.208
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.1910    0.85497 0.892 0.000 0.000 0.000 0.000 0.108
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.1970    0.88466 0.000 0.900 0.000 0.092 0.000 0.008
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.1501    0.86068 0.924 0.000 0.000 0.000 0.000 0.076
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.3627    0.73923 0.000 0.056 0.008 0.816 0.008 0.112
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.2328    0.78921 0.000 0.000 0.056 0.892 0.000 0.052
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.3558    0.58938 0.000 0.028 0.000 0.000 0.760 0.212
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.2489    0.86946 0.000 0.860 0.000 0.128 0.000 0.012
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.6212    0.35436 0.144 0.028 0.000 0.004 0.500 0.324
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.2066    0.79461 0.000 0.000 0.040 0.908 0.000 0.052
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0713    0.85958 0.972 0.000 0.000 0.000 0.000 0.028
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.2477    0.80614 0.000 0.048 0.024 0.896 0.000 0.032
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2649    0.80005 0.000 0.064 0.024 0.884 0.000 0.028
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.4151    0.64029 0.100 0.028 0.000 0.000 0.780 0.092
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.1760    0.79228 0.000 0.020 0.004 0.928 0.000 0.048
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.4190    0.66063 0.000 0.000 0.740 0.112 0.000 0.148
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.4116    0.38902 0.000 0.572 0.000 0.416 0.000 0.012
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.2456    0.67615 0.008 0.028 0.000 0.000 0.888 0.076
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.1151    0.85963 0.956 0.000 0.000 0.000 0.012 0.032
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.3156    0.82165 0.000 0.800 0.000 0.180 0.000 0.020
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.2058    0.67292 0.036 0.000 0.000 0.000 0.908 0.056
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2313    0.88363 0.000 0.884 0.000 0.100 0.012 0.004
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.2579    0.67608 0.048 0.008 0.000 0.000 0.884 0.060
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2815    0.76687 0.000 0.120 0.000 0.848 0.000 0.032
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.1444    0.86140 0.928 0.000 0.000 0.000 0.000 0.072
#> C543A527-3E25-4389-9722-E9325C733243     4  0.4012    0.41319 0.000 0.344 0.000 0.640 0.000 0.016
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.1616    0.80839 0.000 0.020 0.028 0.940 0.000 0.012
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     5  0.3638    0.58356 0.000 0.036 0.000 0.008 0.784 0.172
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.4042    0.64465 0.096 0.020 0.000 0.000 0.784 0.100
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2361    0.88339 0.000 0.880 0.000 0.104 0.012 0.004
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     5  0.6373   -0.00935 0.000 0.276 0.000 0.024 0.464 0.236
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.6607    0.05126 0.000 0.256 0.000 0.452 0.040 0.252
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.1444    0.86130 0.928 0.000 0.000 0.000 0.000 0.072
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.2442    0.84882 0.852 0.000 0.000 0.000 0.004 0.144
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.1970    0.88491 0.000 0.900 0.000 0.092 0.000 0.008
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.2219    0.84708 0.864 0.000 0.000 0.000 0.000 0.136
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.2647    0.78999 0.000 0.088 0.020 0.876 0.000 0.016
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.4091   -0.01941 0.000 0.472 0.000 0.520 0.000 0.008
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.2006    0.88416 0.000 0.892 0.000 0.104 0.000 0.004
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2146    0.88070 0.000 0.880 0.000 0.116 0.000 0.004
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.3195    0.79478 0.000 0.080 0.016 0.852 0.004 0.048
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.2750    0.76019 0.000 0.136 0.000 0.844 0.000 0.020
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1913    0.87686 0.000 0.908 0.000 0.080 0.000 0.012
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1663    0.88460 0.000 0.912 0.000 0.088 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1958    0.88510 0.000 0.896 0.000 0.100 0.000 0.004
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1918    0.88014 0.000 0.904 0.000 0.088 0.000 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.3231    0.77466 0.000 0.024 0.052 0.848 0.000 0.076
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.3534    0.66162 0.060 0.028 0.000 0.000 0.828 0.084
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.5660    0.64769 0.000 0.012 0.000 0.148 0.276 0.564
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2156    0.86284 0.912 0.020 0.000 0.000 0.020 0.048
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1918    0.88419 0.000 0.904 0.000 0.088 0.000 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2350    0.77591 0.000 0.036 0.000 0.888 0.000 0.076
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     6  0.5645    0.64386 0.000 0.020 0.000 0.128 0.272 0.580
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.4105    0.39790 0.000 0.348 0.000 0.632 0.000 0.020
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0547    0.85574 0.000 0.000 0.980 0.000 0.000 0.020

Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.

consensus_heatmap(res, k = 2)

plot of chunk tab-SD-mclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-SD-mclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-SD-mclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-SD-mclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-SD-mclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-SD-mclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-SD-mclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-SD-mclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-SD-mclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-SD-mclust-membership-heatmap-5

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)

plot of chunk tab-SD-mclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-SD-mclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-SD-mclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-SD-mclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-SD-mclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-SD-mclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-SD-mclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-SD-mclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-SD-mclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-SD-mclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk SD-mclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-SD-mclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-SD-mclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-SD-mclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-SD-mclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-SD-mclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk SD-mclust-collect-classes

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.


SD:NMF*

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 17630 rows and 500 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 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)

plot of chunk SD-NMF-collect-plots

The plots are:

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:

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)

plot of chunk SD-NMF-select-partition-number

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           0.974       0.990         0.4787 0.521   0.521
#> 3 3 0.972           0.940       0.976         0.3400 0.773   0.590
#> 4 4 0.937           0.915       0.964         0.1529 0.833   0.575
#> 5 5 0.719           0.641       0.830         0.0524 0.945   0.805
#> 6 6 0.711           0.589       0.769         0.0404 0.875   0.563

suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:

suggest_best_k(res)
#> [1] 4
#> attr(,"optional")
#> [1] 2 3

There is also optional best \(k\) = 2 3 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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9936 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9840 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9936 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9936 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9936 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9936 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9840 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9840 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9936 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9936 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9840 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9840 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9840 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.9996     0.0295 0.488 0.512
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9936 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9936 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9936 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9840 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9936 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9840 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9936 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9936 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9840 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9840 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9936 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9936 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9936 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9840 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9936 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000     0.9936 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9840 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.0000     0.9936 0.000 1.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9840 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9936 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9840 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9936 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9936 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9840 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9936 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9936 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000     0.9936 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9936 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000     0.9936 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9840 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9840 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.9936 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.9936 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9936 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9840 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9840 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.7056     0.7572 0.192 0.808
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9936 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9936 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9936 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000     0.9936 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9936 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9936 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9936 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9840 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9840 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9936 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000     0.9936 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9936 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.9936 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9936 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9936 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9936 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9936 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000     0.9936 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9840 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9840 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9936 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9840 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9936 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9840 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9936 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9840 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9936 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9936 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9840 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.9936 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9840 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.9998     0.0496 0.508 0.492
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9936 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9936 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9936 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000     0.9936 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9840 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9936 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9936 0.000 1.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9936 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.0000     0.9840 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9936 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000     0.9936 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9840 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000     0.9936 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.6973     0.7660 0.812 0.188
#> 9ECB653A-A04F-457C-92FC-D13424511A47     1  0.1414     0.9652 0.980 0.020
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9840 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9936 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.0000     0.9936 0.000 1.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9840 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9840 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000     0.9936 0.000 1.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000     0.9936 0.000 1.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9936 0.000 1.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9936 0.000 1.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000     0.9936 0.000 1.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000     0.9936 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9840 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000     0.9840 1.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000     0.9936 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.0000     0.9936 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9840 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000     0.9840 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000     0.9840 1.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9936 0.000 1.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000     0.9936 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000     0.9936 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000     0.9936 0.000 1.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000     0.9840 1.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000     0.9840 1.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000     0.9840 1.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000     0.9936 0.000 1.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.7299     0.7425 0.796 0.204
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.0000     0.9936 0.000 1.000
#> 25B5E54F-5858-454C-9B23-440A82450912     1  0.8909     0.5606 0.692 0.308
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.0000     0.9936 0.000 1.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000     0.9840 1.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000     0.9840 1.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000     0.9840 1.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0000     0.9936 0.000 1.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000     0.9840 1.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.3879     0.9128 0.076 0.924
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.0000     0.9936 0.000 1.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000     0.9936 0.000 1.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000     0.9840 1.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0000     0.9936 0.000 1.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.0000     0.9936 0.000 1.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     1  0.0000     0.9840 1.000 0.000
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000     0.9840 1.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.1184     0.9778 0.016 0.984
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0000     0.9936 0.000 1.000
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0000     0.9840 1.000 0.000
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     2  0.0000     0.9936 0.000 1.000
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.0000     0.9936 0.000 1.000
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.0000     0.9840 1.000 0.000
#> 8DA59514-8B25-493E-B226-818F2521B5D5     1  0.0000     0.9840 1.000 0.000
#> C9EE359E-2F42-4D20-880D-FBF8B4953731     1  0.0000     0.9840 1.000 0.000
#> F90967A5-96C6-4669-BCFB-0C51F539B0E7     2  0.0000     0.9936 0.000 1.000
#> 2482156E-29A8-4B6B-91BD-219EAC9229B5     2  0.0000     0.9936 0.000 1.000
#> 4EA4A8AE-581A-4170-8062-99645CB41337     1  0.0000     0.9840 1.000 0.000
#> C584D193-A7DD-43B1-93ED-C46F4E3313F0     2  0.0000     0.9936 0.000 1.000
#> 2FBF997D-B138-4BB4-B51E-81CEF9C0C8A3     2  0.0000     0.9936 0.000 1.000
#> 0AF0D126-507C-4DE1-B9A2-A1B8F0A089FB     2  0.0000     0.9936 0.000 1.000
#> 077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C     2  0.0000     0.9936 0.000 1.000
#> 32CED7C6-C413-4B5C-8A49-8AA2C97E582D     2  0.0000     0.9936 0.000 1.000
#> 66FF1C46-83F0-4EEC-9871-448C8C7EA3AE     1  0.0000     0.9840 1.000 0.000
#> 89BE4270-8300-424E-A248-A0B00C3F5C1A     2  0.0000     0.9936 0.000 1.000
#> 0F8BE394-BA6A-401C-87D0-9B3CF50FB0C8     2  0.0000     0.9936 0.000 1.000
#> 008AE101-874B-4EB6-B811-3945E5ECCFD9     1  0.0000     0.9840 1.000 0.000
#> 67B5E93E-6F06-4247-86DD-A914279EFFC5     2  0.0000     0.9936 0.000 1.000
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#> AC25E68C-76EA-40E0-912F-29C632BC0996     1  0.0000     0.9840 1.000 0.000
#> 3DA19761-6FF3-4E8C-AA0F-C04CE2CE7037     2  0.0000     0.9936 0.000 1.000
#> 2E401C42-010F-4AFC-A362-B69426418626     1  0.0000     0.9840 1.000 0.000
#> 913D6292-6507-4F86-A120-137CEACE5C9F     2  0.0000     0.9936 0.000 1.000
#> F35F85A8-B3CD-4116-990F-94B2E432F902     2  0.0000     0.9936 0.000 1.000
#> EEE5E45B-D2E3-4CFA-AC5F-8AE1EC2CB61C     2  0.0000     0.9936 0.000 1.000
#> 7B6D13EE-FE13-4BA8-BA65-1A10307A7936     2  0.0000     0.9936 0.000 1.000
#> B66ECF23-8CB2-4C95-8E3D-AA63A494F4A0     2  0.0000     0.9936 0.000 1.000
#> A130FABA-F55F-412D-940E-7305057B4D1A     2  0.0000     0.9936 0.000 1.000
#> 3E605854-CC65-4951-8EDB-235FD21FD71F     2  0.0000     0.9936 0.000 1.000
#> 91E04630-B2A7-448E-8C80-580818C9D7E6     1  0.0000     0.9840 1.000 0.000
#> 633064DB-D3ED-4B5F-B48F-6924AD719647     1  0.0000     0.9840 1.000 0.000
#> E3887082-4C43-426C-8580-ECAA4EFEC577     2  0.0000     0.9936 0.000 1.000
#> 1F4CD8D0-E2FD-45AA-8CE2-8C0488916778     1  0.0000     0.9840 1.000 0.000
#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     2  0.0000     0.9936 0.000 1.000
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0000     0.9936 0.000 1.000
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.0000     0.9936 0.000 1.000
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.0000     0.9840 1.000 0.000
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0000     0.9840 1.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     2  0.0000     0.9936 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000     0.9840 1.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.0000     0.9840 1.000 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0000     0.9936 0.000 1.000
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000     0.9840 1.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000     0.9936 0.000 1.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000     0.9936 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     2  0.0000     0.9936 0.000 1.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000     0.9936 0.000 1.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000     0.9840 1.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9840 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.0000     0.9936 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000     0.9840 1.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000     0.9936 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000     0.9840 1.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9840 1.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000     0.9840 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9936 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000     0.9936 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000     0.9936 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9936 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000     0.9936 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000     0.9936 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9840 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000     0.9936 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9840 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000     0.9840 1.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.0000     0.9840 1.000 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9840 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9840 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.9129     0.5192 0.672 0.328
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9840 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9936 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000     0.9936 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000     0.9840 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9936 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9840 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000     0.9936 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9840 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9936 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9936 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000     0.9936 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000     0.9936 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9936 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.9936 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000     0.9936 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000     0.9936 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000     0.9936 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9840 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000     0.9936 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000     0.9936 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9936 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9936 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9840 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000     0.9936 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.4815     0.8762 0.896 0.104
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9936 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9936 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000     0.9936 0.000 1.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000     0.9936 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9840 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9840 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9840 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9936 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000     0.9840 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9840 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000     0.9936 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9840 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9936 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9840 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.9936 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.9710     0.3181 0.400 0.600
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000     0.9840 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.0000     0.9840 1.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9840 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9936 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9840 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9936 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000     0.9936 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9840 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.0672     0.9766 0.992 0.008
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9840 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9936 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9840 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9936 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9936 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9840 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9936 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9840 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9840 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9936 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9840 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9936 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9936 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9840 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9936 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9936 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9936 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9936 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9840 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9840 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9936 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9840 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9936 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9936 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9840 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9936 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9840 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9936 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9936 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000     0.9840 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9840 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9936 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000     0.9840 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9936 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9840 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9840 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9840 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9936 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9840 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9840 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9936 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9936 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9936 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9936 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9936 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9936 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9936 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9936 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9936 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9936 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9936 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9840 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9936 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9840 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9936 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9936 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9936 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9936 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9936 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9936 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9703 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0237     0.9849 0.996 0.004 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9703 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9703 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.6260     0.2025 0.000 0.448 0.552
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9703 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0237     0.9849 0.996 0.004 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9885 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9553 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9703 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9885 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9885 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0237     0.9849 0.996 0.004 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9703 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9553 0.000 0.000 1.000
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#> 7B6D13EE-FE13-4BA8-BA65-1A10307A7936     3  0.0000     0.9553 0.000 0.000 1.000
#> B66ECF23-8CB2-4C95-8E3D-AA63A494F4A0     2  0.0000     0.9703 0.000 1.000 0.000
#> A130FABA-F55F-412D-940E-7305057B4D1A     2  0.0000     0.9703 0.000 1.000 0.000
#> 3E605854-CC65-4951-8EDB-235FD21FD71F     3  0.4178     0.7853 0.000 0.172 0.828
#> 91E04630-B2A7-448E-8C80-580818C9D7E6     1  0.0000     0.9885 1.000 0.000 0.000
#> 633064DB-D3ED-4B5F-B48F-6924AD719647     1  0.0000     0.9885 1.000 0.000 0.000
#> E3887082-4C43-426C-8580-ECAA4EFEC577     3  0.0000     0.9553 0.000 0.000 1.000
#> 1F4CD8D0-E2FD-45AA-8CE2-8C0488916778     1  0.0000     0.9885 1.000 0.000 0.000
#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     3  0.0000     0.9553 0.000 0.000 1.000
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0592     0.9643 0.000 0.988 0.012
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.0000     0.9703 0.000 1.000 0.000
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.0000     0.9885 1.000 0.000 0.000
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0000     0.9885 1.000 0.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     3  0.0000     0.9553 0.000 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000     0.9885 1.000 0.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     2  0.0237     0.9681 0.004 0.996 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0237     0.9690 0.000 0.996 0.004
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000     0.9885 1.000 0.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000     0.9703 0.000 1.000 0.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.0000     0.9553 0.000 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     3  0.0000     0.9553 0.000 0.000 1.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000     0.9703 0.000 1.000 0.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000     0.9885 1.000 0.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9885 1.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.0000     0.9553 0.000 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000     0.9885 1.000 0.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0592     0.9643 0.000 0.988 0.012
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000     0.9885 1.000 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9885 1.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000     0.9885 1.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9703 0.000 1.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000     0.9553 0.000 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000     0.9553 0.000 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9703 0.000 1.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000     0.9553 0.000 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000     0.9553 0.000 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9885 1.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000     0.9553 0.000 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9885 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.6192     0.2684 0.420 0.580 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.4842     0.7010 0.224 0.776 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9885 1.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9885 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.0892     0.9686 0.980 0.000 0.020
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9885 1.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9703 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000     0.9703 0.000 1.000 0.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0237     0.9849 0.996 0.004 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9703 0.000 1.000 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9885 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000     0.9553 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9885 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9703 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9703 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000     0.9553 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0000     0.9553 0.000 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9703 0.000 1.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.6045     0.3979 0.000 0.380 0.620
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.9553 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.2625     0.8814 0.000 0.084 0.916
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.9553 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0237     0.9849 0.996 0.004 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.9553 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000     0.9553 0.000 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9703 0.000 1.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0592     0.9643 0.000 0.988 0.012
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9885 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000     0.9553 0.000 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000     0.9703 0.000 1.000 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0237     0.9690 0.000 0.996 0.004
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9703 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000     0.9703 0.000 1.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.9553 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9885 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9885 1.000 0.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9885 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9703 0.000 1.000 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0237     0.9849 0.996 0.004 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9885 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0592     0.9643 0.000 0.988 0.012
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9885 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0237     0.9690 0.000 0.996 0.004
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9885 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.2878     0.8839 0.000 0.904 0.096
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0592     0.9619 0.012 0.988 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.5560     0.5842 0.300 0.700 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000     0.9703 0.000 1.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9885 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9703 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9885 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0592     0.9643 0.000 0.988 0.012
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0237     0.9527 0.000 0.004 0.996
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9885 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9703 0.000 1.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9885 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9703 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9885 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.1753     0.9303 0.000 0.952 0.048
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.0892     0.9410 0.000 0.020 0.980
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.2959     0.8711 0.900 0.100 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9703 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9885 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9885 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4702     0.7222 0.000 0.212 0.788
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9885 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.2796     0.8867 0.000 0.908 0.092
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0237     0.9690 0.000 0.996 0.004
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9885 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0592     0.9643 0.000 0.988 0.012
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9553 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9703 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9553 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9885 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9885 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9703 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9885 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9703 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9553 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9885 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0237     0.9690 0.000 0.996 0.004
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9885 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9703 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0592     0.9643 0.000 0.988 0.012
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0592     0.9765 0.988 0.012 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9885 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9703 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9703 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0237     0.9690 0.000 0.996 0.004
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9885 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9885 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9885 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9703 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9885 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9885 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9703 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9703 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9703 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9703 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3551     0.8361 0.000 0.868 0.132
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9703 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9703 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9703 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9703 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9703 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9553 0.000 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9885 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0237     0.9690 0.000 0.996 0.004
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9885 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9553 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9703 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.3038     0.8750 0.000 0.896 0.104
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0237     0.9690 0.000 0.996 0.004
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9703 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9553 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.0188     0.9532 0.000 0.004 0.000 0.996
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.0188     0.9348 0.004 0.996 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0188     0.9357 0.000 0.996 0.000 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0469     0.9320 0.000 0.988 0.000 0.012
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9550 0.000 0.000 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0336     0.9344 0.000 0.992 0.000 0.008
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.2345     0.8489 0.100 0.900 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9710 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9372 0.000 1.000 0.000 0.000
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#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.4746     0.4294 0.000 0.368 0.000 0.632
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0336     0.9340 0.000 0.992 0.000 0.008
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9372 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9372 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4804     0.4056 0.000 0.616 0.000 0.384
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5498     0.3078 0.000 0.576 0.404 0.020
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.2921     0.8197 0.000 0.140 0.000 0.860
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.0336     0.9510 0.000 0.008 0.000 0.992
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9372 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9372 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.4877     0.3186 0.000 0.408 0.000 0.592
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0592     0.9571 0.000 0.016 0.984 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000     0.9550 0.000 0.000 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9796 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9710 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9372 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9550 0.000 0.000 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.0000     0.9550 0.000 0.000 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9372 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9710 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.6454    0.34174 0.000 0.304 0.000 0.488 0.208
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6303   -0.08088 0.160 0.476 0.000 0.000 0.364
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0404    0.74612 0.000 0.988 0.000 0.000 0.012
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0162    0.74601 0.000 0.996 0.000 0.004 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0162    0.81725 0.000 0.000 0.000 0.996 0.004
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2522    0.72747 0.000 0.880 0.000 0.108 0.012
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6211    0.02262 0.264 0.544 0.000 0.000 0.192
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.4066    0.42519 0.324 0.004 0.000 0.000 0.672
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0609    0.74645 0.000 0.980 0.000 0.000 0.020
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.2966    0.65609 0.816 0.000 0.000 0.000 0.184
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.3631    0.57973 0.824 0.000 0.000 0.104 0.072
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.5972    0.33639 0.152 0.572 0.000 0.000 0.276
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0794    0.74650 0.000 0.972 0.000 0.000 0.028
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.3774    0.61160 0.000 0.000 0.704 0.296 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.5456    0.38486 0.000 0.328 0.000 0.592 0.080
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.5794    0.34875 0.000 0.520 0.000 0.384 0.096
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.3730    0.50528 0.712 0.000 0.000 0.000 0.288
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1965    0.72149 0.000 0.904 0.000 0.000 0.096
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.6062    0.35996 0.416 0.120 0.000 0.000 0.464
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1043    0.74741 0.000 0.960 0.000 0.000 0.040
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.3707    0.51123 0.716 0.000 0.000 0.000 0.284
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1851    0.73033 0.912 0.000 0.000 0.000 0.088
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3774    0.60702 0.000 0.000 0.704 0.296 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1444    0.74962 0.000 0.948 0.000 0.040 0.012
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3239    0.78509 0.000 0.004 0.828 0.156 0.012
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1965    0.72427 0.904 0.000 0.000 0.000 0.096
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.4768    0.57812 0.040 0.000 0.000 0.656 0.304
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.2127    0.71749 0.892 0.000 0.000 0.000 0.108
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.7195    0.12689 0.040 0.340 0.448 0.000 0.172
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.3177    0.62921 0.792 0.000 0.000 0.000 0.208
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.4307   -0.11677 0.000 0.000 0.496 0.504 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1732    0.73200 0.920 0.000 0.000 0.000 0.080
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4455    0.31967 0.000 0.588 0.000 0.404 0.008
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.5942    0.05752 0.116 0.360 0.000 0.000 0.524
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.3949    0.47811 0.000 0.332 0.000 0.668 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.1197    0.89415 0.000 0.000 0.952 0.048 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.4698    0.60746 0.000 0.028 0.004 0.664 0.304
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.3969    0.62359 0.000 0.004 0.000 0.692 0.304
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.3932    0.34753 0.672 0.000 0.000 0.000 0.328
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.6158   -0.16204 0.528 0.316 0.000 0.000 0.156
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.1117    0.90859 0.000 0.000 0.964 0.016 0.020
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.3774    0.63135 0.000 0.000 0.000 0.704 0.296
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3561    0.62945 0.000 0.740 0.000 0.000 0.260
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.1197    0.74122 0.952 0.000 0.000 0.000 0.048
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.3336    0.60731 0.772 0.000 0.000 0.000 0.228
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4109    0.58709 0.012 0.700 0.000 0.000 0.288
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.4088    0.33108 0.000 0.000 0.368 0.632 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.3262    0.71361 0.000 0.840 0.000 0.124 0.036
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.1043    0.80788 0.000 0.000 0.000 0.960 0.040
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3480    0.63613 0.000 0.752 0.000 0.000 0.248
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3039    0.64814 0.808 0.000 0.000 0.000 0.192
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.1043    0.73531 0.960 0.000 0.000 0.000 0.040
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.2280    0.77695 0.000 0.000 0.000 0.880 0.120
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.5215    0.56135 0.000 0.240 0.000 0.664 0.096
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.4693    0.62179 0.000 0.700 0.056 0.000 0.244
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.4088    0.59658 0.000 0.632 0.000 0.000 0.368
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2873    0.71091 0.000 0.860 0.000 0.020 0.120
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.2127    0.71605 0.000 0.892 0.000 0.000 0.108
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2690    0.68565 0.844 0.000 0.000 0.000 0.156
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.3932    0.34225 0.672 0.000 0.000 0.000 0.328
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.2046    0.77319 0.000 0.068 0.000 0.916 0.016
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.3424    0.58815 0.760 0.000 0.000 0.000 0.240
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000    0.74465 0.000 1.000 0.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0404    0.74293 0.988 0.000 0.000 0.000 0.012
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.8023    0.20540 0.000 0.240 0.396 0.264 0.100
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.2648    0.68906 0.848 0.000 0.000 0.000 0.152
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.3300    0.71599 0.000 0.792 0.000 0.004 0.204
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.5751    0.28541 0.000 0.364 0.000 0.540 0.096
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.4848    0.02815 0.556 0.024 0.000 0.000 0.420
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.6120    0.62316 0.000 0.128 0.124 0.672 0.076
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0162    0.74424 0.996 0.000 0.000 0.000 0.004
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.4495    0.58452 0.000 0.244 0.000 0.712 0.044
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.5172    0.43640 0.000 0.600 0.356 0.008 0.036
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.5289    0.39250 0.000 0.596 0.000 0.340 0.064
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.5511    0.09783 0.576 0.000 0.000 0.080 0.344
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.4063    0.66586 0.000 0.708 0.000 0.012 0.280
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.3480    0.69412 0.000 0.752 0.000 0.000 0.248
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.5939    0.17450 0.000 0.400 0.000 0.492 0.108
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.4015    0.51997 0.000 0.652 0.000 0.000 0.348
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.5142    0.30970 0.000 0.564 0.000 0.392 0.044
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.4152    0.51837 0.000 0.692 0.296 0.000 0.012
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.4101    0.31431 0.628 0.000 0.000 0.000 0.372
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0162    0.81682 0.000 0.000 0.004 0.996 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     4  0.6783    0.23674 0.200 0.012 0.000 0.476 0.312
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.3109    0.67964 0.000 0.800 0.000 0.000 0.200
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1341    0.74284 0.944 0.000 0.000 0.000 0.056
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.1469    0.74992 0.000 0.948 0.000 0.016 0.036
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     3  0.8388   -0.07281 0.228 0.256 0.352 0.000 0.164
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0404    0.74427 0.988 0.000 0.000 0.000 0.012
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.1792    0.72933 0.916 0.000 0.000 0.000 0.084
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.5867    0.06325 0.000 0.404 0.000 0.496 0.100
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4675    0.34942 0.000 0.600 0.000 0.380 0.020
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.2886    0.72714 0.000 0.844 0.000 0.008 0.148
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.3395    0.65783 0.000 0.764 0.000 0.000 0.236
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.2472    0.74575 0.000 0.908 0.052 0.020 0.020
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.3586    0.54867 0.736 0.000 0.000 0.000 0.264
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.1792    0.72395 0.916 0.000 0.000 0.000 0.084
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.0727    0.81169 0.000 0.012 0.004 0.980 0.004
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0880    0.90907 0.000 0.000 0.968 0.000 0.032
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.3707    0.51344 0.716 0.000 0.000 0.000 0.284
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0794    0.74393 0.972 0.000 0.000 0.000 0.028
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0609    0.74112 0.980 0.000 0.000 0.000 0.020
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0880    0.74417 0.000 0.968 0.000 0.000 0.032
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.6695   -0.45803 0.392 0.240 0.000 0.000 0.368
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#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.5939    0.20544 0.000 0.492 0.000 0.400 0.108
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0290    0.74372 0.992 0.000 0.000 0.000 0.008
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> D902E43A-F384-432A-B690-D20BFCC78443     4  0.5835    0.53128 0.000 0.120 0.000 0.568 0.312
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.5128    0.52337 0.000 0.656 0.000 0.268 0.076
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.3177    0.71490 0.000 0.792 0.000 0.000 0.208
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0963    0.74615 0.964 0.000 0.000 0.000 0.036
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.6723   -0.24360 0.408 0.000 0.000 0.260 0.332
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.3561    0.41843 0.740 0.000 0.000 0.000 0.260
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.3309    0.70480 0.000 0.836 0.000 0.036 0.128
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.5203    0.50560 0.060 0.608 0.000 0.000 0.332
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0963    0.74532 0.964 0.000 0.000 0.000 0.036
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.1043    0.80844 0.000 0.000 0.000 0.960 0.040
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0963    0.73528 0.964 0.000 0.000 0.000 0.036
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0963    0.73506 0.964 0.000 0.000 0.000 0.036
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.3196    0.72601 0.004 0.000 0.000 0.804 0.192
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.6530   -0.05352 0.552 0.088 0.000 0.048 0.312
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.4225    0.46250 0.000 0.632 0.000 0.004 0.364
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0703    0.73975 0.976 0.000 0.000 0.000 0.024
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1851    0.74700 0.000 0.912 0.000 0.000 0.088
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0609    0.74503 0.980 0.000 0.000 0.000 0.020
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.3684    0.51891 0.720 0.000 0.000 0.000 0.280
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.5758    0.49945 0.000 0.592 0.000 0.124 0.284
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.3913    0.42054 0.676 0.000 0.000 0.000 0.324
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.2388    0.74197 0.000 0.900 0.000 0.072 0.028
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.2966    0.66039 0.816 0.000 0.000 0.000 0.184
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.3365    0.69785 0.000 0.836 0.120 0.000 0.044
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.3366    0.61176 0.000 0.000 0.232 0.768 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.5373    0.37499 0.092 0.276 0.000 0.000 0.632
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.1845    0.74218 0.000 0.928 0.000 0.016 0.056
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.3177    0.63238 0.792 0.000 0.000 0.000 0.208
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.4446   -0.00688 0.476 0.000 0.000 0.004 0.520
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0703    0.80703 0.000 0.000 0.024 0.976 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0880    0.73580 0.968 0.000 0.000 0.000 0.032
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.5920    0.38283 0.000 0.540 0.356 0.100 0.004
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.2329    0.65901 0.876 0.000 0.000 0.000 0.124
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.2516    0.71112 0.000 0.860 0.000 0.000 0.140
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.1197    0.73095 0.952 0.000 0.000 0.000 0.048
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.1478    0.73856 0.936 0.000 0.000 0.000 0.064
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.3051    0.74073 0.000 0.120 0.000 0.852 0.028
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3305    0.61749 0.776 0.000 0.000 0.000 0.224
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2377    0.73479 0.000 0.872 0.000 0.000 0.128
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.3452    0.58948 0.756 0.000 0.000 0.000 0.244
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0794    0.81031 0.000 0.000 0.000 0.972 0.028
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.1671    0.73451 0.924 0.000 0.000 0.000 0.076
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3424    0.63883 0.000 0.760 0.000 0.000 0.240
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.2843    0.69568 0.008 0.848 0.000 0.000 0.144
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2020    0.69669 0.900 0.000 0.000 0.000 0.100
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2377    0.73345 0.000 0.872 0.000 0.000 0.128
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.3983    0.53851 0.000 0.660 0.000 0.000 0.340
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.3774    0.48582 0.704 0.000 0.000 0.000 0.296
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.3336    0.60730 0.772 0.000 0.000 0.000 0.228
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0609    0.74567 0.980 0.000 0.000 0.000 0.020
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.3690    0.65285 0.000 0.764 0.000 0.224 0.012
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.3366    0.60009 0.768 0.000 0.000 0.000 0.232
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.3143    0.63768 0.796 0.000 0.000 0.000 0.204
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.4039    0.64507 0.000 0.720 0.004 0.008 0.268
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1851    0.73759 0.000 0.912 0.000 0.000 0.088
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0880    0.74702 0.000 0.968 0.000 0.000 0.032
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4547    0.31631 0.000 0.588 0.000 0.400 0.012
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.7190    0.30100 0.000 0.452 0.364 0.120 0.064
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.2971    0.71688 0.000 0.156 0.000 0.836 0.008
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.6015    0.28578 0.000 0.360 0.000 0.516 0.124
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0290    0.74584 0.000 0.992 0.000 0.000 0.008
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1478    0.73716 0.000 0.936 0.000 0.000 0.064
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.3093    0.69732 0.000 0.824 0.000 0.168 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.3003    0.72818 0.000 0.188 0.812 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.1671    0.73463 0.924 0.000 0.000 0.000 0.076
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.1608    0.79860 0.000 0.000 0.000 0.928 0.072
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0290    0.74550 0.992 0.000 0.000 0.000 0.008
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0609    0.74721 0.000 0.980 0.000 0.000 0.020
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.81790 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4280    0.61114 0.004 0.008 0.000 0.676 0.312
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0671    0.74788 0.000 0.980 0.000 0.016 0.004
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.93002 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.5460    0.55988 0.000 0.676 0.000 0.124 0.076 0.124
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.5014    0.55810 0.172 0.132 0.000 0.000 0.680 0.016
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1285    0.71431 0.000 0.944 0.000 0.004 0.000 0.052
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2039    0.70690 0.000 0.904 0.000 0.020 0.000 0.076
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0146    0.82029 0.000 0.000 0.000 0.996 0.004 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2119    0.72033 0.000 0.904 0.000 0.036 0.000 0.060
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.7499    0.33360 0.288 0.284 0.000 0.000 0.132 0.296
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.5110    0.34311 0.088 0.092 0.000 0.000 0.712 0.108
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.94600 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1806    0.68811 0.000 0.908 0.000 0.000 0.004 0.088
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.4122    0.56985 0.472 0.004 0.000 0.000 0.520 0.004
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.3972    0.53337 0.792 0.000 0.000 0.024 0.104 0.080
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.5294    0.64259 0.164 0.116 0.000 0.000 0.044 0.676
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2872    0.63557 0.000 0.836 0.000 0.000 0.024 0.140
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3758    0.48938 0.000 0.000 0.324 0.668 0.008 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.6040    0.37521 0.000 0.540 0.000 0.288 0.036 0.136
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.3743    0.52210 0.000 0.252 0.000 0.724 0.000 0.024
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     5  0.3607    0.69806 0.348 0.000 0.000 0.000 0.652 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4306    0.21275 0.000 0.624 0.000 0.000 0.032 0.344
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.4838    0.62235 0.240 0.008 0.000 0.000 0.664 0.088
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1477    0.71603 0.000 0.940 0.000 0.004 0.008 0.048
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.94600 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     5  0.3684    0.69522 0.372 0.000 0.000 0.000 0.628 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3714    0.07757 0.656 0.000 0.000 0.000 0.340 0.004
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3592    0.45848 0.000 0.000 0.344 0.656 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0692    0.72685 0.000 0.976 0.000 0.020 0.000 0.004
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3756    0.62451 0.000 0.000 0.736 0.240 0.008 0.016
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.3531    0.19126 0.672 0.000 0.000 0.000 0.328 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0146    0.82072 0.000 0.000 0.000 0.996 0.000 0.004
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.7413    0.17337 0.200 0.004 0.000 0.420 0.228 0.148
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.3659    0.05153 0.636 0.000 0.000 0.000 0.364 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.7552    0.50147 0.124 0.104 0.256 0.000 0.052 0.464
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     5  0.3817    0.64812 0.432 0.000 0.000 0.000 0.568 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3023    0.61688 0.000 0.000 0.232 0.768 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.3309    0.32937 0.720 0.000 0.000 0.000 0.280 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000    0.82164 0.000 0.000 0.000 1.000 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.2282    0.72518 0.000 0.888 0.000 0.088 0.000 0.024
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     6  0.5270    0.41771 0.008 0.088 0.000 0.000 0.344 0.560
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3424    0.64361 0.000 0.772 0.000 0.204 0.000 0.024
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000    0.82164 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.3409    0.54109 0.000 0.000 0.700 0.300 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.8208   -0.05820 0.016 0.288 0.012 0.292 0.228 0.164
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.8476    0.08752 0.140 0.112 0.000 0.356 0.236 0.156
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.5335    0.34380 0.568 0.000 0.000 0.000 0.292 0.140
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.5535    0.21202 0.544 0.032 0.000 0.000 0.068 0.356
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.5166    0.25043 0.000 0.000 0.540 0.364 0.000 0.096
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.8045    0.17239 0.064 0.148 0.000 0.416 0.224 0.148
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     6  0.3767    0.61805 0.000 0.276 0.000 0.004 0.012 0.708
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.3050    0.42547 0.764 0.000 0.000 0.000 0.236 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     5  0.3797    0.66321 0.420 0.000 0.000 0.000 0.580 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.4736    0.66879 0.060 0.176 0.000 0.000 0.044 0.720
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#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.4484   -0.10280 0.000 0.460 0.000 0.516 0.008 0.016
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.3843    0.62828 0.452 0.000 0.000 0.000 0.548 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.3374    0.51792 0.000 0.772 0.000 0.000 0.020 0.208
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.94600 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.3804    0.66135 0.424 0.000 0.000 0.000 0.576 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0547    0.81569 0.000 0.000 0.000 0.980 0.000 0.020
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.3499    0.18572 0.680 0.000 0.000 0.000 0.320 0.000
#> C543A527-3E25-4389-9722-E9325C733243     6  0.3819    0.55287 0.000 0.340 0.000 0.000 0.008 0.652
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0291    0.82047 0.000 0.004 0.000 0.992 0.000 0.004
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.6266   -0.32190 0.088 0.452 0.000 0.000 0.068 0.392
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2662    0.57614 0.856 0.000 0.000 0.000 0.120 0.024
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.3432    0.50363 0.000 0.764 0.000 0.000 0.020 0.216
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.4847    0.50853 0.000 0.656 0.000 0.000 0.220 0.124
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000    0.82164 0.000 0.000 0.000 1.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     5  0.3647    0.69773 0.360 0.000 0.000 0.000 0.640 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     5  0.3782    0.67156 0.412 0.000 0.000 0.000 0.588 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.2902    0.46898 0.800 0.000 0.000 0.000 0.196 0.004
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.1564    0.72991 0.000 0.936 0.000 0.040 0.000 0.024
#> B9535625-504A-4FCD-B341-2985AE72508A     5  0.3810    0.65588 0.428 0.000 0.000 0.000 0.572 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     5  0.3804    0.66032 0.424 0.000 0.000 0.000 0.576 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     6  0.4049    0.49532 0.000 0.332 0.000 0.000 0.020 0.648
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2389    0.65745 0.000 0.864 0.000 0.000 0.008 0.128
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.2006    0.67490 0.000 0.892 0.000 0.000 0.004 0.104
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2709    0.70016 0.000 0.848 0.000 0.132 0.000 0.020
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4905    0.47152 0.000 0.664 0.244 0.004 0.008 0.080
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.2315    0.74382 0.000 0.084 0.000 0.892 0.016 0.008
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.4116    0.66724 0.000 0.780 0.000 0.088 0.024 0.108
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0865    0.71551 0.000 0.964 0.000 0.000 0.000 0.036
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3606    0.45399 0.000 0.728 0.000 0.000 0.016 0.256
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1930    0.72793 0.000 0.916 0.000 0.048 0.000 0.036
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.2980    0.68239 0.000 0.192 0.800 0.000 0.000 0.008
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.3634    0.05747 0.644 0.000 0.000 0.000 0.356 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.3043    0.72608 0.000 0.008 0.000 0.836 0.024 0.132
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2491    0.51781 0.836 0.000 0.000 0.000 0.164 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.94600 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1196    0.72307 0.000 0.952 0.000 0.008 0.000 0.040
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.82164 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.8475    0.07609 0.096 0.148 0.000 0.348 0.236 0.172
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1334    0.72369 0.000 0.948 0.000 0.020 0.000 0.032
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.94600 0.000 0.000 1.000 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)

plot of chunk tab-SD-NMF-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-SD-NMF-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-SD-NMF-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-SD-NMF-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-SD-NMF-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-SD-NMF-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-SD-NMF-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-SD-NMF-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-SD-NMF-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-SD-NMF-membership-heatmap-5

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)

plot of chunk tab-SD-NMF-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-SD-NMF-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-SD-NMF-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-SD-NMF-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-SD-NMF-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-SD-NMF-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-SD-NMF-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-SD-NMF-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-SD-NMF-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-SD-NMF-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk SD-NMF-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-SD-NMF-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-SD-NMF-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-SD-NMF-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-SD-NMF-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-SD-NMF-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk SD-NMF-collect-classes

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.


CV:hclust

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 17630 rows and 500 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 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)

plot of chunk CV-hclust-collect-plots

The plots are:

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:

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)

plot of chunk CV-hclust-select-partition-number

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 0.280           0.558       0.747         0.3430 0.813   0.813
#> 3 3 0.441           0.696       0.854         0.5728 0.620   0.539
#> 4 4 0.434           0.510       0.745         0.2082 0.905   0.799
#> 5 5 0.587           0.576       0.767         0.0942 0.848   0.640
#> 6 6 0.603           0.611       0.729         0.0281 0.953   0.848

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1843     0.6613 0.028 0.972
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.7602     0.6556 0.220 0.780
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0672     0.6492 0.008 0.992
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0938     0.6459 0.012 0.988
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.2603     0.5959 0.044 0.956
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2778     0.6301 0.048 0.952
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.8016     0.6517 0.244 0.756
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.7745     0.6574 0.228 0.772
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     1  0.9944     0.9911 0.544 0.456
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1633     0.6604 0.024 0.976
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.8016     0.6503 0.244 0.756
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.8327     0.6485 0.264 0.736
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.8661     0.6388 0.288 0.712
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5059     0.6706 0.112 0.888
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.8661    -0.2357 0.288 0.712
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0376     0.6514 0.004 0.996
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3114     0.5886 0.056 0.944
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     2  0.9944     0.5556 0.456 0.544
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3114     0.6687 0.056 0.944
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.9909     0.5629 0.444 0.556
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0376     0.6511 0.004 0.996
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     1  0.9944     0.9911 0.544 0.456
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     2  0.9944     0.5556 0.456 0.544
#> B7A23896-4182-48D3-A1D9-92C781BF283F     2  0.9044     0.6278 0.320 0.680
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.9795    -0.7034 0.416 0.584
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0376     0.6511 0.004 0.996
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.9552    -0.5784 0.376 0.624
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     2  0.9944     0.5556 0.456 0.544
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0672     0.6428 0.008 0.992
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.4298     0.6691 0.088 0.912
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     2  0.9944     0.5556 0.456 0.544
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.8713     0.6376 0.292 0.708
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     2  0.9491     0.6074 0.368 0.632
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.9209    -0.4348 0.336 0.664
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     2  0.9933     0.5590 0.452 0.548
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0672     0.6428 0.008 0.992
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.2423     0.6646 0.040 0.960
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.6801     0.6646 0.180 0.820
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0672     0.6533 0.008 0.992
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0672     0.6428 0.008 0.992
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.9833    -0.7267 0.424 0.576
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.4022     0.6641 0.080 0.920
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.4022     0.6687 0.080 0.920
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     2  0.5408     0.6696 0.124 0.876
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.8661     0.6388 0.288 0.712
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.6887     0.2739 0.184 0.816
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.4022     0.6687 0.080 0.920
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0672     0.6432 0.008 0.992
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     2  0.9933     0.5590 0.452 0.548
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     2  0.9933     0.5590 0.452 0.548
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.8207     0.6488 0.256 0.744
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0672     0.6428 0.008 0.992
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0672     0.6428 0.008 0.992
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0672     0.6428 0.008 0.992
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.8144    -0.0648 0.252 0.748
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.6488 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0672     0.6428 0.008 0.992
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1184     0.6351 0.016 0.984
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     2  0.9427     0.6099 0.360 0.640
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     2  0.9044     0.6294 0.320 0.680
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0672     0.6428 0.008 0.992
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.1184     0.6495 0.016 0.984
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0376     0.6462 0.004 0.996
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.1184     0.6351 0.016 0.984
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0938     0.6464 0.012 0.988
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0376     0.6461 0.004 0.996
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0672     0.6428 0.008 0.992
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0672     0.6493 0.008 0.992
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#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.9552    -0.5784 0.376 0.624
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.4022     0.6687 0.080 0.920
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0672     0.6428 0.008 0.992
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.6488 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.5178     0.6666 0.116 0.884
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     1  0.9944     0.9911 0.544 0.456
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     2  0.9944     0.5556 0.456 0.544
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.4690     0.6699 0.100 0.900
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     2  0.8386     0.6473 0.268 0.732
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0376     0.6461 0.004 0.996
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.8713     0.6390 0.292 0.708
#> 9BFF7746-9003-4941-9590-0B813E00B326     2  0.9933     0.5590 0.452 0.548
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.1184     0.6495 0.016 0.984
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     2  0.9323     0.6168 0.348 0.652
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0672     0.6428 0.008 0.992
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     2  0.9635     0.5968 0.388 0.612
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.8207    -0.0833 0.256 0.744
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.1184     0.6495 0.016 0.984
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.4431     0.6695 0.092 0.908
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.7453     0.6578 0.212 0.788
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     2  0.9881     0.5702 0.436 0.564
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0376     0.6461 0.004 0.996
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     2  0.9427     0.6108 0.360 0.640
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0672     0.6428 0.008 0.992
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.7528     0.1210 0.216 0.784
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     2  0.9944     0.5556 0.456 0.544
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.7299     0.6580 0.204 0.796
#> 647EE729-B34A-41F0-85AB-207F8C24420B     2  0.9944     0.5556 0.456 0.544
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.6488 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     2  0.9933     0.5591 0.452 0.548
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.7056     0.2192 0.192 0.808
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.9000    -0.3557 0.316 0.684
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.7602     0.6601 0.220 0.780
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0376     0.6462 0.004 0.996
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     2  0.9944     0.5556 0.456 0.544
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     2  0.4690     0.6697 0.100 0.900
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.9000    -0.3557 0.316 0.684
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     2  0.9522     0.6053 0.372 0.628
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.7453     0.1378 0.212 0.788
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0672     0.6428 0.008 0.992
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     2  0.9286     0.6190 0.344 0.656
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0672     0.6428 0.008 0.992
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     1  0.9993     0.9501 0.516 0.484
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1414     0.6589 0.020 0.980
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     1  0.9944     0.9911 0.544 0.456
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     2  0.8661     0.6411 0.288 0.712
#> 0636DD62-C493-47CC-A120-9759FB6980CD     2  0.9909     0.5647 0.444 0.556
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0376     0.6462 0.004 0.996
#> 15FB165D-6751-4894-A904-C77EA723CFCB     2  0.9044     0.6278 0.320 0.680
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2043     0.6627 0.032 0.968
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     1  0.9944     0.9911 0.544 0.456
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.7602     0.6587 0.220 0.780
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0672     0.6428 0.008 0.992
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     2  0.9933     0.5590 0.452 0.548
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0672     0.6432 0.008 0.992
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1843     0.6198 0.028 0.972
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.8555     0.6416 0.280 0.720
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     2  0.8443     0.6460 0.272 0.728
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2236     0.6641 0.036 0.964
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.6148     0.6664 0.152 0.848
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0672     0.6428 0.008 0.992
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     2  0.9944     0.5556 0.456 0.544
#> E9FC1686-028B-476C-B51B-4956213D874B     2  0.9944     0.5556 0.456 0.544
#> DD203D19-D635-4112-AF75-9724E0A64A0B     2  0.9922     0.5620 0.448 0.552
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0672     0.6533 0.008 0.992
#> B9535625-504A-4FCD-B341-2985AE72508A     2  0.9944     0.5556 0.456 0.544
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     2  0.9944     0.5556 0.456 0.544
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1184     0.6351 0.016 0.984
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1414     0.6589 0.020 0.980
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1414     0.6589 0.020 0.980
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0938     0.6552 0.012 0.988
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5737     0.4019 0.136 0.864
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0938     0.6391 0.012 0.988
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1843     0.6613 0.028 0.972
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0672     0.6533 0.008 0.992
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.2423     0.6659 0.040 0.960
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0672     0.6533 0.008 0.992
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.9460    -0.5380 0.364 0.636
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.7674     0.6579 0.224 0.776
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.1184     0.6495 0.016 0.984
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     2  0.9933     0.5590 0.452 0.548
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     1  0.9944     0.9911 0.544 0.456
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0376     0.6511 0.004 0.996
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0672     0.6428 0.008 0.992
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4022     0.6687 0.080 0.920
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0376     0.6511 0.004 0.996
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     1  0.9944     0.9911 0.544 0.456

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1170     0.8266 0.016 0.976 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.5497     0.5374 0.292 0.708 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0237     0.8324 0.000 0.996 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0983     0.8325 0.004 0.980 0.016
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.1753     0.8160 0.000 0.952 0.048
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2939     0.8031 0.012 0.916 0.072
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.5327     0.5697 0.272 0.728 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.5497     0.5368 0.292 0.708 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0892     0.8585 0.000 0.020 0.980
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0892     0.8289 0.020 0.980 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.5529     0.5243 0.296 0.704 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.5706     0.4528 0.320 0.680 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.5926     0.3749 0.356 0.644 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3192     0.7770 0.112 0.888 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.6062     0.2760 0.000 0.616 0.384
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0848     0.8327 0.008 0.984 0.008
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2066     0.8069 0.000 0.940 0.060
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0424     0.7076 0.992 0.000 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1964     0.8146 0.056 0.944 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3129     0.7324 0.904 0.088 0.008
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0848     0.8327 0.008 0.984 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0892     0.8585 0.000 0.020 0.980
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0424     0.7076 0.992 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.6398     0.4691 0.580 0.416 0.004
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5621     0.6473 0.000 0.308 0.692
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0848     0.8327 0.008 0.984 0.008
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.5968     0.5354 0.000 0.364 0.636
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0424     0.7076 0.992 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0592     0.8321 0.000 0.988 0.012
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.3771     0.7587 0.112 0.876 0.012
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0424     0.7159 0.992 0.008 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5982     0.4405 0.328 0.668 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.5988     0.6698 0.688 0.304 0.008
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.6204     0.1432 0.000 0.576 0.424
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.2584     0.7408 0.928 0.064 0.008
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0592     0.8321 0.000 0.988 0.012
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.1411     0.8241 0.036 0.964 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.5406     0.6282 0.224 0.764 0.012
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0661     0.8321 0.008 0.988 0.004
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0592     0.8321 0.000 0.988 0.012
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.5529     0.6664 0.000 0.296 0.704
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.3623     0.7946 0.072 0.896 0.032
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.3459     0.7724 0.096 0.892 0.012
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     2  0.4514     0.7162 0.156 0.832 0.012
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.5760     0.4447 0.328 0.672 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.4452     0.6771 0.000 0.808 0.192
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.3459     0.7724 0.096 0.892 0.012
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0592     0.8325 0.000 0.988 0.012
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0829     0.7168 0.984 0.012 0.004
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.2959     0.7529 0.900 0.100 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.5763     0.5481 0.276 0.716 0.008
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0592     0.8321 0.000 0.988 0.012
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0592     0.8321 0.000 0.988 0.012
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0592     0.8321 0.000 0.988 0.012
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.5859     0.3945 0.000 0.656 0.344
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0661     0.8325 0.004 0.988 0.008
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0592     0.8321 0.000 0.988 0.012
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1643     0.8202 0.000 0.956 0.044
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.6255     0.6552 0.668 0.320 0.012
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     2  0.6026     0.3044 0.376 0.624 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0592     0.8321 0.000 0.988 0.012
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0592     0.8327 0.000 0.988 0.012
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0829     0.8328 0.004 0.984 0.012
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.1643     0.8202 0.000 0.956 0.044
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0424     0.8327 0.000 0.992 0.008
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0747     0.8322 0.000 0.984 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0592     0.8321 0.000 0.988 0.012
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0661     0.8332 0.004 0.988 0.008
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.3686     0.8024 0.000 0.140 0.860
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.6228     0.6588 0.672 0.316 0.012
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     2  0.4575     0.7115 0.160 0.828 0.012
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0592     0.8321 0.000 0.988 0.012
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0424     0.7076 0.992 0.000 0.008
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.1636     0.8287 0.020 0.964 0.016
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.6205     0.6571 0.656 0.336 0.008
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.4750     0.6503 0.000 0.784 0.216
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0424     0.7076 0.992 0.000 0.008
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0424     0.8323 0.000 0.992 0.008
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0983     0.8331 0.004 0.980 0.016
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     2  0.5397     0.5598 0.280 0.720 0.000
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#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.1015     0.8332 0.008 0.980 0.012
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.6154     0.1914 0.000 0.592 0.408
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0892     0.8585 0.000 0.020 0.980
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.4002     0.7956 0.000 0.160 0.840
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.1031     0.8580 0.000 0.024 0.976
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.5591     0.5091 0.304 0.696 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0892     0.8585 0.000 0.020 0.980
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.3686     0.8024 0.000 0.140 0.860
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.1031     0.8291 0.000 0.976 0.024
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0592     0.8321 0.000 0.988 0.012
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.6379     0.6112 0.624 0.368 0.008
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.5948     0.5428 0.000 0.360 0.640
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.3459     0.7724 0.096 0.892 0.012
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0592     0.8321 0.000 0.988 0.012
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0661     0.8325 0.004 0.988 0.008
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.3618     0.7821 0.104 0.884 0.012
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0892     0.8585 0.000 0.020 0.980
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0424     0.7076 0.992 0.000 0.008
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.4059     0.7464 0.128 0.860 0.012
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     2  0.6155     0.4091 0.328 0.664 0.008
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0592     0.8327 0.000 0.988 0.012
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.5785     0.4321 0.332 0.668 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0829     0.7168 0.984 0.012 0.004
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0592     0.8327 0.000 0.988 0.012
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     2  0.6683    -0.2428 0.492 0.500 0.008
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0592     0.8321 0.000 0.988 0.012
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.6451     0.5832 0.608 0.384 0.008
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.5859     0.3885 0.000 0.656 0.344
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0592     0.8327 0.000 0.988 0.012
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.3771     0.7594 0.112 0.876 0.012
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.5327     0.5757 0.272 0.728 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.6102     0.6709 0.672 0.320 0.008
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0424     0.8323 0.000 0.992 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.6672     0.3477 0.520 0.472 0.008
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0592     0.8321 0.000 0.988 0.012
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.5968     0.3591 0.000 0.636 0.364
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0424     0.7076 0.992 0.000 0.008
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.5178     0.6019 0.256 0.744 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0424     0.7076 0.992 0.000 0.008
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0661     0.8325 0.004 0.988 0.008
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.5202     0.7436 0.772 0.220 0.008
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.5905     0.3966 0.000 0.648 0.352
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.6154     0.1914 0.000 0.592 0.408
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.5216     0.5994 0.260 0.740 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0829     0.8328 0.004 0.984 0.012
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0424     0.7159 0.992 0.008 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     2  0.3989     0.7480 0.124 0.864 0.012
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.6260     0.0453 0.000 0.552 0.448
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.6297     0.6290 0.640 0.352 0.008
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.5810     0.4224 0.000 0.664 0.336
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0592     0.8321 0.000 0.988 0.012
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     2  0.6669    -0.1518 0.468 0.524 0.008
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0592     0.8321 0.000 0.988 0.012
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2625     0.8422 0.000 0.084 0.916
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1129     0.8302 0.020 0.976 0.004
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0892     0.8585 0.000 0.020 0.980
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     2  0.6079     0.2614 0.388 0.612 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.5902     0.6569 0.680 0.316 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0829     0.8328 0.004 0.984 0.012
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.6398     0.4691 0.580 0.416 0.004
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1163     0.8262 0.028 0.972 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0892     0.8585 0.000 0.020 0.980
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.4931     0.6371 0.232 0.768 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0592     0.8321 0.000 0.988 0.012
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.2400     0.7427 0.932 0.064 0.004
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0592     0.8325 0.000 0.988 0.012
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1753     0.8168 0.000 0.952 0.048
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.5591     0.4984 0.304 0.696 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     2  0.6180     0.3980 0.332 0.660 0.008
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1289     0.8248 0.032 0.968 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.4235     0.7146 0.176 0.824 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0592     0.8321 0.000 0.988 0.012
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0424     0.7076 0.992 0.000 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0424     0.7076 0.992 0.000 0.008
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.3644     0.7557 0.872 0.124 0.004
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0661     0.8321 0.008 0.988 0.004
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0424     0.7076 0.992 0.000 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0424     0.7159 0.992 0.008 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1643     0.8202 0.000 0.956 0.044
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1129     0.8302 0.020 0.976 0.004
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1129     0.8302 0.020 0.976 0.004
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0829     0.8317 0.012 0.984 0.004
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4399     0.6870 0.000 0.812 0.188
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.1031     0.8291 0.000 0.976 0.024
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1170     0.8266 0.016 0.976 0.008
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0661     0.8321 0.008 0.988 0.004
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1878     0.8231 0.044 0.952 0.004
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0661     0.8321 0.008 0.988 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5905     0.5573 0.000 0.352 0.648
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.5325     0.6103 0.248 0.748 0.004
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0592     0.8327 0.000 0.988 0.012
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0829     0.7168 0.984 0.012 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0892     0.8585 0.000 0.020 0.980
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0475     0.8320 0.004 0.992 0.004
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0592     0.8321 0.000 0.988 0.012
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.3459     0.7724 0.096 0.892 0.012
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1015     0.8335 0.008 0.980 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0892     0.8585 0.000 0.020 0.980

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.2271    0.76123 0.052 0.928 0.008 0.012
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.7297    0.35990 0.288 0.560 0.012 0.140
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0967    0.78193 0.004 0.976 0.004 0.016
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1739    0.78192 0.016 0.952 0.008 0.024
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.1706    0.76950 0.000 0.948 0.036 0.016
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.3981    0.75483 0.036 0.860 0.068 0.036
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.7597    0.31976 0.264 0.536 0.012 0.188
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.7776    0.14408 0.356 0.472 0.016 0.156
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.2597    0.76592 0.040 0.916 0.004 0.040
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.7276    0.36887 0.276 0.568 0.012 0.144
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.7718    0.42869 0.504 0.268 0.008 0.220
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.8248   -0.09798 0.332 0.376 0.012 0.280
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5794    0.62447 0.144 0.728 0.008 0.120
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.5496    0.24137 0.000 0.604 0.372 0.024
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1042    0.77992 0.020 0.972 0.000 0.008
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2945    0.76328 0.012 0.904 0.052 0.032
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     4  0.4961    0.92776 0.448 0.000 0.000 0.552
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4683    0.70078 0.100 0.808 0.008 0.084
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     4  0.5888    0.71807 0.424 0.036 0.000 0.540
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1297    0.77954 0.020 0.964 0.000 0.016
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     4  0.4955    0.92921 0.444 0.000 0.000 0.556
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.7889    0.25786 0.460 0.224 0.008 0.308
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5038    0.64271 0.000 0.296 0.684 0.020
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1182    0.78016 0.016 0.968 0.000 0.016
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.5253    0.52873 0.000 0.360 0.624 0.016
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     4  0.4967    0.92312 0.452 0.000 0.000 0.548
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0779    0.77942 0.000 0.980 0.004 0.016
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.8047    0.06425 0.304 0.448 0.012 0.236
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.4985   -0.80380 0.532 0.000 0.000 0.468
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.8282   -0.01485 0.324 0.400 0.016 0.260
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.6660    0.24913 0.592 0.120 0.000 0.288
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.5611    0.11169 0.000 0.564 0.412 0.024
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.4741   -0.48765 0.668 0.004 0.000 0.328
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.2909    0.75996 0.052 0.904 0.008 0.036
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.8219    0.25203 0.388 0.332 0.012 0.268
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1593    0.77800 0.024 0.956 0.004 0.016
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4963    0.66202 0.000 0.284 0.696 0.020
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.6578    0.52986 0.176 0.680 0.024 0.120
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.7232    0.36468 0.236 0.588 0.012 0.164
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     2  0.8161   -0.08197 0.348 0.396 0.012 0.244
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.8185   -0.00639 0.324 0.404 0.012 0.260
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.4865    0.62360 0.012 0.772 0.184 0.032
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.7232    0.36468 0.236 0.588 0.012 0.164
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1811    0.77823 0.020 0.948 0.004 0.028
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.5151   -0.80533 0.532 0.004 0.000 0.464
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.5349   -0.42423 0.640 0.024 0.000 0.336
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.8127    0.12673 0.324 0.452 0.020 0.204
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.5331    0.35417 0.000 0.644 0.332 0.024
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0804    0.78034 0.008 0.980 0.000 0.012
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.2284    0.77580 0.012 0.932 0.036 0.020
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.6685    0.29492 0.600 0.132 0.000 0.268
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.7922    0.23125 0.428 0.352 0.008 0.212
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0657    0.77916 0.000 0.984 0.004 0.012
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#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.5000    0.49818 0.772 0.128 0.000 0.100
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0804    0.78075 0.008 0.980 0.000 0.012
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.1443    0.78091 0.004 0.960 0.008 0.028
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     2  0.8126   -0.03577 0.332 0.416 0.012 0.240
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.4999   -0.84315 0.508 0.000 0.000 0.492
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.4420    0.72320 0.000 0.240 0.748 0.012
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.7236    0.37551 0.284 0.568 0.012 0.136
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.4139    0.50819 0.816 0.144 0.000 0.040
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.4549    0.48970 0.804 0.096 0.000 0.100
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.2882    0.46295 0.892 0.084 0.000 0.024
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0712    0.78036 0.008 0.984 0.004 0.004
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.2149    0.83488 0.000 0.088 0.912 0.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.3160    0.75457 0.060 0.892 0.008 0.040
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.6304    0.49520 0.684 0.164 0.008 0.144
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.2654    0.82518 0.000 0.108 0.888 0.004
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     4  0.4967    0.92866 0.452 0.000 0.000 0.548
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.7407    0.32281 0.304 0.540 0.012 0.144
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.7541    0.27525 0.320 0.516 0.012 0.152
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.2401    0.48363 0.904 0.092 0.000 0.004
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.5546    0.07472 0.680 0.052 0.000 0.268
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.8168    0.03269 0.312 0.436 0.016 0.236
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     4  0.5137    0.83478 0.452 0.004 0.000 0.544
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.2742    0.76389 0.040 0.912 0.008 0.040
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.4955    0.48866 0.000 0.708 0.268 0.024
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.7393    0.33169 0.292 0.548 0.012 0.148
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0712    0.78036 0.008 0.984 0.004 0.004
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.3485    0.50528 0.856 0.116 0.000 0.028
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     4  0.4972    0.92534 0.456 0.000 0.000 0.544
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.1510    0.77864 0.016 0.956 0.000 0.028
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.1297    0.77933 0.016 0.964 0.000 0.020
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.1022    0.84765 0.000 0.032 0.968 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.4391    0.70499 0.000 0.252 0.740 0.008
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0992    0.78165 0.012 0.976 0.004 0.008
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.5571    0.16598 0.000 0.580 0.396 0.024
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.3545    0.78433 0.000 0.164 0.828 0.008
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0921    0.84780 0.000 0.028 0.972 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.7393    0.33169 0.292 0.548 0.012 0.148
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.3763    0.80505 0.012 0.104 0.856 0.028
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.1059    0.77885 0.000 0.972 0.016 0.012
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.2987    0.49868 0.880 0.104 0.000 0.016
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.5237    0.53680 0.000 0.356 0.628 0.016
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.7232    0.36468 0.236 0.588 0.012 0.164
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0804    0.78034 0.008 0.980 0.000 0.012
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.4457    0.72159 0.092 0.828 0.016 0.064
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.4998   -0.79042 0.512 0.000 0.000 0.488
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.8020    0.07781 0.308 0.452 0.012 0.228
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.7226    0.44459 0.548 0.232 0.000 0.220
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.1892    0.77774 0.016 0.944 0.004 0.036
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.8016   -0.05944 0.380 0.404 0.012 0.204
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.5151   -0.80533 0.532 0.004 0.000 0.464
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.1526    0.77792 0.012 0.960 0.012 0.016
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.6016    0.47843 0.680 0.208 0.000 0.112
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.3367    0.50313 0.864 0.108 0.000 0.028
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.5233    0.35573 0.000 0.648 0.332 0.020
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.2297    0.77033 0.024 0.932 0.012 0.032
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.7675    0.23831 0.268 0.524 0.012 0.196
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.7216    0.38581 0.280 0.572 0.012 0.136
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.2329    0.45722 0.916 0.072 0.000 0.012
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0927    0.78102 0.008 0.976 0.000 0.016
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.5993    0.48317 0.692 0.148 0.000 0.160
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.5420    0.31273 0.000 0.624 0.352 0.024
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     4  0.4961    0.92776 0.448 0.000 0.000 0.552
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.6720    0.48819 0.236 0.636 0.012 0.116
#> 647EE729-B34A-41F0-85AB-207F8C24420B     4  0.4961    0.92776 0.448 0.000 0.000 0.552
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0672    0.78061 0.008 0.984 0.000 0.008
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.5434    0.12665 0.696 0.052 0.000 0.252
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.5941    0.34671 0.008 0.616 0.340 0.036
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.5571    0.16598 0.000 0.580 0.396 0.024
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.7809    0.20813 0.316 0.484 0.012 0.188
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0859    0.78095 0.008 0.980 0.004 0.008
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.4989   -0.80889 0.528 0.000 0.000 0.472
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     2  0.8078    0.02482 0.316 0.436 0.012 0.236
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.5657    0.01864 0.000 0.540 0.436 0.024
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.5436    0.43398 0.732 0.092 0.000 0.176
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.5291    0.38402 0.000 0.652 0.324 0.024
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.5906    0.49420 0.700 0.148 0.000 0.152
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2149    0.83545 0.000 0.088 0.912 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.2411    0.76761 0.040 0.920 0.000 0.040
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.7714    0.42295 0.524 0.240 0.012 0.224
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.6966    0.21579 0.540 0.132 0.000 0.328
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0859    0.78095 0.008 0.980 0.004 0.008
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.7889    0.25786 0.460 0.224 0.008 0.308
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2558    0.76700 0.036 0.920 0.008 0.036
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.7606    0.32736 0.260 0.536 0.012 0.192
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.5099   -0.56992 0.612 0.008 0.000 0.380
#> C543A527-3E25-4389-9722-E9325C733243     2  0.1911    0.77713 0.020 0.944 0.004 0.032
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1545    0.77194 0.000 0.952 0.040 0.008
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.8103    0.07382 0.312 0.432 0.012 0.244
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.7200    0.44597 0.552 0.228 0.000 0.220
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2742    0.76389 0.040 0.912 0.008 0.040
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.5495    0.63855 0.152 0.752 0.012 0.084
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     4  0.4961    0.93012 0.448 0.000 0.000 0.552
#> E9FC1686-028B-476C-B51B-4956213D874B     4  0.4961    0.92776 0.448 0.000 0.000 0.552
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.5543   -0.27880 0.660 0.032 0.004 0.304
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.1796    0.77612 0.032 0.948 0.004 0.016
#> B9535625-504A-4FCD-B341-2985AE72508A     4  0.4961    0.92169 0.448 0.000 0.000 0.552
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.4989   -0.80889 0.528 0.000 0.000 0.472
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2284    0.77580 0.012 0.932 0.036 0.020
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2411    0.76761 0.040 0.920 0.000 0.040
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.2411    0.76761 0.040 0.920 0.000 0.040
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.1697    0.77835 0.028 0.952 0.004 0.016
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4035    0.63116 0.000 0.804 0.176 0.020
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.1059    0.77885 0.000 0.972 0.016 0.012
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.2271    0.76123 0.052 0.928 0.008 0.012
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1796    0.77612 0.032 0.948 0.004 0.016
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4016    0.72853 0.080 0.844 0.004 0.072
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1796    0.77612 0.032 0.948 0.004 0.016
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5093    0.54650 0.000 0.348 0.640 0.012
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.8158    0.05798 0.304 0.420 0.012 0.264
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.2197    0.77186 0.024 0.936 0.012 0.028
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.5151   -0.80533 0.532 0.004 0.000 0.464
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0817    0.84806 0.000 0.024 0.976 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1297    0.77933 0.016 0.964 0.000 0.020
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0657    0.77916 0.000 0.984 0.004 0.012
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.7232    0.36468 0.236 0.588 0.012 0.164
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1362    0.78045 0.020 0.964 0.004 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0817    0.84806 0.000 0.024 0.976 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3194    0.72884 0.000 0.832 0.000 0.020 0.148
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6972   -0.08593 0.124 0.456 0.000 0.376 0.044
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0963    0.82470 0.000 0.964 0.000 0.036 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1484    0.82464 0.000 0.944 0.008 0.048 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.1485    0.80682 0.000 0.948 0.020 0.032 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.3773    0.77254 0.000 0.824 0.060 0.108 0.008
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     4  0.5330    0.42727 0.040 0.352 0.000 0.596 0.012
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.8086   -0.35774 0.096 0.356 0.000 0.260 0.288
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.83331 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.2377    0.79201 0.000 0.872 0.000 0.128 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.6459   -0.04277 0.108 0.472 0.000 0.400 0.020
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     4  0.5813    0.09711 0.020 0.048 0.000 0.472 0.460
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     4  0.3570    0.61840 0.044 0.124 0.000 0.828 0.004
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.4530    0.41908 0.008 0.612 0.000 0.376 0.004
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#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.5660    0.21683 0.000 0.568 0.360 0.060 0.012
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.7750   -0.13922 0.064 0.336 0.000 0.228 0.372
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0955    0.82307 0.000 0.968 0.000 0.028 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.2110    0.68736 0.912 0.000 0.000 0.072 0.016
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.2338    0.45152 0.004 0.112 0.000 0.000 0.884
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.5758    0.06572 0.000 0.524 0.404 0.060 0.012
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.6897    0.26245 0.396 0.004 0.000 0.320 0.280
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.5360    0.42159 0.000 0.636 0.296 0.056 0.012
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0404    0.81996 0.000 0.988 0.000 0.012 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.6744    0.16908 0.184 0.016 0.000 0.300 0.500
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0404    0.81996 0.000 0.988 0.000 0.012 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.1638    0.81262 0.000 0.064 0.932 0.004 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.2329    0.79452 0.000 0.876 0.000 0.124 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.83331 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     4  0.6389    0.36220 0.056 0.068 0.000 0.568 0.308
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.6556    0.33291 0.512 0.036 0.000 0.356 0.096
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0955    0.82307 0.000 0.968 0.000 0.028 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     4  0.6338    0.26091 0.352 0.072 0.000 0.536 0.040
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2329    0.79392 0.000 0.876 0.000 0.124 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.83331 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     4  0.4325    0.48639 0.004 0.300 0.000 0.684 0.012
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0162    0.82123 0.000 0.996 0.000 0.004 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.4291    0.67687 0.772 0.000 0.000 0.136 0.092
#> C543A527-3E25-4389-9722-E9325C733243     2  0.2124    0.80927 0.000 0.900 0.004 0.096 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1124    0.81202 0.000 0.960 0.036 0.004 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     4  0.3399    0.61291 0.012 0.172 0.000 0.812 0.004
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.5668    0.11486 0.036 0.028 0.000 0.376 0.560
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2424    0.78917 0.000 0.868 0.000 0.132 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.5064    0.55686 0.048 0.688 0.000 0.248 0.016
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0404    0.81996 0.000 0.988 0.000 0.012 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0703    0.66927 0.976 0.000 0.000 0.024 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0510    0.66149 0.984 0.000 0.000 0.016 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.5203    0.62827 0.708 0.008 0.000 0.140 0.144
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.1908    0.81023 0.000 0.908 0.000 0.092 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0880    0.67087 0.968 0.000 0.000 0.032 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.2110    0.68736 0.912 0.000 0.000 0.072 0.016
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2426    0.81492 0.000 0.900 0.036 0.064 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2329    0.79452 0.000 0.876 0.000 0.124 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.2329    0.79452 0.000 0.876 0.000 0.124 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2011    0.81337 0.000 0.908 0.000 0.088 0.004
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4250    0.67393 0.000 0.784 0.152 0.052 0.012
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.1012    0.82255 0.000 0.968 0.012 0.020 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.3194    0.72884 0.000 0.832 0.000 0.020 0.148
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1851    0.81195 0.000 0.912 0.000 0.088 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3424    0.68598 0.000 0.760 0.000 0.240 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1851    0.81195 0.000 0.912 0.000 0.088 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5186    0.53247 0.000 0.320 0.624 0.052 0.004
#> A280A4AF-0687-40CA-8804-C6173B33E732     4  0.5958    0.45248 0.008 0.144 0.000 0.612 0.236
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.2006    0.79246 0.000 0.916 0.000 0.012 0.072
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2171    0.68960 0.912 0.000 0.000 0.064 0.024
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.83331 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1478    0.81931 0.000 0.936 0.000 0.064 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0404    0.81996 0.000 0.988 0.000 0.012 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.4313    0.25221 0.000 0.356 0.000 0.008 0.636
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1571    0.82023 0.000 0.936 0.004 0.060 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.83331 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3608    0.71720 0.040 0.808 0.000 0.000 0.132 0.020
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6939   -0.09962 0.236 0.412 0.000 0.044 0.008 0.300
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1226    0.81334 0.004 0.952 0.000 0.004 0.000 0.040
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1655    0.81321 0.008 0.932 0.008 0.000 0.000 0.052
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.1879    0.79251 0.000 0.932 0.016 0.008 0.016 0.028
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.4293    0.75799 0.024 0.796 0.048 0.008 0.020 0.104
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.6373    0.47033 0.200 0.276 0.000 0.020 0.008 0.496
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.7995   -0.31930 0.304 0.320 0.000 0.028 0.152 0.196
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0146    0.82137 0.000 0.000 0.996 0.000 0.000 0.004
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.2933    0.77645 0.016 0.848 0.000 0.008 0.004 0.124
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.6755   -0.02494 0.212 0.440 0.000 0.036 0.008 0.304
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.6335    0.09263 0.544 0.016 0.000 0.024 0.176 0.240
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.4661    0.68008 0.192 0.048 0.000 0.028 0.008 0.724
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5578    0.33908 0.100 0.552 0.000 0.012 0.004 0.332
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.5683    0.29410 0.000 0.584 0.312 0.016 0.048 0.040
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1642    0.81137 0.004 0.936 0.000 0.000 0.028 0.032
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3240    0.78401 0.004 0.864 0.028 0.012 0.032 0.060
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     4  0.3733    0.82580 0.288 0.000 0.000 0.700 0.004 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4676    0.57546 0.060 0.664 0.000 0.004 0.004 0.268
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     4  0.6171    0.70731 0.288 0.012 0.000 0.548 0.032 0.120
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1542    0.80894 0.008 0.936 0.000 0.000 0.004 0.052
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.82240 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     4  0.3626    0.83135 0.288 0.000 0.000 0.704 0.004 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.6431    0.27491 0.360 0.020 0.000 0.176 0.008 0.436
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5482    0.56752 0.000 0.264 0.632 0.016 0.048 0.040
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1542    0.80965 0.004 0.936 0.000 0.000 0.008 0.052
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.5723    0.48729 0.000 0.324 0.572 0.016 0.048 0.040
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     4  0.4395    0.81718 0.280 0.000 0.000 0.676 0.016 0.028
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0881    0.80619 0.000 0.972 0.000 0.008 0.008 0.012
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.4348    0.73596 0.268 0.056 0.000 0.000 0.676 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     4  0.3872    0.77538 0.392 0.000 0.000 0.604 0.004 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.4708    0.69546 0.184 0.064 0.004 0.020 0.004 0.724
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.6021    0.24424 0.520 0.000 0.000 0.312 0.140 0.028
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.5803    0.17729 0.000 0.544 0.352 0.016 0.044 0.044
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.3950   -0.39443 0.564 0.000 0.000 0.432 0.004 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0862    0.80524 0.000 0.972 0.000 0.004 0.008 0.016
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.3113    0.76174 0.020 0.828 0.000 0.004 0.004 0.144
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.6440    0.56133 0.368 0.040 0.000 0.048 0.488 0.056
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1901    0.80398 0.008 0.912 0.000 0.000 0.004 0.076
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0862    0.80524 0.000 0.972 0.000 0.004 0.008 0.016
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.5358    0.58464 0.000 0.252 0.648 0.016 0.048 0.036
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.6596   -0.31873 0.144 0.428 0.012 0.012 0.388 0.016
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.6064    0.54493 0.192 0.300 0.000 0.004 0.496 0.008
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.4138    0.66751 0.320 0.000 0.000 0.020 0.656 0.004
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.4570    0.69608 0.184 0.064 0.000 0.020 0.004 0.728
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.5250    0.64832 0.004 0.728 0.124 0.028 0.048 0.068
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.6064    0.54493 0.192 0.300 0.000 0.004 0.496 0.008
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.2256    0.80240 0.004 0.892 0.004 0.008 0.000 0.092
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     4  0.4265    0.78838 0.384 0.000 0.000 0.596 0.004 0.016
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.4351   -0.34223 0.564 0.000 0.000 0.416 0.008 0.012
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.5270    0.68039 0.256 0.108 0.008 0.004 0.000 0.624
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0862    0.80524 0.000 0.972 0.000 0.004 0.008 0.016
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0862    0.80524 0.000 0.972 0.000 0.004 0.008 0.016
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0767    0.80573 0.000 0.976 0.000 0.004 0.008 0.012
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.5556    0.38981 0.000 0.616 0.280 0.016 0.048 0.040
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1333    0.81003 0.000 0.944 0.000 0.000 0.008 0.048
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0767    0.80573 0.000 0.976 0.000 0.004 0.008 0.012
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.2492    0.80442 0.000 0.888 0.036 0.008 0.000 0.068
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5974    0.30214 0.540 0.000 0.000 0.288 0.144 0.028
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6  0.5509    0.58448 0.380 0.056 0.000 0.028 0.004 0.532
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0862    0.80524 0.000 0.972 0.000 0.004 0.008 0.016
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.2384    0.78259 0.032 0.900 0.000 0.004 0.056 0.008
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0820    0.80984 0.000 0.972 0.000 0.000 0.012 0.016
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.2635    0.80336 0.000 0.884 0.036 0.008 0.004 0.068
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.1410    0.81167 0.004 0.944 0.000 0.008 0.000 0.044
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2068    0.81243 0.004 0.916 0.008 0.008 0.004 0.060
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0862    0.80524 0.000 0.972 0.000 0.004 0.008 0.016
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.2356    0.79571 0.004 0.884 0.000 0.008 0.004 0.100
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.3463    0.75134 0.020 0.016 0.848 0.008 0.024 0.084
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.6017    0.28247 0.532 0.000 0.000 0.292 0.148 0.028
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.4211    0.66872 0.312 0.000 0.000 0.020 0.660 0.008
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0748    0.80722 0.000 0.976 0.000 0.004 0.004 0.016
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     4  0.4267    0.81848 0.272 0.000 0.000 0.688 0.012 0.028
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.3564    0.76575 0.024 0.812 0.000 0.008 0.016 0.140
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.1082    0.62315 0.956 0.000 0.000 0.040 0.004 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.3973    0.65073 0.000 0.768 0.180 0.004 0.028 0.020
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     4  0.4288    0.81959 0.276 0.000 0.000 0.684 0.012 0.028
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.2009    0.80092 0.004 0.904 0.000 0.008 0.000 0.084
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.1148    0.81030 0.000 0.960 0.000 0.004 0.016 0.020
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     2  0.7885   -0.25062 0.284 0.352 0.000 0.028 0.124 0.212
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.5025    0.54837 0.000 0.692 0.216 0.016 0.040 0.036
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0881    0.63645 0.972 0.000 0.000 0.008 0.008 0.012
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0000    0.82240 0.000 0.000 1.000 0.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0820    0.80984 0.000 0.972 0.000 0.000 0.012 0.016
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.5045    0.56272 0.000 0.700 0.200 0.016 0.044 0.040
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#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.2384    0.78259 0.032 0.900 0.000 0.004 0.056 0.008
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     4  0.4265    0.78838 0.384 0.000 0.000 0.596 0.004 0.016
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.82240 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1615    0.80771 0.004 0.928 0.000 0.000 0.004 0.064
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0976    0.80462 0.000 0.968 0.000 0.008 0.008 0.016
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.6064    0.54493 0.192 0.300 0.000 0.004 0.496 0.008
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1750    0.80881 0.008 0.928 0.004 0.004 0.000 0.056
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.82240 0.000 0.000 1.000 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)

plot of chunk tab-CV-hclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-CV-hclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-CV-hclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-CV-hclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-CV-hclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-CV-hclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-CV-hclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-CV-hclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-CV-hclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-CV-hclust-membership-heatmap-5

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)

plot of chunk tab-CV-hclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-CV-hclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-CV-hclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-CV-hclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-CV-hclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-CV-hclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-CV-hclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-CV-hclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-CV-hclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-CV-hclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk CV-hclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-CV-hclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-CV-hclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-CV-hclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-CV-hclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-CV-hclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk CV-hclust-collect-classes

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.


CV:kmeans

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 17630 rows and 500 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 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)

plot of chunk CV-kmeans-collect-plots

The plots are:

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:

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)

plot of chunk CV-kmeans-select-partition-number

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 0.726           0.939       0.949         0.4614 0.524   0.524
#> 3 3 0.766           0.916       0.934         0.3275 0.809   0.651
#> 4 4 0.682           0.656       0.810         0.1442 0.952   0.877
#> 5 5 0.687           0.570       0.680         0.0844 0.800   0.481
#> 6 6 0.719           0.705       0.810         0.0554 0.900   0.598

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.4939     0.9503 0.108 0.892
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9776 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4562     0.9529 0.096 0.904
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.4562     0.9529 0.096 0.904
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.2043     0.9355 0.032 0.968
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.4562     0.9529 0.096 0.904
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0376     0.9738 0.996 0.004
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9776 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9251 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4939     0.9503 0.108 0.892
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9776 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9776 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9776 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.4939     0.9503 0.108 0.892
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9251 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.4939     0.9503 0.108 0.892
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.4562     0.9529 0.096 0.904
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9776 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4939     0.9503 0.108 0.892
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9776 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4939     0.9503 0.108 0.892
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9251 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9776 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9776 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9251 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.4939     0.9503 0.108 0.892
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9251 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9776 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4815     0.9513 0.104 0.896
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.9896     0.3623 0.440 0.560
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9776 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.9286     0.5899 0.344 0.656
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9776 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9251 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9776 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.4939     0.9503 0.108 0.892
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4939     0.9503 0.108 0.892
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9776 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.4939     0.9503 0.108 0.892
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.4562     0.9529 0.096 0.904
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000     0.9251 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.4562     0.9529 0.096 0.904
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.5946     0.9173 0.144 0.856
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9776 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9776 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.9251 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.4939     0.9503 0.108 0.892
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.4562     0.9529 0.096 0.904
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9776 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9776 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4939     0.9503 0.108 0.892
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.4562     0.9529 0.096 0.904
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.4562     0.9529 0.096 0.904
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.4939     0.9503 0.108 0.892
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000     0.9251 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.4939     0.9503 0.108 0.892
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.4562     0.9529 0.096 0.904
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.4562     0.9529 0.096 0.904
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9776 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9776 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.4562     0.9529 0.096 0.904
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.4939     0.9503 0.108 0.892
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.4939     0.9503 0.108 0.892
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.4562     0.9529 0.096 0.904
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.4562     0.9529 0.096 0.904
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.4562     0.9529 0.096 0.904
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.2948     0.9417 0.052 0.948
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.4939     0.9503 0.108 0.892
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000     0.9251 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9776 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9776 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.4562     0.9529 0.096 0.904
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9776 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.4562     0.9529 0.096 0.904
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9776 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9251 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9776 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.4939     0.9503 0.108 0.892
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.4939     0.9503 0.108 0.892
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9776 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.1843     0.9343 0.028 0.972
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9776 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.9323     0.5642 0.652 0.348
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.4939     0.9503 0.108 0.892
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9251 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.4939     0.9503 0.108 0.892
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000     0.9251 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9776 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.4815     0.9513 0.104 0.896
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.4939     0.9503 0.108 0.892
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.4939     0.9503 0.108 0.892
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.9988    -0.0814 0.520 0.480
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.4690     0.9522 0.100 0.900
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000     0.9251 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9776 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000     0.9251 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.9963    -0.0241 0.536 0.464
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.4939     0.9503 0.108 0.892
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9776 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.4939     0.9503 0.108 0.892
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.6148     0.9090 0.152 0.848
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9776 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9776 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.4562     0.9529 0.096 0.904
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4562     0.9529 0.096 0.904
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.4939     0.9503 0.108 0.892
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.4939     0.9503 0.108 0.892
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.2778     0.9405 0.048 0.952
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#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9776 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9776 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.4939     0.9503 0.108 0.892
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9776 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.4939     0.9503 0.108 0.892
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9251 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.1184     0.9622 0.984 0.016
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.4562     0.9529 0.096 0.904
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9776 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.4815     0.9513 0.104 0.896
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.4562     0.9529 0.096 0.904
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.2778     0.9285 0.952 0.048
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9776 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.4939     0.9503 0.108 0.892
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.4939     0.9503 0.108 0.892
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.4939     0.9503 0.108 0.892
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9776 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9776 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9776 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4939     0.9503 0.108 0.892
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9776 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9776 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.4562     0.9529 0.096 0.904
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.4815     0.9513 0.104 0.896
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4939     0.9503 0.108 0.892
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4939     0.9503 0.108 0.892
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9251 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.4562     0.9529 0.096 0.904
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.4939     0.9503 0.108 0.892
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4939     0.9503 0.108 0.892
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4939     0.9503 0.108 0.892
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4939     0.9503 0.108 0.892
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9251 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9776 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4939     0.9503 0.108 0.892
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9776 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9251 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.4939     0.9503 0.108 0.892
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.4562     0.9529 0.096 0.904
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.5059     0.9473 0.112 0.888
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.4562     0.9529 0.096 0.904
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9251 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9616 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.1529     0.9294 0.960 0.000 0.040
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9616 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9616 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9616 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9616 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.7979     0.1797 0.500 0.440 0.060
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.7848     0.5915 0.640 0.264 0.096
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.3619     0.9705 0.000 0.136 0.864
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9616 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.2625     0.9322 0.916 0.000 0.084
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.3551     0.9204 0.868 0.000 0.132
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.1529     0.9294 0.960 0.000 0.040
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2689     0.8925 0.032 0.932 0.036
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.1753     0.9124 0.000 0.952 0.048
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9616 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9616 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0237     0.9364 0.996 0.000 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9616 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.1529     0.9275 0.960 0.000 0.040
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9616 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.3619     0.9705 0.000 0.136 0.864
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.1289     0.9301 0.968 0.000 0.032
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1529     0.9275 0.960 0.000 0.040
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3619     0.9705 0.000 0.136 0.864
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9616 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.6126     0.5766 0.000 0.400 0.600
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0424     0.9359 0.992 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9616 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.7603     0.5293 0.236 0.668 0.096
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0237     0.9364 0.996 0.000 0.004
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.5229     0.8188 0.828 0.068 0.104
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0237     0.9364 0.996 0.000 0.004
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4750     0.8900 0.000 0.216 0.784
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0237     0.9364 0.996 0.000 0.004
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9616 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9616 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.2796     0.9300 0.908 0.000 0.092
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9616 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9616 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.3619     0.9705 0.000 0.136 0.864
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9616 0.000 1.000 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.3112     0.8563 0.004 0.900 0.096
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.2878     0.9255 0.904 0.000 0.096
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.1643     0.9301 0.956 0.000 0.044
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.3412     0.8144 0.000 0.876 0.124
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.2860     0.8700 0.004 0.912 0.084
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9616 0.000 1.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0237     0.9364 0.996 0.000 0.004
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0237     0.9364 0.996 0.000 0.004
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.5047     0.7437 0.140 0.824 0.036
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9616 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9616 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9616 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.5529     0.7809 0.000 0.296 0.704
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9616 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9616 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9616 0.000 1.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.1163     0.9373 0.972 0.000 0.028
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.1411     0.9287 0.964 0.000 0.036
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9616 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000     0.9616 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9616 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.9616 0.000 1.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9616 0.000 1.000 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9616 0.000 1.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9616 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9616 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.3619     0.9705 0.000 0.136 0.864
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2356     0.9321 0.928 0.000 0.072
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.2878     0.9255 0.904 0.000 0.096
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9616 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1411     0.9288 0.964 0.000 0.036
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9616 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.2711     0.9281 0.912 0.000 0.088
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9616 0.000 1.000 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0237     0.9364 0.996 0.000 0.004
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9616 0.000 1.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9616 0.000 1.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.2448     0.9315 0.924 0.000 0.076
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.9616 0.000 1.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0237     0.9372 0.996 0.000 0.004
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.1411     0.8489 0.000 0.036 0.964
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9616 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9616 0.000 1.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9616 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.3619     0.9705 0.000 0.136 0.864
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.4256     0.9013 0.868 0.036 0.096
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9616 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9616 0.000 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9616 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.3692     0.8542 0.048 0.896 0.056
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9616 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.6295     0.3826 0.000 0.472 0.528
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.2878     0.9255 0.904 0.000 0.096
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.6244    -0.0677 0.000 0.560 0.440
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.4887     0.7907 0.060 0.844 0.096
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0892     0.9443 0.000 0.980 0.020
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0237     0.9364 0.996 0.000 0.004
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9616 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.7756     0.6777 0.672 0.200 0.128
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0237     0.9364 0.996 0.000 0.004
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.1529     0.9275 0.960 0.000 0.040
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000     0.9616 0.000 1.000 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000     0.9616 0.000 1.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9616 0.000 1.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9616 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000     0.9616 0.000 1.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.5397     0.8057 0.000 0.280 0.720
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0592     0.9352 0.988 0.000 0.012
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.2878     0.9255 0.904 0.000 0.096
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000     0.9616 0.000 1.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.3619     0.9705 0.000 0.136 0.864
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0237     0.9364 0.996 0.000 0.004
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0237     0.9372 0.996 0.000 0.004
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.2796     0.9268 0.908 0.000 0.092
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9616 0.000 1.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.3619     0.9705 0.000 0.136 0.864
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.3619     0.9705 0.000 0.136 0.864
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000     0.9616 0.000 1.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.1289     0.9378 0.968 0.000 0.032
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.1753     0.9309 0.952 0.000 0.048
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.1289     0.9374 0.968 0.000 0.032
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000     0.9616 0.000 1.000 0.000
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#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9616 0.000 1.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9616 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.2878     0.9255 0.904 0.000 0.096
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9616 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3619     0.9705 0.000 0.136 0.864
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9616 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.3619     0.9705 0.000 0.136 0.864
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3340     0.9240 0.880 0.000 0.120
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.1529     0.9275 0.960 0.000 0.040
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9616 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1529     0.9275 0.960 0.000 0.040
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9616 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.3619     0.9705 0.000 0.136 0.864
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.7497     0.5735 0.652 0.276 0.072
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9616 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0424     0.9359 0.992 0.000 0.008
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9616 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9616 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.7163     0.4817 0.628 0.332 0.040
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2959     0.9254 0.900 0.000 0.100
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0237     0.9581 0.000 0.996 0.004
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.1163     0.9344 0.000 0.972 0.028
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9616 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.1289     0.9301 0.968 0.000 0.032
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0237     0.9364 0.996 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0237     0.9364 0.996 0.000 0.004
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9616 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.1411     0.9288 0.964 0.000 0.036
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0237     0.9364 0.996 0.000 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9616 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9616 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9616 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9616 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9616 0.000 1.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9616 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0237     0.9580 0.000 0.996 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9616 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9616 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9616 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5138     0.8455 0.000 0.252 0.748
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.2356     0.9318 0.928 0.000 0.072
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9616 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0237     0.9364 0.996 0.000 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.3619     0.9705 0.000 0.136 0.864
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9616 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9616 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.3112     0.8563 0.004 0.900 0.096
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9616 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.3619     0.9705 0.000 0.136 0.864

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.5406     0.5958 0.740 0.076 0.004 0.180
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0707     0.7842 0.000 0.980 0.000 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1940     0.7729 0.000 0.924 0.000 0.076
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.4955     0.5728 0.000 0.556 0.000 0.444
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0921     0.7828 0.000 0.972 0.000 0.028
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6564     0.2794 0.156 0.648 0.004 0.192
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     4  0.7310     0.2896 0.152 0.408 0.000 0.440
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0376     0.9094 0.000 0.004 0.992 0.004
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.5788     0.6005 0.608 0.032 0.004 0.356
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     4  0.5161    -0.4333 0.476 0.000 0.004 0.520
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4155     0.6846 0.756 0.000 0.004 0.240
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1902     0.7388 0.000 0.932 0.004 0.064
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.5257     0.5630 0.000 0.548 0.008 0.444
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.4454     0.6876 0.000 0.692 0.000 0.308
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3208     0.6965 0.848 0.000 0.004 0.148
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0188     0.9099 0.000 0.004 0.996 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0817     0.7295 0.976 0.000 0.000 0.024
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3157     0.7001 0.852 0.000 0.004 0.144
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5126     0.4726 0.000 0.004 0.552 0.444
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.7689    -0.0518 0.000 0.236 0.320 0.444
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0336     0.7348 0.992 0.000 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.5515     0.3405 0.116 0.152 0.000 0.732
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.7085     0.3910 0.544 0.048 0.044 0.364
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.6658     0.3142 0.000 0.084 0.472 0.444
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.4222     0.6960 0.000 0.728 0.000 0.272
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.4985     0.4804 0.532 0.000 0.000 0.468
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.2714     0.8648 0.000 0.004 0.884 0.112
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.4356     0.6992 0.000 0.708 0.000 0.292
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.4843     0.3126 0.000 0.604 0.000 0.396
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.4948     0.4471 0.560 0.000 0.000 0.440
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.4220     0.6826 0.748 0.000 0.004 0.248
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.5755     0.5362 0.000 0.528 0.028 0.444
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.3528     0.7131 0.000 0.808 0.000 0.192
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.2469     0.7656 0.000 0.892 0.000 0.108
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4648     0.5626 0.040 0.784 0.004 0.172
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.7362    -0.1882 0.000 0.160 0.396 0.444
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.2469     0.7656 0.000 0.892 0.000 0.108
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3569     0.7103 0.804 0.000 0.000 0.196
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.3355     0.7037 0.836 0.000 0.004 0.160
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.3024     0.7319 0.000 0.852 0.000 0.148
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.1557     0.7774 0.000 0.944 0.000 0.056
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2408     0.7666 0.000 0.896 0.000 0.104
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.4776     0.6415 0.000 0.624 0.000 0.376
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.2714     0.8648 0.000 0.004 0.884 0.112
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.3266     0.6882 0.832 0.000 0.000 0.168
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.4948     0.4471 0.560 0.000 0.000 0.440
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1211     0.7237 0.960 0.000 0.000 0.040
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0707     0.7842 0.000 0.980 0.000 0.020
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.4193     0.6590 0.732 0.000 0.000 0.268
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.4955     0.5728 0.000 0.556 0.000 0.444
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.5548     0.4864 0.588 0.024 0.000 0.388
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.4955     0.5728 0.000 0.556 0.000 0.444
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.3123     0.7243 0.844 0.000 0.000 0.156
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0657     0.9074 0.000 0.004 0.984 0.012
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.3837     0.7058 0.000 0.776 0.000 0.224
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0188     0.9099 0.000 0.004 0.996 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     4  0.7084    -0.1717 0.436 0.124 0.000 0.440
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.1389     0.7548 0.000 0.952 0.000 0.048
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.7412     0.2316 0.000 0.504 0.296 0.200
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.4977     0.4291 0.540 0.000 0.000 0.460
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.7575    -0.2390 0.000 0.356 0.200 0.444
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.5250    -0.0275 0.008 0.552 0.000 0.440
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.1022     0.7664 0.000 0.968 0.000 0.032
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     4  0.7000     0.2251 0.172 0.228 0.004 0.596
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.3257     0.6975 0.844 0.000 0.004 0.152
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.2814     0.7447 0.000 0.868 0.000 0.132
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.3444     0.7194 0.000 0.816 0.000 0.184
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#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.4941     0.0104 0.000 0.564 0.000 0.436
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1022     0.7664 0.000 0.968 0.000 0.032
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0188     0.9099 0.000 0.004 0.996 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.3052     0.6957 0.860 0.000 0.004 0.136
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.4948     0.4471 0.560 0.000 0.000 0.440
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.4989     0.4173 0.528 0.000 0.000 0.472
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.3444     0.7427 0.000 0.816 0.000 0.184
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.7882     0.1363 0.444 0.264 0.004 0.288
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.4535     0.6772 0.704 0.000 0.004 0.292
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.4277     0.6541 0.720 0.000 0.000 0.280
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.4955     0.5728 0.000 0.556 0.000 0.444
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4888     0.5699 0.000 0.588 0.000 0.412
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.6060    -0.1358 0.044 0.516 0.000 0.440
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.1211     0.7609 0.000 0.960 0.000 0.040
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.4193     0.6590 0.732 0.000 0.000 0.268
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.4193     0.6590 0.732 0.000 0.000 0.268
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.5992     0.5188 0.000 0.516 0.040 0.444
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0336     0.7347 0.992 0.000 0.000 0.008
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.3123     0.7257 0.000 0.844 0.000 0.156
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.7047    -0.2746 0.000 0.120 0.436 0.444
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.6445    -0.2021 0.068 0.488 0.000 0.444
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.4941     0.4516 0.564 0.000 0.000 0.436
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.6200     0.5006 0.000 0.504 0.052 0.444
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0592     0.7325 0.984 0.000 0.000 0.016
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.3486     0.7164 0.000 0.812 0.000 0.188
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     4  0.5000    -0.4146 0.496 0.000 0.000 0.504
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.1743     0.8928 0.000 0.004 0.940 0.056
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0188     0.9099 0.000 0.004 0.996 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.5050     0.5824 0.588 0.000 0.004 0.408
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.3105     0.7026 0.856 0.000 0.004 0.140
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.2773     0.6903 0.880 0.000 0.004 0.116
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0188     0.9099 0.000 0.004 0.996 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.7828    -0.0344 0.420 0.360 0.004 0.216
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0592     0.7323 0.984 0.000 0.000 0.016
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.7438    -0.0560 0.296 0.520 0.004 0.180
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.5000     0.4017 0.504 0.000 0.000 0.496
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.4103     0.7013 0.000 0.744 0.000 0.256
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0817     0.7295 0.976 0.000 0.000 0.024
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.1022     0.7268 0.968 0.000 0.000 0.032
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3528     0.7173 0.000 0.808 0.000 0.192
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.7254     0.3520 0.000 0.300 0.524 0.176
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.4761     0.6404 0.664 0.000 0.004 0.332
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4477     0.6830 0.000 0.688 0.000 0.312
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.7370 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0188     0.9099 0.000 0.004 0.996 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.7867 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.4585     0.6762 0.000 0.668 0.000 0.332
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4907     0.2539 0.000 0.580 0.000 0.420
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1022     0.7821 0.000 0.968 0.000 0.032
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0188     0.9099 0.000 0.004 0.996 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.4030    0.77398 0.000 0.648 0.000 0.352 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6271    0.25317 0.440 0.412 0.000 0.000 0.148
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4457    0.74983 0.000 0.620 0.000 0.368 0.012
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.4559   -0.38334 0.000 0.480 0.000 0.512 0.008
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000    0.72939 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.4321    0.69898 0.000 0.600 0.000 0.396 0.004
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4525    0.18299 0.028 0.764 0.000 0.036 0.172
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.4547    0.54776 0.044 0.252 0.000 0.000 0.704
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0451    0.93080 0.000 0.000 0.988 0.008 0.004
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4416    0.76749 0.000 0.632 0.000 0.356 0.012
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.6647   -0.58148 0.224 0.392 0.000 0.000 0.384
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.5376    0.39701 0.080 0.308 0.000 0.000 0.612
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.6670    0.29197 0.436 0.308 0.000 0.000 0.256
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3355    0.56126 0.000 0.804 0.000 0.184 0.012
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1557    0.70806 0.000 0.000 0.008 0.940 0.052
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.4030    0.77398 0.000 0.648 0.000 0.352 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.2909    0.63399 0.000 0.140 0.000 0.848 0.012
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.66514 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4511    0.76415 0.000 0.628 0.000 0.356 0.016
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.6231    0.37117 0.532 0.288 0.000 0.000 0.180
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4416    0.76749 0.000 0.632 0.000 0.356 0.012
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.93259 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0703    0.65777 0.976 0.000 0.000 0.000 0.024
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.6298    0.36759 0.520 0.292 0.000 0.000 0.188
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.5155    0.03501 0.000 0.000 0.352 0.596 0.052
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.4045    0.77342 0.000 0.644 0.000 0.356 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.4360    0.50745 0.000 0.000 0.184 0.752 0.064
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0404    0.66267 0.988 0.000 0.000 0.000 0.012
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1410    0.75056 0.000 0.060 0.000 0.940 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.4774    0.57767 0.052 0.036 0.000 0.152 0.760
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0609    0.66358 0.980 0.020 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.7502   -0.37657 0.196 0.452 0.004 0.048 0.300
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.66514 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.4800    0.30060 0.000 0.000 0.272 0.676 0.052
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0963    0.65993 0.964 0.036 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.2966    0.57433 0.000 0.184 0.000 0.816 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4030    0.77398 0.000 0.648 0.000 0.352 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.4665    0.49401 0.148 0.112 0.000 0.000 0.740
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.4045    0.77342 0.000 0.644 0.000 0.356 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.1341    0.75054 0.000 0.056 0.000 0.944 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.2729    0.88887 0.000 0.000 0.884 0.060 0.056
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.4111    0.60083 0.000 0.120 0.000 0.788 0.092
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.4956    0.46275 0.000 0.316 0.000 0.048 0.636
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.3550    0.62237 0.236 0.004 0.000 0.000 0.760
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.6742    0.26435 0.408 0.316 0.000 0.000 0.276
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.1981    0.69841 0.000 0.000 0.016 0.920 0.064
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.6802    0.08047 0.000 0.372 0.000 0.328 0.300
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.5201   -0.23497 0.000 0.424 0.000 0.532 0.044
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.66514 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0510    0.66434 0.984 0.016 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4513    0.20306 0.008 0.744 0.000 0.048 0.200
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.1410    0.75056 0.000 0.060 0.000 0.940 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.1410    0.75056 0.000 0.060 0.000 0.940 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.1410    0.75056 0.000 0.060 0.000 0.940 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.4325    0.39977 0.000 0.000 0.240 0.724 0.036
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.4030    0.77398 0.000 0.648 0.000 0.352 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.1410    0.75056 0.000 0.060 0.000 0.940 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.4718   -0.28063 0.000 0.444 0.000 0.540 0.016
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.4060    0.29033 0.640 0.000 0.000 0.000 0.360
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.6582    0.31834 0.440 0.344 0.000 0.000 0.216
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.1341    0.75054 0.000 0.056 0.000 0.944 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.1410    0.75056 0.000 0.060 0.000 0.940 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.4045    0.77342 0.000 0.644 0.000 0.356 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.5594   -0.36032 0.000 0.436 0.000 0.492 0.072
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#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.4045    0.77342 0.000 0.644 0.000 0.356 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1341    0.75054 0.000 0.056 0.000 0.944 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.4907    0.48928 0.000 0.292 0.000 0.052 0.656
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.4182    0.69394 0.000 0.600 0.000 0.400 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.93259 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0260     0.8874 0.000 0.992 0.000 0.008 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     6  0.4996     0.6645 0.216 0.128 0.000 0.004 0.000 0.652
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0603     0.8842 0.000 0.980 0.000 0.000 0.016 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2806     0.7331 0.000 0.844 0.000 0.136 0.016 0.004
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.2340     0.8451 0.000 0.148 0.000 0.852 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1679     0.8491 0.000 0.936 0.000 0.036 0.016 0.012
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.3126     0.5652 0.000 0.248 0.000 0.000 0.000 0.752
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.2958     0.6586 0.008 0.160 0.000 0.008 0.824 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0713     0.8809 0.000 0.000 0.972 0.000 0.028 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0508     0.8875 0.000 0.984 0.000 0.000 0.004 0.012
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     6  0.3793     0.7322 0.080 0.020 0.000 0.004 0.084 0.812
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.4497     0.5912 0.016 0.000 0.000 0.060 0.212 0.712
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.3315     0.7521 0.200 0.000 0.000 0.000 0.020 0.780
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1908     0.8082 0.000 0.900 0.000 0.004 0.000 0.096
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.5946     0.7376 0.000 0.148 0.000 0.628 0.112 0.112
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4928     0.6914 0.000 0.304 0.000 0.628 0.040 0.028
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0508     0.8875 0.000 0.984 0.000 0.000 0.004 0.012
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6  0.3468     0.6937 0.284 0.000 0.000 0.000 0.004 0.712
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0547     0.7160 0.980 0.000 0.000 0.000 0.000 0.020
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.3405     0.7079 0.272 0.000 0.000 0.000 0.004 0.724
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.5864     0.5139 0.000 0.000 0.148 0.636 0.100 0.116
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.6981     0.5873 0.000 0.068 0.080 0.572 0.116 0.164
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0820     0.7186 0.972 0.000 0.000 0.012 0.000 0.016
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.2716     0.6959 0.028 0.008 0.000 0.096 0.868 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0547     0.7317 0.980 0.000 0.000 0.000 0.000 0.020
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.1390     0.6792 0.032 0.016 0.000 0.004 0.000 0.948
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0146     0.7309 0.996 0.000 0.000 0.004 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.6387     0.6127 0.000 0.048 0.100 0.636 0.104 0.112
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0937     0.7281 0.960 0.000 0.000 0.000 0.000 0.040
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.3371     0.7598 0.000 0.292 0.000 0.708 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.4570     0.1884 0.028 0.000 0.000 0.008 0.588 0.376
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.2823     0.8638 0.000 0.204 0.000 0.796 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.5200     0.7519 0.000 0.000 0.696 0.060 0.104 0.140
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.7148     0.6112 0.000 0.196 0.000 0.456 0.204 0.144
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.3432     0.5884 0.000 0.216 0.000 0.020 0.764 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.2092     0.7220 0.124 0.000 0.000 0.000 0.876 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.3189     0.7561 0.184 0.000 0.000 0.000 0.020 0.796
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.6710     0.6783 0.000 0.128 0.020 0.576 0.116 0.160
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.5603     0.2267 0.000 0.376 0.000 0.148 0.476 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.5268     0.4452 0.000 0.656 0.000 0.228 0.056 0.060
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0891     0.7314 0.968 0.000 0.000 0.008 0.000 0.024
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.2697     0.6186 0.000 0.188 0.000 0.000 0.000 0.812
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.6094     0.6658 0.000 0.064 0.084 0.668 0.084 0.100
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.4094     0.5204 0.000 0.712 0.000 0.252 0.020 0.016
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3717     0.3447 0.616 0.000 0.000 0.000 0.384 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6  0.3121     0.7453 0.180 0.000 0.000 0.004 0.012 0.804
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.2823     0.8638 0.000 0.204 0.000 0.796 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.5823     0.4747 0.000 0.636 0.000 0.112 0.088 0.164
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.3509     0.6650 0.000 0.788 0.000 0.180 0.016 0.016
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.3988     0.5352 0.000 0.720 0.000 0.248 0.016 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.2631     0.8587 0.000 0.180 0.000 0.820 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0725     0.8841 0.000 0.976 0.000 0.000 0.012 0.012
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.5359     0.7365 0.000 0.000 0.676 0.060 0.100 0.164
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2697     0.6204 0.812 0.000 0.000 0.000 0.188 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.2600     0.7212 0.124 0.000 0.000 0.008 0.860 0.008
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1225     0.6982 0.952 0.000 0.000 0.012 0.000 0.036
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0767     0.8834 0.000 0.976 0.000 0.004 0.012 0.008
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.6926     0.2486 0.408 0.000 0.000 0.108 0.352 0.132
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.4633     0.8055 0.000 0.148 0.000 0.736 0.080 0.036
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0363     0.7301 0.988 0.000 0.000 0.012 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0508     0.8875 0.000 0.984 0.000 0.000 0.004 0.012
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     5  0.2887     0.7308 0.112 0.020 0.000 0.008 0.856 0.004
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.6354     0.7019 0.000 0.148 0.000 0.580 0.116 0.156
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.6345     0.5116 0.576 0.000 0.000 0.108 0.184 0.132
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.2956     0.8282 0.000 0.000 0.840 0.000 0.040 0.120
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.6785     0.1867 0.000 0.512 0.000 0.208 0.116 0.164
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.2817     0.7346 0.072 0.052 0.000 0.008 0.868 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0146     0.8902 0.000 0.996 0.000 0.000 0.000 0.004
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.1285     0.8497 0.000 0.944 0.000 0.004 0.000 0.052
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.8171     0.0818 0.000 0.420 0.100 0.192 0.116 0.172
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.2462     0.7312 0.096 0.000 0.000 0.000 0.876 0.028
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.4806     0.7653 0.000 0.092 0.056 0.764 0.040 0.048
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.2346     0.6926 0.000 0.124 0.000 0.008 0.868 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.1285     0.8533 0.000 0.944 0.000 0.004 0.000 0.052
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0458     0.7319 0.984 0.000 0.000 0.000 0.000 0.016
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     6  0.1663     0.6983 0.000 0.000 0.000 0.000 0.088 0.912
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0260     0.7321 0.992 0.000 0.000 0.000 0.000 0.008
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     6  0.3608     0.7243 0.248 0.000 0.000 0.012 0.004 0.736
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.3290     0.8584 0.000 0.208 0.000 0.776 0.016 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4649     0.6037 0.000 0.732 0.000 0.152 0.032 0.084
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0914     0.8794 0.000 0.968 0.000 0.000 0.016 0.016
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.6560     0.2832 0.000 0.544 0.000 0.188 0.100 0.168
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     4  0.8094     0.0587 0.000 0.060 0.300 0.352 0.116 0.172
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0405     0.7258 0.988 0.000 0.000 0.004 0.000 0.008
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     5  0.5210     0.4983 0.212 0.000 0.000 0.100 0.660 0.028
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.2340     0.8451 0.000 0.148 0.000 0.852 0.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.5483     0.7276 0.000 0.000 0.664 0.060 0.112 0.164
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.5955     0.5450 0.616 0.000 0.000 0.108 0.188 0.088
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.6929     0.2380 0.404 0.000 0.000 0.108 0.356 0.132
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0260     0.8897 0.000 0.992 0.000 0.000 0.000 0.008
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.2793     0.8635 0.000 0.200 0.000 0.800 0.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     2  0.5660     0.2737 0.324 0.560 0.000 0.008 0.092 0.016
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     6  0.3295     0.7490 0.128 0.000 0.000 0.000 0.056 0.816
#> ED604501-C110-4693-820B-DE9FB648FEAA     6  0.5578     0.6353 0.144 0.000 0.000 0.108 0.084 0.664
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0146     0.8894 0.000 0.996 0.000 0.004 0.000 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.2432     0.7305 0.100 0.000 0.000 0.000 0.876 0.024
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.6272     0.7187 0.000 0.128 0.020 0.628 0.108 0.116
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0146     0.8894 0.000 0.996 0.000 0.004 0.000 0.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.5746     0.5262 0.000 0.000 0.148 0.648 0.100 0.104
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.2201     0.7107 0.900 0.000 0.000 0.052 0.000 0.048
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.6926     0.2486 0.408 0.000 0.000 0.108 0.352 0.132
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.5524     0.5777 0.660 0.000 0.000 0.088 0.176 0.076
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     3  0.5591     0.7208 0.000 0.000 0.652 0.060 0.120 0.168
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0603     0.8841 0.000 0.980 0.000 0.004 0.000 0.016
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#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.5200     0.7474 0.000 0.000 0.688 0.048 0.104 0.160
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.3290     0.8584 0.000 0.208 0.000 0.776 0.016 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.6926     0.2486 0.408 0.000 0.000 0.108 0.352 0.132
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.6751     0.5398 0.000 0.000 0.520 0.192 0.116 0.172
#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.2513     0.6799 0.000 0.140 0.000 0.008 0.852 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0146     0.8894 0.000 0.996 0.000 0.004 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1349     0.8546 0.000 0.940 0.000 0.000 0.004 0.056
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     6  0.3746     0.7055 0.272 0.000 0.000 0.012 0.004 0.712
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.2234     0.7225 0.124 0.000 0.000 0.004 0.872 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.3014     0.7113 0.056 0.000 0.000 0.016 0.860 0.068
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.4723     0.0458 0.000 0.564 0.000 0.396 0.020 0.020
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     6  0.3129     0.6758 0.024 0.152 0.000 0.000 0.004 0.820
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     6  0.5212     0.6745 0.120 0.000 0.000 0.108 0.072 0.700
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.6998     0.2278 0.396 0.000 0.000 0.108 0.352 0.144
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.2340     0.8451 0.000 0.148 0.000 0.852 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.5456     0.2593 0.000 0.128 0.000 0.500 0.372 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.2445     0.6962 0.004 0.120 0.000 0.008 0.868 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2036     0.8134 0.000 0.912 0.000 0.008 0.064 0.016
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.6926     0.2486 0.408 0.000 0.000 0.108 0.352 0.132
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0405     0.8887 0.000 0.988 0.000 0.000 0.004 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.6900     0.2528 0.412 0.000 0.000 0.108 0.352 0.128
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.6615     0.6870 0.000 0.136 0.012 0.576 0.116 0.160
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0146     0.8894 0.000 0.996 0.000 0.004 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0909     0.7316 0.968 0.000 0.000 0.012 0.000 0.020
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.6188     0.4047 0.000 0.596 0.000 0.132 0.100 0.172
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.6181     0.6589 0.000 0.064 0.084 0.660 0.088 0.104
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.3536     0.5518 0.000 0.252 0.000 0.008 0.736 0.004
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0146     0.8903 0.000 0.996 0.000 0.000 0.000 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.2346     0.7231 0.124 0.000 0.000 0.008 0.868 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.5155     0.7794 0.000 0.124 0.024 0.728 0.056 0.068
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.3701     0.6536 0.788 0.000 0.000 0.100 0.000 0.112
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6668     0.2525 0.000 0.532 0.000 0.188 0.112 0.168
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.5749     0.4662 0.044 0.000 0.000 0.108 0.600 0.248
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.4361     0.7913 0.000 0.000 0.764 0.032 0.104 0.100
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0622     0.8860 0.000 0.980 0.000 0.000 0.008 0.012
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     6  0.5375     0.6455 0.096 0.000 0.000 0.108 0.108 0.688
#> 0636DD62-C493-47CC-A120-9759FB6980CD     6  0.3819     0.7306 0.200 0.000 0.000 0.040 0.004 0.756
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     6  0.3390     0.6818 0.296 0.000 0.000 0.000 0.000 0.704
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0458     0.8872 0.000 0.984 0.000 0.000 0.000 0.016
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     6  0.3530     0.6655 0.028 0.160 0.000 0.008 0.004 0.800
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.1421     0.7173 0.944 0.000 0.000 0.028 0.000 0.028
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0914     0.8794 0.000 0.968 0.000 0.000 0.016 0.016
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.2793     0.8635 0.000 0.200 0.000 0.800 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.3453     0.6601 0.044 0.164 0.000 0.000 0.000 0.792
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.5996     0.2560 0.036 0.000 0.000 0.108 0.500 0.356
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0547     0.8849 0.000 0.980 0.000 0.000 0.000 0.020
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0146     0.8894 0.000 0.996 0.000 0.004 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.3737     0.5931 0.000 0.392 0.000 0.608 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0806     0.7152 0.972 0.000 0.000 0.008 0.000 0.020
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1594     0.7231 0.932 0.000 0.000 0.016 0.000 0.052
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.1074     0.7068 0.960 0.000 0.000 0.012 0.000 0.028
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.7311 1.000 0.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0717     0.8820 0.000 0.976 0.000 0.000 0.016 0.008
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0622     0.8860 0.000 0.980 0.000 0.000 0.008 0.012
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0363     0.8885 0.000 0.988 0.000 0.000 0.000 0.012
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.6580     0.2699 0.000 0.544 0.000 0.188 0.108 0.160
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.2854     0.8636 0.000 0.208 0.000 0.792 0.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0260     0.8874 0.000 0.992 0.000 0.008 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0508     0.8875 0.000 0.984 0.000 0.000 0.004 0.012
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.8661    -0.1086 0.000 0.312 0.240 0.160 0.116 0.172
#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.4472     0.7075 0.088 0.000 0.000 0.020 0.152 0.740
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.2941     0.8521 0.000 0.220 0.000 0.780 0.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0632     0.7310 0.976 0.000 0.000 0.000 0.000 0.024
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.8861 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.8908 0.000 1.000 0.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2793     0.8635 0.000 0.200 0.000 0.800 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.2667     0.6852 0.000 0.128 0.000 0.020 0.852 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0820     0.8756 0.000 0.972 0.000 0.016 0.012 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.8861 0.000 0.000 1.000 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)

plot of chunk tab-CV-kmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-CV-kmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-CV-kmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-CV-kmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-CV-kmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-CV-kmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-CV-kmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-CV-kmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-CV-kmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-CV-kmeans-membership-heatmap-5

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)

plot of chunk tab-CV-kmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-CV-kmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-CV-kmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-CV-kmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-CV-kmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-CV-kmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-CV-kmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-CV-kmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-CV-kmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-CV-kmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk CV-kmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-CV-kmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-CV-kmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-CV-kmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-CV-kmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-CV-kmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk CV-kmeans-collect-classes

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.


CV:skmeans*

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 17630 rows and 500 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 5.
#> 
#> 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)

plot of chunk CV-skmeans-collect-plots

The plots are:

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:

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)

plot of chunk CV-skmeans-select-partition-number

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           0.969       0.988         0.4865 0.513   0.513
#> 3 3 1.000           0.977       0.991         0.3426 0.795   0.615
#> 4 4 0.962           0.915       0.961         0.1141 0.895   0.711
#> 5 5 0.945           0.917       0.963         0.0719 0.933   0.761
#> 6 6 0.894           0.833       0.917         0.0472 0.949   0.779

suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:

suggest_best_k(res)
#> [1] 5
#> attr(,"optional")
#> [1] 2 3 4

There is also optional best \(k\) = 2 3 4 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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9912 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9827 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9912 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9912 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9912 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9912 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9827 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9827 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9912 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9912 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9827 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9827 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9827 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.9732     0.3368 0.596 0.404
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9912 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9912 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9912 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9827 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9912 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9827 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9912 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9912 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9827 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9827 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9912 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9912 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9912 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9827 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9912 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.0000     0.9827 1.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9827 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.0000     0.9827 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9827 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9912 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9827 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9912 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9912 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9827 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9912 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9912 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000     0.9912 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9912 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.8861     0.5593 0.304 0.696
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9827 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9827 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.9912 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.9912 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9912 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9827 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9827 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.2043     0.9515 0.968 0.032
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9912 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9912 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9912 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000     0.9912 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9912 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9912 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9912 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9827 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9827 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9912 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000     0.9912 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9912 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.9912 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9912 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9912 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9912 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9912 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000     0.9912 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9827 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9827 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9912 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9827 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9912 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9827 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9912 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9827 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9912 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9912 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9827 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.9912 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9827 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000     0.9827 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9912 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9912 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9912 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000     0.9912 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9827 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9912 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9912 0.000 1.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9912 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.5178     0.8579 0.884 0.116
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9912 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000     0.9912 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9827 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000     0.9912 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.0000     0.9827 1.000 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     1  0.9732     0.3368 0.596 0.404
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9827 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9912 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.0000     0.9827 1.000 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9827 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9827 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000     0.9912 0.000 1.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000     0.9912 0.000 1.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9912 0.000 1.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9912 0.000 1.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000     0.9912 0.000 1.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000     0.9912 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9827 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000     0.9827 1.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000     0.9912 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.0000     0.9912 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9827 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000     0.9827 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000     0.9827 1.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9912 0.000 1.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000     0.9912 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000     0.9912 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000     0.9912 0.000 1.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000     0.9827 1.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000     0.9827 1.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000     0.9827 1.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000     0.9912 0.000 1.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.0000     0.9827 1.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.0000     0.9912 0.000 1.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000     0.9912 0.000 1.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.0000     0.9912 0.000 1.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000     0.9827 1.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000     0.9827 1.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000     0.9827 1.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0000     0.9912 0.000 1.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000     0.9827 1.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     1  0.9933     0.1937 0.548 0.452
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.0000     0.9912 0.000 1.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000     0.9912 0.000 1.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000     0.9827 1.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0000     0.9912 0.000 1.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.1843     0.9634 0.028 0.972
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     1  0.9909     0.2195 0.556 0.444
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000     0.9827 1.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.7219     0.7448 0.200 0.800
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0000     0.9912 0.000 1.000
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0000     0.9827 1.000 0.000
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     2  0.0000     0.9912 0.000 1.000
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.0000     0.9912 0.000 1.000
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.0000     0.9827 1.000 0.000
#> 8DA59514-8B25-493E-B226-818F2521B5D5     1  0.0000     0.9827 1.000 0.000
#> C9EE359E-2F42-4D20-880D-FBF8B4953731     1  0.0000     0.9827 1.000 0.000
#> F90967A5-96C6-4669-BCFB-0C51F539B0E7     2  0.0000     0.9912 0.000 1.000
#> 2482156E-29A8-4B6B-91BD-219EAC9229B5     2  0.0000     0.9912 0.000 1.000
#> 4EA4A8AE-581A-4170-8062-99645CB41337     1  0.0000     0.9827 1.000 0.000
#> C584D193-A7DD-43B1-93ED-C46F4E3313F0     2  0.0000     0.9912 0.000 1.000
#> 2FBF997D-B138-4BB4-B51E-81CEF9C0C8A3     2  0.0000     0.9912 0.000 1.000
#> 0AF0D126-507C-4DE1-B9A2-A1B8F0A089FB     2  0.0000     0.9912 0.000 1.000
#> 077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C     2  0.0000     0.9912 0.000 1.000
#> 32CED7C6-C413-4B5C-8A49-8AA2C97E582D     2  0.0000     0.9912 0.000 1.000
#> 66FF1C46-83F0-4EEC-9871-448C8C7EA3AE     1  0.0000     0.9827 1.000 0.000
#> 89BE4270-8300-424E-A248-A0B00C3F5C1A     2  0.0000     0.9912 0.000 1.000
#> 0F8BE394-BA6A-401C-87D0-9B3CF50FB0C8     2  0.0000     0.9912 0.000 1.000
#> 008AE101-874B-4EB6-B811-3945E5ECCFD9     1  0.0000     0.9827 1.000 0.000
#> 67B5E93E-6F06-4247-86DD-A914279EFFC5     2  0.0000     0.9912 0.000 1.000
#> 1E2D87A6-48B8-47FA-A801-AFEA7E01E829     2  0.0000     0.9912 0.000 1.000
#> E3A67B7B-7427-4C11-912B-166451072767     2  0.0000     0.9912 0.000 1.000
#> BFC86E5F-1A88-4E87-A8C2-2434EC5D95BE     2  0.0000     0.9912 0.000 1.000
#> F226F6D3-DE88-4B15-A0F1-63EDB55E8F9D     1  0.0000     0.9827 1.000 0.000
#> DE370889-1057-4355-AFD8-CCFCDC6CD00F     1  0.0000     0.9827 1.000 0.000
#> 7E198F8E-BBAA-419D-8986-359C109FBE74     1  0.0000     0.9827 1.000 0.000
#> 8CDEDFEC-954A-4D01-AF6B-AF55CFE5FEAB     1  0.0000     0.9827 1.000 0.000
#> AA762299-102B-4E35-B4A5-A94A122EF9DB     1  0.0000     0.9827 1.000 0.000
#> 67719D37-8CC2-42B5-AF44-6D5AC258FDB1     1  0.0000     0.9827 1.000 0.000
#> 2C70D7BF-85C4-447B-B0F9-A129D6B49E77     2  0.0000     0.9912 0.000 1.000
#> BEC9AC40-7CCC-4396-8FAC-9BF05C549D84     2  0.0000     0.9912 0.000 1.000
#> 22C1A41D-014D-4EFB-AF5B-EFC3FEC1E936     1  0.0000     0.9827 1.000 0.000
#> 5F991EDF-3871-4111-9A04-BF6CA02648CA     2  0.0000     0.9912 0.000 1.000
#> 694B3BE3-104F-4D90-8733-4E99230EFAC6     2  0.0000     0.9912 0.000 1.000
#> C67163A8-8A5F-4398-AC65-167218B010CF     2  0.0000     0.9912 0.000 1.000
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#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0000     0.9912 0.000 1.000
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.0000     0.9912 0.000 1.000
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.0000     0.9827 1.000 0.000
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0000     0.9827 1.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     2  0.0000     0.9912 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000     0.9827 1.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.0000     0.9827 1.000 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0000     0.9912 0.000 1.000
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000     0.9827 1.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000     0.9912 0.000 1.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000     0.9912 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     2  0.9580     0.3772 0.380 0.620
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000     0.9912 0.000 1.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000     0.9827 1.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9827 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.0000     0.9912 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000     0.9827 1.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000     0.9912 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000     0.9827 1.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9827 1.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000     0.9827 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9912 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000     0.9912 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000     0.9912 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9912 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000     0.9912 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000     0.9912 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9827 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000     0.9912 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9827 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000     0.9827 1.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.0000     0.9827 1.000 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9827 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9827 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.0000     0.9827 1.000 0.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9827 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9912 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000     0.9912 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000     0.9827 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9912 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9827 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000     0.9912 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9827 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9912 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9912 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000     0.9912 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000     0.9912 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9912 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.9912 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000     0.9912 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000     0.9912 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000     0.9912 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9827 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000     0.9912 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000     0.9912 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9912 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9912 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9827 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000     0.9912 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.0000     0.9827 1.000 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9912 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9912 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.7674     0.7059 0.224 0.776
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000     0.9912 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9827 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9827 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9827 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9912 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000     0.9827 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9827 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000     0.9912 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9827 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9912 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9827 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.9912 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.3584     0.9206 0.068 0.932
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000     0.9827 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.0376     0.9789 0.996 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9827 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9912 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9827 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9912 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000     0.9912 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9827 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.9815     0.2921 0.580 0.420
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9827 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9912 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9827 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9912 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9912 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9827 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9912 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9827 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9827 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9912 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9827 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9912 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9912 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9827 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9912 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9912 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9912 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9912 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9827 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9827 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9912 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9827 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9912 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9912 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9827 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9912 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9827 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9912 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9912 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000     0.9827 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9827 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9912 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.9909     0.2195 0.556 0.444
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9912 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9827 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9827 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9827 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9912 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9827 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9827 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9912 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9912 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9912 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9912 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9912 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9912 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9912 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9912 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9912 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9912 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9912 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9827 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9912 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9827 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9912 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9912 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9912 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.7883     0.6875 0.236 0.764
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9912 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9912 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.989 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.992 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.989 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.989 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.6111      0.351 0.000 0.604 0.396
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.989 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0237      0.988 0.996 0.004 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.992 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000      0.989 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.989 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.992 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.992 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.992 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.989 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000      0.989 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.989 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.989 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.992 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.989 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.992 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.989 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000      0.989 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.992 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.992 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000      0.989 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.989 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000      0.989 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.992 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.989 0.000 1.000 0.000
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#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000      0.992 1.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.0000      0.989 0.000 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.3752      0.828 0.856 0.144 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000      0.989 0.000 1.000 0.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000      0.992 1.000 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000      0.992 1.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000      0.992 1.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000      0.989 0.000 1.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000      0.989 0.000 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000      0.989 0.000 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000      0.989 0.000 1.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000      0.989 0.000 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000      0.989 0.000 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000      0.992 1.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000      0.989 0.000 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000      0.992 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.3482      0.848 0.872 0.128 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.3267      0.862 0.884 0.116 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000      0.992 1.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000      0.992 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.0000      0.992 1.000 0.000 0.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000      0.992 1.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000      0.989 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     3  0.0000      0.989 0.000 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.3941      0.813 0.844 0.156 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000      0.989 0.000 1.000 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000      0.992 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000      0.989 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000      0.992 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000      0.989 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000      0.989 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000      0.989 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0000      0.989 0.000 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000      0.989 0.000 1.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.0000      0.989 0.000 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000      0.989 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.0000      0.989 0.000 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000      0.989 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000      0.992 1.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000      0.989 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000      0.989 0.000 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000      0.989 0.000 1.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000      0.989 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000      0.992 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000      0.989 0.000 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.4504      0.756 0.196 0.804 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000      0.989 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000      0.989 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000      0.989 0.000 1.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000      0.989 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000      0.992 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000      0.992 1.000 0.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000      0.992 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000      0.989 0.000 1.000 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000      0.992 1.000 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000      0.992 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000      0.989 0.000 1.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000      0.992 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000      0.989 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000      0.992 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.3816      0.823 0.000 0.852 0.148
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0000      0.989 0.000 1.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000      0.992 1.000 0.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0237      0.984 0.004 0.996 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000      0.992 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000      0.989 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000      0.992 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000      0.989 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000      0.989 0.000 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000      0.992 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000      0.989 0.000 1.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000      0.992 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000      0.989 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000      0.992 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.0000      0.989 0.000 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.0000      0.989 0.000 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0592      0.980 0.988 0.012 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000      0.989 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000      0.992 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000      0.992 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.0000      0.989 0.000 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000      0.992 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.0000      0.989 0.000 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000      0.989 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.992 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.989 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000      0.989 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.989 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000      0.989 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.992 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.992 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.989 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.992 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.989 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000      0.989 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.992 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.989 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.992 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.989 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.989 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0237      0.988 0.996 0.004 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.992 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.989 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000      0.989 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.989 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.992 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.992 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.992 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.989 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.992 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.992 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.989 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.989 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.989 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.989 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.1031      0.965 0.000 0.024 0.976
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.989 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.989 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.989 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.989 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.989 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000      0.989 0.000 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.992 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.989 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.992 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000      0.989 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.989 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.989 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.989 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.989 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000      0.989 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3873     0.6802 0.000 0.772 0.000 0.228
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.1284     0.8941 0.000 0.012 0.024 0.964
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.1389     0.9395 0.952 0.048 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.2816     0.9036 0.900 0.064 0.000 0.036
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9635 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4522     0.5468 0.000 0.000 0.320 0.680
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.1118     0.9134 0.000 0.036 0.000 0.964
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9635 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9635 0.000 0.000 1.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9635 0.000 0.000 1.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1118     0.9134 0.000 0.036 0.000 0.964
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.4996     0.0104 0.484 0.000 0.000 0.516
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.0000     0.9635 0.000 0.000 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9822 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4998    -0.0490 0.000 0.000 0.512 0.488
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#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4585     0.4884 0.000 0.332 0.000 0.668
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9663 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9635 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2852     0.7872 0.000 0.828 0.000 0.172 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0290     0.9580 0.992 0.008 0.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0404     0.9643 0.988 0.000 0.000 0.000 0.012
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.2020     0.9140 0.900 0.000 0.000 0.000 0.100
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3661     0.6154 0.000 0.000 0.276 0.724 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.3508     0.6289 0.252 0.000 0.748 0.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4297     0.0862 0.000 0.000 0.528 0.472 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.4192     0.3587 0.404 0.000 0.000 0.000 0.596
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.5885     0.3825 0.000 0.000 0.132 0.296 0.572
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.0566     0.9225 0.000 0.012 0.000 0.004 0.984
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.2645     0.8430 0.000 0.044 0.000 0.068 0.888
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0404     0.9642 0.988 0.000 0.000 0.000 0.012
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.2424     0.8153 0.868 0.132 0.000 0.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.4192     0.3299 0.000 0.000 0.404 0.596 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.1043     0.9053 0.000 0.040 0.960 0.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.3796     0.5432 0.000 0.300 0.000 0.700 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.2424     0.7876 0.000 0.132 0.000 0.868 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0703     0.9623 0.976 0.000 0.000 0.000 0.024
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.2179     0.9121 0.888 0.000 0.000 0.000 0.112
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     5  0.2020     0.8533 0.100 0.000 0.000 0.000 0.900
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.4304     0.0372 0.000 0.000 0.516 0.484 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0703     0.9624 0.976 0.000 0.000 0.000 0.024
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.0162     0.9453 0.000 0.004 0.996 0.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.3074     0.7421 0.000 0.000 0.196 0.804 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.2193     0.9127 0.900 0.000 0.008 0.000 0.092
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4015     0.4436 0.000 0.652 0.348 0.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.2471     0.8179 0.000 0.864 0.136 0.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     5  0.3508     0.6373 0.252 0.000 0.000 0.000 0.748
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.1908     0.9265 0.908 0.000 0.000 0.000 0.092
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.2179     0.9121 0.888 0.000 0.000 0.000 0.112
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.4287     0.1292 0.000 0.000 0.540 0.460 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     3  0.3857     0.5240 0.000 0.000 0.688 0.312 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.2074     0.9180 0.896 0.000 0.000 0.000 0.104
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.1410     0.9456 0.940 0.000 0.000 0.000 0.060
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     4  0.2424     0.8149 0.000 0.000 0.132 0.868 0.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.2020     0.9209 0.900 0.000 0.000 0.000 0.100
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.0162     0.9769 0.004 0.996 0.000 0.000 0.000
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
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#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0404     0.9642 0.988 0.000 0.000 0.000 0.012
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.3210     0.6997 0.000 0.212 0.788 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.4219     0.2959 0.000 0.000 0.416 0.584 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.0703     0.9181 0.024 0.000 0.000 0.000 0.976
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.0000     0.9342 0.000 0.000 0.000 0.000 1.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.3109     0.7365 0.000 0.000 0.200 0.800 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.2561     0.8811 0.856 0.000 0.000 0.000 0.144
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.1851     0.9255 0.912 0.000 0.000 0.000 0.088
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0510     0.9521 0.984 0.016 0.000 0.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2561     0.8810 0.856 0.000 0.000 0.000 0.144
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0880     0.9114 0.000 0.032 0.000 0.968 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.3109     0.7155 0.000 0.200 0.800 0.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9621 1.000 0.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0510     0.9645 0.984 0.000 0.000 0.000 0.016
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9424 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.0510     0.9206 0.000 0.000 0.000 0.016 0.984
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9806 0.000 1.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9493 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.3851     0.3950 0.540 0.000 0.000 0.000 0.000 0.460
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0363     0.9642 0.000 0.988 0.000 0.000 0.000 0.012
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2877     0.7826 0.000 0.820 0.000 0.168 0.000 0.012
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0146     0.9662 0.000 0.996 0.000 0.000 0.000 0.004
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.0713     0.8480 0.028 0.000 0.000 0.000 0.000 0.972
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.0291     0.9015 0.004 0.000 0.000 0.000 0.992 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0547     0.9622 0.000 0.980 0.000 0.000 0.000 0.020
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.2762     0.7605 0.804 0.000 0.000 0.000 0.000 0.196
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.4129     0.4390 0.424 0.000 0.000 0.000 0.012 0.564
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.1007     0.8585 0.044 0.000 0.000 0.000 0.000 0.956
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2378     0.8365 0.000 0.848 0.000 0.000 0.000 0.152
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3592     0.4539 0.000 0.000 0.344 0.656 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0547     0.9622 0.000 0.980 0.000 0.000 0.000 0.020
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6  0.1444     0.8438 0.072 0.000 0.000 0.000 0.000 0.928
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0363     0.9642 0.000 0.988 0.000 0.000 0.000 0.012
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.3592     0.6048 0.656 0.000 0.000 0.000 0.000 0.344
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.3782     0.0831 0.412 0.000 0.000 0.000 0.000 0.588
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.0000     0.9040 0.000 0.000 0.000 0.000 1.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.1267     0.7817 0.940 0.000 0.000 0.000 0.000 0.060
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.1745     0.8063 0.012 0.000 0.068 0.000 0.000 0.920
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.3747     0.3625 0.000 0.000 0.604 0.396 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0937     0.7799 0.960 0.000 0.000 0.000 0.000 0.040
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0146     0.9662 0.000 0.996 0.000 0.000 0.000 0.004
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.4899    -0.0249 0.060 0.000 0.000 0.000 0.488 0.452
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.2712     0.7855 0.000 0.000 0.088 0.048 0.864 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.0146     0.9021 0.000 0.004 0.000 0.000 0.996 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0146     0.9029 0.004 0.000 0.000 0.000 0.996 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.1007     0.8585 0.044 0.000 0.000 0.000 0.000 0.956
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.1418     0.8662 0.000 0.024 0.000 0.032 0.944 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.0909     0.9258 0.000 0.012 0.000 0.968 0.000 0.020
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.2793     0.7556 0.800 0.000 0.000 0.000 0.000 0.200
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.1421     0.8362 0.028 0.028 0.000 0.000 0.000 0.944
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.3869     0.0297 0.000 0.000 0.500 0.500 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0717     0.9325 0.000 0.008 0.000 0.976 0.000 0.016
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6  0.2883     0.7144 0.212 0.000 0.000 0.000 0.000 0.788
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.1391     0.8901 0.000 0.040 0.944 0.000 0.000 0.016
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.3364     0.6774 0.000 0.196 0.000 0.780 0.000 0.024
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.2094     0.8455 0.000 0.080 0.000 0.900 0.000 0.020
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0547     0.9622 0.000 0.980 0.000 0.000 0.000 0.020
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0146     0.9029 0.004 0.000 0.000 0.000 0.996 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.3868     0.2607 0.508 0.000 0.000 0.000 0.000 0.492
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0146     0.9662 0.000 0.996 0.000 0.000 0.000 0.004
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.1285     0.7591 0.944 0.000 0.000 0.000 0.052 0.004
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.3050     0.7430 0.764 0.000 0.000 0.000 0.000 0.236
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0547     0.9622 0.000 0.980 0.000 0.000 0.000 0.020
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
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#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.1204     0.8546 0.056 0.000 0.000 0.000 0.000 0.944
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1957     0.7757 0.888 0.000 0.000 0.000 0.000 0.112
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9443 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9508 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.0000     0.9040 0.000 0.000 0.000 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9668 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9443 0.000 0.000 1.000 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)

plot of chunk tab-CV-skmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-CV-skmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-CV-skmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-CV-skmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-CV-skmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-CV-skmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-CV-skmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-CV-skmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-CV-skmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-CV-skmeans-membership-heatmap-5

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)

plot of chunk tab-CV-skmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-CV-skmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-CV-skmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-CV-skmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-CV-skmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-CV-skmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-CV-skmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-CV-skmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-CV-skmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-CV-skmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk CV-skmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-CV-skmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-CV-skmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-CV-skmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-CV-skmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-CV-skmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk CV-skmeans-collect-classes

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.


CV:pam*

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 17630 rows and 500 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.
#>   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)

plot of chunk CV-pam-collect-plots

The plots are:

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:

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)

plot of chunk CV-pam-select-partition-number

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           0.980       0.987         0.4638 0.533   0.533
#> 3 3 0.941           0.948       0.977         0.2821 0.878   0.772
#> 4 4 0.777           0.712       0.870         0.1966 0.834   0.614
#> 5 5 0.772           0.696       0.873         0.0733 0.944   0.800
#> 6 6 0.823           0.766       0.876         0.0650 0.901   0.610

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0938      0.993 0.012 0.988
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6623      0.799 0.828 0.172
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0938      0.993 0.012 0.988
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0938      0.993 0.012 0.988
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0938      0.993 0.012 0.988
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0938      0.993 0.012 0.988
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.1414      0.987 0.020 0.980
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.5294      0.866 0.880 0.120
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000      0.988 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0938      0.993 0.012 0.988
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.1843      0.960 0.972 0.028
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.984 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.984 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0938      0.993 0.012 0.988
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.988 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0938      0.993 0.012 0.988
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0938      0.993 0.012 0.988
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.984 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0938      0.993 0.012 0.988
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.984 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0938      0.993 0.012 0.988
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000      0.988 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.984 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.984 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000      0.988 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0938      0.993 0.012 0.988
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000      0.988 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.984 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0938      0.993 0.012 0.988
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.0672      0.978 0.992 0.008
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.984 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.5737      0.860 0.864 0.136
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.984 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.988 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.984 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0938      0.993 0.012 0.988
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0938      0.993 0.012 0.988
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.984 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0938      0.993 0.012 0.988
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0938      0.993 0.012 0.988
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000      0.988 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0938      0.993 0.012 0.988
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.2236      0.973 0.036 0.964
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.984 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.984 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0376      0.990 0.004 0.996
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0938      0.993 0.012 0.988
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0938      0.993 0.012 0.988
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.984 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.984 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0938      0.993 0.012 0.988
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0938      0.993 0.012 0.988
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0938      0.993 0.012 0.988
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0938      0.993 0.012 0.988
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.988 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0938      0.993 0.012 0.988
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0938      0.993 0.012 0.988
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0938      0.993 0.012 0.988
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.984 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.984 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0938      0.993 0.012 0.988
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0938      0.993 0.012 0.988
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0938      0.993 0.012 0.988
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0938      0.993 0.012 0.988
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0938      0.993 0.012 0.988
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0938      0.993 0.012 0.988
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0938      0.993 0.012 0.988
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0938      0.993 0.012 0.988
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000      0.988 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.984 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.984 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0938      0.993 0.012 0.988
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.984 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0938      0.993 0.012 0.988
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.984 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0938      0.993 0.012 0.988
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.984 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0938      0.993 0.012 0.988
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0938      0.993 0.012 0.988
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.5178      0.870 0.884 0.116
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0938      0.993 0.012 0.988
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.984 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.1184      0.973 0.984 0.016
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0938      0.993 0.012 0.988
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0938      0.993 0.012 0.988
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0938      0.993 0.012 0.988
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.1633      0.971 0.024 0.976
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.984 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0938      0.993 0.012 0.988
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0938      0.993 0.012 0.988
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0938      0.993 0.012 0.988
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0938      0.993 0.012 0.988
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0938      0.993 0.012 0.988
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000      0.988 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.984 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000      0.988 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.0938      0.974 0.988 0.012
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0938      0.993 0.012 0.988
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.984 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0938      0.993 0.012 0.988
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.7528      0.733 0.784 0.216
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.984 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.984 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0938      0.993 0.012 0.988
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0938      0.993 0.012 0.988
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0938      0.993 0.012 0.988
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0938      0.993 0.012 0.988
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0938      0.993 0.012 0.988
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000      0.988 0.000 1.000
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#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0938      0.993 0.012 0.988
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000      0.988 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.8207      0.665 0.256 0.744
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0938      0.993 0.012 0.988
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.984 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0938      0.993 0.012 0.988
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0938      0.993 0.012 0.988
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0938      0.993 0.012 0.988
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.984 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0938      0.993 0.012 0.988
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0938      0.993 0.012 0.988
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0938      0.993 0.012 0.988
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.984 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.984 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.984 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0938      0.993 0.012 0.988
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.984 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.984 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0938      0.993 0.012 0.988
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0938      0.993 0.012 0.988
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0938      0.993 0.012 0.988
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0938      0.993 0.012 0.988
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0938      0.993 0.012 0.988
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0938      0.993 0.012 0.988
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0938      0.993 0.012 0.988
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0938      0.993 0.012 0.988
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0938      0.993 0.012 0.988
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0938      0.993 0.012 0.988
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.988 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0376      0.981 0.996 0.004
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0938      0.993 0.012 0.988
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.984 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000      0.988 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0938      0.993 0.012 0.988
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0938      0.993 0.012 0.988
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.1184      0.991 0.016 0.984
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0938      0.993 0.012 0.988
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000      0.988 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.971 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4750      0.708 0.784 0.216 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.971 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.971 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.971 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.971 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.0000      0.971 0.000 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4002      0.788 0.840 0.160 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000      0.998 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.971 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.3551      0.826 0.868 0.132 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.970 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.1411      0.937 0.964 0.036 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.971 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.2165      0.921 0.000 0.936 0.064
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.971 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.971 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.970 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.971 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0424      0.964 0.992 0.008 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.971 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000      0.998 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.970 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.970 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000      0.998 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.971 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.5216      0.686 0.000 0.740 0.260
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.970 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.971 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.1529      0.934 0.960 0.040 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.970 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.3816      0.801 0.852 0.148 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.970 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.5706      0.580 0.000 0.680 0.320
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.970 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.971 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.971 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.1753      0.925 0.952 0.048 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.971 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.971 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000      0.998 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000      0.971 0.000 1.000 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.1031      0.950 0.024 0.976 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.970 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.1289      0.941 0.968 0.032 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.1964      0.928 0.000 0.944 0.056
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000      0.971 0.000 1.000 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0237      0.968 0.000 0.996 0.004
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.970 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.970 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0237      0.968 0.004 0.996 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.971 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.971 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000      0.971 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.4702      0.757 0.000 0.788 0.212
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.971 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000      0.971 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.971 0.000 1.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.970 1.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.970 1.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.971 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000      0.971 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.971 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0237      0.968 0.000 0.996 0.004
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.971 0.000 1.000 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.971 0.000 1.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.971 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.971 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0237      0.994 0.000 0.004 0.996
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.970 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.970 1.000 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.971 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.970 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.971 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.970 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0424      0.966 0.000 0.992 0.008
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.970 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.971 0.000 1.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.971 0.000 1.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.4121      0.777 0.832 0.168 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.971 0.000 1.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.970 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.6079      0.383 0.612 0.000 0.388
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.971 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.971 0.000 1.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.971 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000      0.998 0.000 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.2066      0.912 0.940 0.060 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.971 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000      0.971 0.000 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.971 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0000      0.971 0.000 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.971 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.1964      0.928 0.000 0.944 0.056
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.970 1.000 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.4178      0.809 0.000 0.828 0.172
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.2356      0.899 0.928 0.072 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000      0.971 0.000 1.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.970 1.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.971 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.4750      0.693 0.784 0.216 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.970 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.970 1.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000      0.971 0.000 1.000 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000      0.971 0.000 1.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000      0.971 0.000 1.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000      0.971 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000      0.971 0.000 1.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.2959      0.887 0.000 0.900 0.100
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000      0.970 1.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000      0.970 1.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000      0.971 0.000 1.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.5706      0.580 0.000 0.680 0.320
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000      0.970 1.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000      0.970 1.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000      0.970 1.000 0.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000      0.971 0.000 1.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000      0.998 0.000 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000      0.998 0.000 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000      0.971 0.000 1.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     2  0.3340      0.842 0.120 0.880 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000      0.970 1.000 0.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000      0.970 1.000 0.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000      0.971 0.000 1.000 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.0000      0.970 1.000 0.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.1964      0.928 0.000 0.944 0.056
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000      0.971 0.000 1.000 0.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.5706      0.580 0.000 0.680 0.320
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000      0.970 1.000 0.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000      0.970 1.000 0.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000      0.970 1.000 0.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.4842      0.739 0.000 0.776 0.224
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#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.5098      0.651 0.248 0.752 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.971 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.970 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.971 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.971 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0000      0.971 0.000 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.970 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.971 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000      0.971 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.971 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.970 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.970 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.970 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.971 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.970 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.970 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.971 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.971 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.971 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.971 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.971 0.000 1.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.971 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.971 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.971 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.971 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.971 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.4842      0.739 0.000 0.776 0.224
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0592      0.960 0.988 0.012 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.971 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.970 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000      0.998 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.971 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.971 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.971 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.971 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000      0.998 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.4991    0.32191 0.388 0.608 0.000 0.004
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0707    0.78657 0.000 0.980 0.000 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3074    0.62308 0.000 0.848 0.000 0.152
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2868    0.64310 0.000 0.864 0.000 0.136
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.0376    0.79658 0.004 0.992 0.000 0.004
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.6532    0.30483 0.092 0.572 0.000 0.336
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.5000    0.03152 0.496 0.504 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.1022    0.93643 0.968 0.032 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1890    0.64360 0.000 0.056 0.008 0.936
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0469    0.79479 0.000 0.988 0.000 0.012
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4955    0.45763 0.000 0.444 0.000 0.556
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.1109    0.95095 0.968 0.004 0.000 0.028
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.2281    0.52895 0.000 0.000 0.096 0.904
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1798    0.59746 0.000 0.016 0.040 0.944
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1474    0.94475 0.948 0.000 0.000 0.052
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4948    0.10896 0.000 0.440 0.000 0.560
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.7808    0.02798 0.256 0.344 0.000 0.400
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.4776    0.71402 0.776 0.060 0.000 0.164
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.6023    0.50851 0.000 0.344 0.056 0.600
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.4855    0.29390 0.000 0.600 0.000 0.400
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.1305    0.92974 0.960 0.036 0.000 0.004
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4888    0.49086 0.000 0.000 0.588 0.412
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.1867    0.65127 0.000 0.072 0.000 0.928
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.5268    0.29449 0.012 0.592 0.000 0.396
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0895    0.94346 0.976 0.020 0.000 0.004
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.1792    0.65082 0.000 0.068 0.000 0.932
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.4843    0.30122 0.000 0.604 0.000 0.396
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.4972    0.44622 0.000 0.456 0.000 0.544
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.1389    0.94624 0.952 0.000 0.000 0.048
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.1022    0.95108 0.968 0.000 0.000 0.032
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.5151   -0.30738 0.004 0.532 0.000 0.464
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2408    0.64393 0.000 0.104 0.000 0.896
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.1792    0.64883 0.000 0.068 0.000 0.932
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.4981    0.03843 0.000 0.464 0.000 0.536
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.1798    0.63071 0.000 0.040 0.016 0.944
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4981    0.03843 0.000 0.464 0.000 0.536
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.4977   -0.29034 0.000 0.540 0.000 0.460
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0336    0.95601 0.992 0.000 0.000 0.008
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.4989    0.01935 0.000 0.472 0.000 0.528
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.4977    0.44058 0.000 0.460 0.000 0.540
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.4994    0.36451 0.000 0.480 0.000 0.520
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.4972   -0.27960 0.000 0.544 0.000 0.456
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0707    0.78710 0.000 0.980 0.000 0.020
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4925    0.45523 0.000 0.000 0.572 0.428
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.1022    0.95102 0.968 0.000 0.000 0.032
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.4992    0.41520 0.000 0.476 0.000 0.524
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.2345    0.70212 0.000 0.900 0.000 0.100
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.4972    0.44622 0.000 0.456 0.000 0.544
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.4855    0.29498 0.000 0.600 0.000 0.400
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.1118    0.77839 0.000 0.964 0.000 0.036
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     2  0.6808    0.31893 0.300 0.572 0.000 0.128
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.4972    0.44622 0.000 0.456 0.000 0.544
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0336    0.95601 0.992 0.000 0.000 0.008
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.4933    0.31035 0.568 0.000 0.432 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.4977    0.44056 0.000 0.460 0.000 0.540
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     2  0.6648    0.27274 0.372 0.536 0.000 0.092
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.2081    0.71875 0.000 0.916 0.000 0.084
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     4  0.4972    0.44622 0.000 0.456 0.000 0.544
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.1722    0.64042 0.000 0.048 0.008 0.944
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.6910    0.29333 0.324 0.548 0.000 0.128
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1474    0.94475 0.948 0.000 0.000 0.052
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.4188    0.77962 0.824 0.064 0.000 0.112
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.1474    0.94488 0.948 0.000 0.000 0.052
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.4972    0.44622 0.000 0.456 0.000 0.544
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4277    0.32297 0.000 0.720 0.000 0.280
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.2530    0.68149 0.000 0.888 0.000 0.112
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.3486    0.54279 0.000 0.812 0.000 0.188
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     4  0.5372    0.45119 0.000 0.444 0.012 0.544
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0707    0.95399 0.980 0.000 0.000 0.020
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     4  0.7332    0.39725 0.000 0.396 0.156 0.448
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0336    0.95601 0.992 0.000 0.000 0.008
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0336    0.95601 0.992 0.000 0.000 0.008
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000    0.88473 0.000 0.000 1.000 0.000
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#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.5070    0.26050 0.004 0.580 0.000 0.416
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.5816    0.28144 0.036 0.572 0.000 0.392
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0336    0.95601 0.992 0.000 0.000 0.008
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1302    0.76453 0.000 0.956 0.000 0.044
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0188    0.95645 0.996 0.000 0.000 0.004
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.3266    0.60724 0.000 0.168 0.000 0.832
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.4972    0.44622 0.000 0.456 0.000 0.544
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.3907    0.55340 0.000 0.768 0.000 0.232
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.1022    0.95102 0.968 0.000 0.000 0.032
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.4977    0.44056 0.000 0.460 0.000 0.540
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.1767    0.59128 0.000 0.012 0.044 0.944
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.1109    0.77417 0.028 0.968 0.000 0.004
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.4830    0.30746 0.000 0.608 0.000 0.392
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.1722    0.64042 0.000 0.048 0.008 0.944
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.1022    0.95092 0.968 0.000 0.000 0.032
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.4477    0.55349 0.000 0.312 0.000 0.688
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.1637    0.64934 0.000 0.060 0.000 0.940
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.3074    0.62268 0.000 0.152 0.000 0.848
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3356    0.77230 0.000 0.000 0.824 0.176
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0188    0.79840 0.000 0.996 0.000 0.004
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0188    0.95645 0.996 0.000 0.000 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.4830    0.30746 0.000 0.608 0.000 0.392
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.5004    0.30373 0.004 0.604 0.000 0.392
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.4250    0.46990 0.000 0.276 0.000 0.724
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3837    0.46372 0.000 0.776 0.000 0.224
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.1637    0.64917 0.000 0.060 0.000 0.940
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.2411    0.73635 0.040 0.920 0.000 0.040
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000    0.95673 1.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.1211    0.77515 0.000 0.960 0.000 0.040
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.4843    0.30122 0.000 0.604 0.000 0.396
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0921    0.95191 0.972 0.000 0.000 0.028
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.1557    0.94320 0.944 0.000 0.000 0.056
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4522    0.18701 0.000 0.680 0.000 0.320
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.1637    0.64934 0.000 0.060 0.000 0.940
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0188    0.79901 0.000 0.996 0.000 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.7055    0.42299 0.000 0.396 0.124 0.480
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0657    0.94934 0.984 0.004 0.000 0.012
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.4985    0.03060 0.000 0.468 0.000 0.532
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1474    0.94475 0.948 0.000 0.000 0.052
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.88473 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.80085 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1557    0.64793 0.000 0.056 0.000 0.944
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4830    0.30746 0.000 0.608 0.000 0.392
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1211    0.76841 0.000 0.960 0.000 0.040
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.88473 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4201    0.26440 0.592 0.408 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0703    0.80541 0.000 0.976 0.000 0.024 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2852    0.62361 0.000 0.828 0.000 0.172 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2773    0.62895 0.000 0.836 0.000 0.164 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.0324    0.81831 0.000 0.992 0.000 0.004 0.004
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.5329    0.36490 0.000 0.596 0.000 0.336 0.068
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0290    0.85629 0.008 0.000 0.992 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.4297    0.09192 0.000 0.528 0.000 0.000 0.472
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.0162    0.92857 0.000 0.004 0.000 0.000 0.996
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.0290    0.62772 0.000 0.008 0.000 0.992 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0404    0.81647 0.000 0.988 0.000 0.012 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4138    0.51144 0.000 0.384 0.000 0.616 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3300    0.74260 0.792 0.000 0.000 0.004 0.204
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.1331    0.59032 0.008 0.000 0.040 0.952 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0290    0.62442 0.008 0.000 0.000 0.992 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     5  0.3366    0.69384 0.232 0.000 0.000 0.000 0.768
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4242    0.07187 0.000 0.428 0.000 0.572 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.6655   -0.00248 0.000 0.368 0.000 0.404 0.228
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.3538    0.71963 0.004 0.016 0.000 0.176 0.804
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.4268    0.53829 0.008 0.344 0.000 0.648 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.4171    0.35050 0.000 0.604 0.000 0.396 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.0162    0.92897 0.000 0.000 0.000 0.004 0.996
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4538    0.39816 0.008 0.000 0.540 0.452 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.0566    0.62835 0.004 0.012 0.000 0.984 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.4171    0.35050 0.000 0.604 0.000 0.396 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.0162    0.92897 0.000 0.000 0.000 0.004 0.996
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.0566    0.62832 0.004 0.012 0.000 0.984 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.4171    0.35050 0.000 0.604 0.000 0.396 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.4171    0.50194 0.000 0.396 0.000 0.604 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0703    0.89275 0.976 0.000 0.000 0.000 0.024
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.1121    0.87924 0.956 0.000 0.000 0.000 0.044
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4446   -0.28405 0.000 0.520 0.000 0.476 0.004
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.1792    0.61426 0.000 0.084 0.000 0.916 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0703    0.62652 0.000 0.024 0.000 0.976 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.4273    0.01117 0.000 0.448 0.000 0.552 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0290    0.62442 0.008 0.000 0.000 0.992 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4273    0.01117 0.000 0.448 0.000 0.552 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.4300   -0.27472 0.000 0.524 0.000 0.476 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3074    0.75238 0.804 0.000 0.000 0.000 0.196
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.4283   -0.00818 0.000 0.456 0.000 0.544 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.4341    0.49285 0.004 0.404 0.000 0.592 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.4294    0.34047 0.000 0.468 0.000 0.532 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.4294   -0.25440 0.000 0.532 0.000 0.468 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0703    0.80601 0.000 0.976 0.000 0.024 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4552    0.35826 0.008 0.000 0.524 0.468 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2561    0.79991 0.856 0.000 0.000 0.000 0.144
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.4278    0.42225 0.000 0.452 0.000 0.548 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.2280    0.70327 0.000 0.880 0.000 0.120 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.4171    0.50194 0.000 0.396 0.000 0.604 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
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#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.2648    0.65391 0.000 0.848 0.000 0.152 0.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     4  0.4699    0.49787 0.008 0.396 0.008 0.588 0.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.4268    0.02343 0.000 0.444 0.000 0.556 0.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     5  0.0703    0.91772 0.024 0.000 0.000 0.000 0.976
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     5  0.1341    0.89487 0.056 0.000 0.000 0.000 0.944
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.3895    0.46340 0.000 0.680 0.000 0.320 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.4420    0.40794 0.004 0.000 0.548 0.448 0.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.4219    0.46464 0.000 0.000 0.584 0.416 0.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.3305    0.59791 0.000 0.776 0.000 0.224 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.4161    0.35642 0.000 0.608 0.000 0.392 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     5  0.0609    0.92118 0.020 0.000 0.000 0.000 0.980
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5  0.3689    0.61688 0.000 0.004 0.000 0.256 0.740
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.3480    0.69508 0.752 0.000 0.000 0.000 0.248
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     4  0.4446    0.49646 0.008 0.400 0.000 0.592 0.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.4310    0.35236 0.004 0.604 0.000 0.392 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.1478    0.77763 0.000 0.936 0.000 0.064 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     5  0.0794    0.91572 0.028 0.000 0.000 0.000 0.972
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     4  0.5849    0.45966 0.008 0.396 0.076 0.520 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0290    0.81854 0.000 0.992 0.000 0.008 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0162    0.62509 0.004 0.000 0.000 0.996 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.5849    0.45966 0.008 0.396 0.076 0.520 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.4307    0.03041 0.496 0.504 0.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.4684    0.39255 0.008 0.000 0.536 0.452 0.004
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.4307    0.33346 0.000 0.496 0.000 0.504 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.2020    0.60929 0.000 0.100 0.000 0.900 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     4  0.4436    0.50080 0.008 0.396 0.000 0.596 0.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.3774    0.49849 0.000 0.704 0.000 0.296 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.1121    0.62381 0.000 0.044 0.000 0.956 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.2648    0.65294 0.000 0.848 0.000 0.152 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.3636    0.57274 0.000 0.272 0.000 0.000 0.728
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.4171    0.50253 0.000 0.396 0.000 0.604 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.0510    0.81148 0.000 0.984 0.000 0.000 0.016
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.4307   -0.12462 0.000 0.496 0.000 0.504 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.4283   -0.01060 0.000 0.456 0.000 0.544 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4219    0.31444 0.000 0.584 0.000 0.416 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.4161    0.35642 0.000 0.608 0.000 0.392 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     5  0.1341    0.89487 0.056 0.000 0.000 0.000 0.944
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1197    0.78363 0.000 0.952 0.000 0.048 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     5  0.0510    0.92340 0.016 0.000 0.000 0.000 0.984
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2690    0.58559 0.000 0.156 0.000 0.844 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.4436    0.50080 0.008 0.396 0.000 0.596 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.3366    0.58739 0.000 0.768 0.000 0.232 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.2690    0.78899 0.844 0.000 0.000 0.000 0.156
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.4446    0.49646 0.008 0.400 0.000 0.592 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0290    0.62442 0.008 0.000 0.000 0.992 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.0162    0.82058 0.000 0.996 0.000 0.004 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.4161    0.35642 0.000 0.608 0.000 0.392 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.4101    0.34454 0.372 0.000 0.000 0.000 0.628
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     5  0.2966    0.75919 0.184 0.000 0.000 0.000 0.816
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.3783    0.58678 0.008 0.252 0.000 0.740 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0162    0.62744 0.000 0.004 0.000 0.996 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2471    0.59617 0.000 0.136 0.000 0.864 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3010    0.76132 0.004 0.000 0.824 0.172 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0162    0.82000 0.000 0.996 0.000 0.004 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     5  0.1197    0.90124 0.048 0.000 0.000 0.000 0.952
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.4161    0.35642 0.000 0.608 0.000 0.392 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.4310    0.35244 0.000 0.604 0.000 0.392 0.004
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.3561    0.44843 0.000 0.260 0.000 0.740 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     5  0.0162    0.92979 0.004 0.000 0.000 0.000 0.996
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3336    0.49953 0.000 0.772 0.000 0.228 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.2153    0.75906 0.000 0.916 0.000 0.044 0.040
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0000    0.93154 0.000 0.000 0.000 0.000 1.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.1043    0.79752 0.000 0.960 0.000 0.040 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.4171    0.35050 0.000 0.604 0.000 0.396 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> DD203D19-D635-4112-AF75-9724E0A64A0B     5  0.3003    0.75511 0.188 0.000 0.000 0.000 0.812
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0290    0.90171 0.992 0.000 0.000 0.000 0.008
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4367    0.05876 0.008 0.620 0.000 0.372 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0162    0.62744 0.000 0.004 0.000 0.996 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0162    0.82059 0.000 0.996 0.000 0.004 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.5800    0.46229 0.008 0.396 0.072 0.524 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.0404    0.92391 0.000 0.000 0.000 0.012 0.988
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.4283   -0.00880 0.000 0.456 0.000 0.544 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     5  0.2690    0.79326 0.156 0.000 0.000 0.000 0.844
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.82233 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.62585 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4161    0.35642 0.000 0.608 0.000 0.392 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1197    0.78363 0.000 0.952 0.000 0.048 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.86008 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4301    0.18533 0.584 0.392 0.000 0.000 0.000 0.024
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     6  0.3967    0.63803 0.000 0.356 0.000 0.012 0.000 0.632
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     6  0.4757    0.57831 0.000 0.084 0.000 0.280 0.000 0.636
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3101    0.70492 0.000 0.000 0.000 0.756 0.000 0.244
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     6  0.4109    0.65394 0.000 0.328 0.000 0.024 0.000 0.648
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.3833    0.50643 0.000 0.444 0.000 0.000 0.000 0.556
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.0363    0.88556 0.000 0.988 0.000 0.000 0.012 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.2941    0.78391 0.000 0.000 0.780 0.000 0.000 0.220
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
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#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.3727    0.32259 0.000 0.612 0.000 0.388 0.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     5  0.0000    0.94309 0.000 0.000 0.000 0.000 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.1075    0.81320 0.000 0.048 0.000 0.952 0.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     5  0.0000    0.94309 0.000 0.000 0.000 0.000 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0865    0.82164 0.000 0.000 0.000 0.964 0.000 0.036
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0713    0.87414 0.000 0.972 0.000 0.028 0.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     5  0.1267    0.90378 0.060 0.000 0.000 0.000 0.940 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     6  0.4278    0.64725 0.000 0.336 0.000 0.032 0.000 0.632
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     5  0.0547    0.93279 0.020 0.000 0.000 0.000 0.980 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0713    0.82026 0.000 0.028 0.000 0.972 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     6  0.1556    0.54525 0.000 0.000 0.000 0.080 0.000 0.920
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.2340    0.79612 0.852 0.000 0.000 0.000 0.148 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     6  0.0260    0.60703 0.000 0.000 0.000 0.008 0.000 0.992
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.3672    0.61744 0.000 0.000 0.000 0.632 0.000 0.368
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.3672    0.36703 0.368 0.000 0.000 0.000 0.632 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.2092    0.79008 0.000 0.000 0.000 0.876 0.000 0.124
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     5  0.2664    0.77143 0.184 0.000 0.000 0.000 0.816 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     6  0.0713    0.59893 0.000 0.000 0.000 0.028 0.000 0.972
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2260    0.74640 0.000 0.000 0.000 0.860 0.000 0.140
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.0000    0.94309 0.000 0.000 0.000 0.000 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0777    0.82072 0.000 0.004 0.000 0.972 0.000 0.024
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2006    0.85565 0.000 0.000 0.892 0.004 0.000 0.104
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.90784 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.0000    0.94309 0.000 0.000 0.000 0.000 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     5  0.1141    0.91028 0.052 0.000 0.000 0.000 0.948 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.0000    0.94309 0.000 0.000 0.000 0.000 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.90784 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.0146    0.89399 0.000 0.996 0.000 0.004 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2300    0.74280 0.000 0.000 0.000 0.856 0.000 0.144
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     5  0.0260    0.93929 0.008 0.000 0.000 0.000 0.992 0.000
#> C543A527-3E25-4389-9722-E9325C733243     6  0.5091    0.64901 0.000 0.172 0.000 0.196 0.000 0.632
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.1007    0.81600 0.000 0.000 0.000 0.956 0.000 0.044
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.4105    0.64230 0.000 0.348 0.000 0.020 0.000 0.632
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0000    0.94309 0.000 0.000 0.000 0.000 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0458    0.88623 0.000 0.984 0.000 0.016 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     5  0.2793    0.75223 0.200 0.000 0.000 0.000 0.800 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.91121 1.000 0.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> 33060001-05C9-4751-AA58-F194207ACC08     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     6  0.3833    0.51197 0.000 0.444 0.000 0.000 0.000 0.556
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4343    0.32370 0.000 0.592 0.000 0.028 0.000 0.380
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.1957    0.76098 0.000 0.000 0.000 0.888 0.000 0.112
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     6  0.3672    0.62998 0.000 0.368 0.000 0.000 0.000 0.632
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     6  0.3727    0.60837 0.000 0.388 0.000 0.000 0.000 0.612
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0458    0.88362 0.000 0.984 0.000 0.000 0.000 0.016
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     6  0.0713    0.59893 0.000 0.000 0.000 0.028 0.000 0.972
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.0405    0.93661 0.000 0.000 0.000 0.004 0.988 0.008
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.3854    0.04676 0.000 0.536 0.000 0.464 0.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     5  0.2454    0.80052 0.160 0.000 0.000 0.000 0.840 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.90784 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     6  0.3860    0.43781 0.000 0.472 0.000 0.000 0.000 0.528
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.82572 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000    0.89603 0.000 1.000 0.000 0.000 0.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     6  0.4105    0.64230 0.000 0.348 0.000 0.020 0.000 0.632
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.90784 0.000 0.000 1.000 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)

plot of chunk tab-CV-pam-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-CV-pam-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-CV-pam-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-CV-pam-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-CV-pam-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-CV-pam-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-CV-pam-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-CV-pam-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-CV-pam-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-CV-pam-membership-heatmap-5

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)
#> Error in mat[ceiling(1:nr/h_ratio), ceiling(1:nc/w_ratio), drop = FALSE]: subscript out of bounds

plot of chunk tab-CV-pam-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-CV-pam-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-CV-pam-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-CV-pam-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-CV-pam-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)
#> Error in mat[ceiling(1:nr/h_ratio), ceiling(1:nc/w_ratio), drop = FALSE]: subscript out of bounds

plot of chunk tab-CV-pam-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-CV-pam-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-CV-pam-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-CV-pam-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-CV-pam-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk CV-pam-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-CV-pam-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-CV-pam-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-CV-pam-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-CV-pam-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-CV-pam-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk CV-pam-collect-classes

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.


CV:mclust**

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 17630 rows and 500 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)

plot of chunk CV-mclust-collect-plots

The plots are:

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:

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)

plot of chunk CV-mclust-select-partition-number

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       0.990         0.4836 0.520   0.520
#> 3 3 0.896           0.912       0.958         0.3298 0.798   0.623
#> 4 4 0.704           0.687       0.838         0.1040 0.901   0.727
#> 5 5 0.782           0.756       0.846         0.1002 0.865   0.562
#> 6 6 0.728           0.619       0.768         0.0328 0.950   0.783

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0672      0.980 0.008 0.992
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.998 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.985 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.985 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.985 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.985 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0376      0.994 0.996 0.004
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.998 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0376      0.984 0.004 0.996
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0376      0.983 0.004 0.996
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.998 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.998 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.998 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1633      0.967 0.024 0.976
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.985 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0672      0.980 0.008 0.992
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.985 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.998 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.985 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.998 1.000 0.000
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#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000      0.998 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000      0.985 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0376      0.984 0.004 0.996
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0376      0.984 0.004 0.996
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000      0.985 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0376      0.984 0.004 0.996
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0376      0.984 0.004 0.996
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000      0.998 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0376      0.984 0.004 0.996
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000      0.998 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000      0.998 1.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.0000      0.998 1.000 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000      0.998 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000      0.998 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.0000      0.998 1.000 0.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000      0.998 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000      0.985 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000      0.985 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000      0.998 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000      0.985 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000      0.998 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0376      0.984 0.004 0.996
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000      0.998 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000      0.985 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000      0.985 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0376      0.984 0.004 0.996
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0376      0.984 0.004 0.996
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000      0.985 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000      0.985 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0376      0.984 0.004 0.996
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000      0.985 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0376      0.984 0.004 0.996
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000      0.998 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0376      0.984 0.004 0.996
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0376      0.984 0.004 0.996
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000      0.985 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0672      0.980 0.008 0.992
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000      0.998 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0376      0.984 0.004 0.996
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.0000      0.998 1.000 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000      0.985 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0672      0.980 0.008 0.992
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1184      0.974 0.016 0.984
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0376      0.984 0.004 0.996
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000      0.998 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000      0.998 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000      0.998 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000      0.985 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0938      0.986 0.988 0.012
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000      0.998 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.9427      0.452 0.360 0.640
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000      0.998 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000      0.985 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000      0.998 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000      0.985 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.0000      0.998 1.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000      0.998 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.6148      0.825 0.152 0.848
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000      0.998 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000      0.985 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000      0.998 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000      0.985 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000      0.985 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000      0.998 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0672      0.980 0.008 0.992
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000      0.998 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000      0.985 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000      0.998 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000      0.985 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0376      0.984 0.004 0.996
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000      0.998 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000      0.985 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000      0.998 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000      0.998 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000      0.985 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000      0.998 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000      0.985 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000      0.985 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.998 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.985 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0376      0.984 0.004 0.996
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0672      0.980 0.008 0.992
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0376      0.984 0.004 0.996
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.998 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.998 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.985 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.998 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0376      0.983 0.004 0.996
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0376      0.984 0.004 0.996
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.998 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.985 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.998 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0672      0.980 0.008 0.992
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.985 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.8267      0.639 0.740 0.260
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.998 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.985 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0376      0.983 0.004 0.996
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0672      0.980 0.008 0.992
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.998 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.998 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.998 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.985 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.998 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.998 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.985 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.985 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.985 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0376      0.983 0.004 0.996
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.985 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.985 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0672      0.980 0.008 0.992
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.985 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.985 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.985 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0376      0.984 0.004 0.996
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.998 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4431      0.897 0.092 0.908
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.998 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0376      0.984 0.004 0.996
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.985 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.985 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.0000      0.998 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.985 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0376      0.984 0.004 0.996

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.2537     0.8714 0.080 0.920 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.1170     0.9621 0.976 0.008 0.016
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9648 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9648 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.5020     0.7101 0.012 0.796 0.192
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6468     0.0408 0.004 0.552 0.444
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.1170     0.9621 0.976 0.008 0.016
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.1170     0.9621 0.976 0.008 0.016
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.8970 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9648 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0592     0.9687 0.988 0.000 0.012
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9764 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0747     0.9659 0.984 0.000 0.016
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.6753     0.3523 0.388 0.596 0.016
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4931     0.7727 0.000 0.232 0.768
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9648 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2625     0.8803 0.000 0.916 0.084
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9764 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9648 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9764 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9648 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.8970 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9764 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9764 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3879     0.8453 0.000 0.152 0.848
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9648 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3941     0.8431 0.000 0.156 0.844
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9764 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9648 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.0000     0.9764 1.000 0.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9764 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.6442     0.2642 0.564 0.004 0.432
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9764 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.3941     0.8431 0.000 0.156 0.844
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9764 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9648 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9648 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9764 1.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9648 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.3619     0.7939 0.136 0.864 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.8970 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.6527     0.7811 0.068 0.188 0.744
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.1170     0.9621 0.976 0.008 0.016
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9764 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0747     0.9659 0.984 0.000 0.016
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.3752     0.8491 0.000 0.144 0.856
#> EE4F9349-F750-4471-BFE7-7230784569E1     1  0.1337     0.9588 0.972 0.012 0.016
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0424     0.9594 0.000 0.992 0.008
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#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000     0.8970 0.000 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000     0.8970 0.000 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9648 0.000 1.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000     0.8970 0.000 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000     0.8970 0.000 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9764 1.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000     0.8970 0.000 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9764 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.1170     0.9621 0.976 0.008 0.016
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.1170     0.9621 0.976 0.008 0.016
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9764 1.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9764 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.0000     0.9764 1.000 0.000 0.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9764 1.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9648 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     3  0.3941     0.8431 0.000 0.156 0.844
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.1170     0.9621 0.976 0.008 0.016
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9648 0.000 1.000 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9764 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000     0.8970 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9764 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9648 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9648 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000     0.8970 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.3879     0.8453 0.000 0.152 0.848
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9648 0.000 1.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.6192     0.4223 0.000 0.420 0.580
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.8970 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.4062     0.8372 0.000 0.164 0.836
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.8970 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.1170     0.9621 0.976 0.008 0.016
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.8970 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0747     0.8884 0.016 0.000 0.984
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0237     0.9622 0.000 0.996 0.004
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9648 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9764 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000     0.8970 0.000 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.1170     0.9621 0.976 0.008 0.016
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9648 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9648 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     1  0.9274    -0.0337 0.456 0.160 0.384
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.8970 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9764 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9764 1.000 0.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9764 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0237     0.9622 0.000 0.996 0.004
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.1453     0.9560 0.968 0.008 0.024
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9764 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.2703     0.8877 0.056 0.928 0.016
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9764 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9648 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9764 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.5016     0.6413 0.000 0.760 0.240
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.1170     0.9621 0.976 0.008 0.016
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.1170     0.9621 0.976 0.008 0.016
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.7180     0.6401 0.716 0.116 0.168
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9764 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9648 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9764 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9648 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.5016     0.7633 0.000 0.240 0.760
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9764 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.1337     0.9403 0.012 0.972 0.016
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9764 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9648 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9764 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.4062     0.8373 0.000 0.164 0.836
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4504     0.8099 0.000 0.196 0.804
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.1170     0.9621 0.976 0.008 0.016
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9648 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9764 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9764 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4796     0.7862 0.000 0.220 0.780
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9764 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.5327     0.7197 0.000 0.272 0.728
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0237     0.9622 0.000 0.996 0.004
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9764 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9648 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.8970 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9648 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.8970 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9764 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9764 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9648 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9764 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9648 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.8970 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0747     0.9659 0.984 0.000 0.016
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9648 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9764 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9648 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0424     0.9594 0.000 0.992 0.008
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.3618     0.8713 0.884 0.012 0.104
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9764 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9648 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0424     0.9583 0.000 0.992 0.008
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9648 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9764 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9764 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9764 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9648 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9764 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9764 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9648 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9648 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9648 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9648 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.5988     0.5475 0.000 0.368 0.632
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0237     0.9622 0.000 0.996 0.004
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1170     0.9445 0.016 0.976 0.008
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9648 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9648 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9648 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.3879     0.8453 0.000 0.152 0.848
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9764 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.2947     0.8812 0.060 0.920 0.020
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9764 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.8970 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9648 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9648 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.1170     0.9621 0.976 0.008 0.016
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9648 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.8970 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.2868    0.79112 0.000 0.136 0.000 0.864
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.3266    0.70816 0.168 0.832 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.0336    0.89730 0.000 0.008 0.000 0.992
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.6299    0.25816 0.000 0.420 0.060 0.520
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.5822    0.57215 0.008 0.252 0.056 0.684
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.3718    0.70844 0.168 0.820 0.000 0.012
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.4134    0.69499 0.260 0.740 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0592    0.68366 0.000 0.016 0.984 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.3356    0.70985 0.176 0.824 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.4761    0.21626 0.628 0.372 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.4843    0.56374 0.396 0.604 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.6477    0.17854 0.072 0.508 0.000 0.420
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.7175    0.50627 0.000 0.144 0.496 0.360
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.0188    0.89732 0.000 0.004 0.000 0.996
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.6979   -0.12980 0.000 0.120 0.376 0.504
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0188    0.86792 0.996 0.004 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     4  0.0592    0.88993 0.000 0.016 0.000 0.984
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.4925    0.51298 0.428 0.572 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.68473 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0592    0.86194 0.984 0.016 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.4898   -0.03592 0.584 0.416 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.7039    0.56502 0.000 0.144 0.540 0.316
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.7053    0.51924 0.000 0.132 0.512 0.356
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0188    0.86792 0.996 0.004 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1557    0.87564 0.000 0.056 0.000 0.944
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.4730    0.24115 0.636 0.364 0.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.86868 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5643    0.57552 0.380 0.596 0.012 0.012
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.86868 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.7175    0.50627 0.000 0.144 0.496 0.360
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.86868 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.4103    0.68204 0.000 0.256 0.000 0.744
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.4948   -0.14343 0.560 0.440 0.000 0.000
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#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.68473 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3691    0.79359 0.000 0.076 0.068 0.856
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.3975    0.69125 0.240 0.760 0.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.0000    0.89944 0.000 0.000 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.68473 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3916    0.65449 0.000 0.804 0.000 0.104 0.092
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.0566    0.88572 0.004 0.000 0.000 0.012 0.984
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.3210    0.62202 0.000 0.788 0.000 0.212 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.4380    0.45643 0.000 0.708 0.032 0.260 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.6436    0.28320 0.000 0.072 0.124 0.636 0.168
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6692    0.19916 0.000 0.588 0.124 0.228 0.060
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.0404    0.88437 0.000 0.000 0.000 0.012 0.988
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.2067    0.88304 0.032 0.000 0.000 0.048 0.920
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.2074    0.77036 0.000 0.000 0.896 0.104 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1341    0.83947 0.000 0.944 0.000 0.056 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.0566    0.88572 0.004 0.000 0.000 0.012 0.984
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.2144    0.87118 0.068 0.000 0.000 0.020 0.912
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.0404    0.88436 0.000 0.000 0.000 0.012 0.988
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.4546    0.12202 0.000 0.532 0.000 0.008 0.460
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4225    0.71797 0.000 0.004 0.632 0.364 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0290    0.85211 0.000 0.992 0.000 0.008 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     3  0.5200    0.67138 0.000 0.068 0.628 0.304 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0609    0.85342 0.000 0.980 0.000 0.020 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.0404    0.88436 0.000 0.000 0.000 0.012 0.988
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1341    0.83947 0.000 0.944 0.000 0.056 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0609    0.75039 0.000 0.000 0.980 0.020 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.1444    0.88338 0.040 0.000 0.000 0.012 0.948
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.4227    0.66356 0.000 0.000 0.580 0.420 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0404    0.85444 0.000 0.988 0.000 0.012 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3876    0.74784 0.000 0.000 0.684 0.316 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4383    0.65167 0.000 0.424 0.004 0.572 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.2054    0.87806 0.052 0.000 0.000 0.028 0.920
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.2127    0.84440 0.000 0.000 0.000 0.108 0.892
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4210    0.68461 0.000 0.000 0.588 0.412 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.5794   -0.35745 0.000 0.520 0.000 0.384 0.096
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1195    0.88601 0.028 0.000 0.000 0.012 0.960
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0162    0.85428 0.000 0.996 0.000 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.5925    0.66399 0.000 0.264 0.008 0.604 0.124
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     5  0.6602   -0.18795 0.000 0.000 0.384 0.212 0.404
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.3888    0.75198 0.000 0.004 0.032 0.176 0.788
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.2369    0.88113 0.032 0.004 0.000 0.056 0.908
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.3884    0.61629 0.708 0.000 0.000 0.004 0.288
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.0404    0.88436 0.000 0.000 0.000 0.012 0.988
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.4655    0.72930 0.000 0.000 0.644 0.328 0.028
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.1843    0.88214 0.008 0.008 0.000 0.052 0.932
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.6569    0.18624 0.000 0.232 0.464 0.304 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0510    0.94167 0.984 0.000 0.000 0.000 0.016
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.0794    0.88291 0.000 0.000 0.000 0.028 0.972
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.4101    0.72103 0.000 0.372 0.000 0.628 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.3707    0.74119 0.000 0.284 0.000 0.716 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.4597    0.65610 0.000 0.424 0.012 0.564 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.4449    0.59848 0.000 0.004 0.512 0.484 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4114    0.73290 0.000 0.376 0.000 0.624 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.6187   -0.03084 0.000 0.552 0.248 0.200 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.4264    0.42116 0.376 0.000 0.000 0.004 0.620
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.4375    0.32740 0.420 0.000 0.000 0.004 0.576
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.3661    0.73842 0.000 0.276 0.000 0.724 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.6672   -0.34893 0.000 0.392 0.000 0.376 0.232
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.1478    0.80297 0.000 0.936 0.000 0.064 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.4047    0.74318 0.000 0.004 0.676 0.320 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.2843    0.72677 0.000 0.848 0.008 0.144 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2561    0.74081 0.000 0.856 0.000 0.144 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.5510    0.61138 0.000 0.208 0.144 0.648 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.1270    0.84194 0.000 0.948 0.000 0.052 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.3280    0.77211 0.000 0.000 0.812 0.176 0.012
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.3491    0.71966 0.768 0.000 0.000 0.004 0.228
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.6653    0.52547 0.000 0.364 0.228 0.408 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.4666    0.44027 0.000 0.704 0.056 0.240 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.4251    0.73760 0.000 0.012 0.672 0.316 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0290    0.85453 0.000 0.992 0.000 0.008 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     5  0.1568    0.88604 0.036 0.000 0.000 0.020 0.944
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.4559    0.59435 0.000 0.008 0.512 0.480 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.3622    0.79543 0.000 0.000 0.056 0.124 0.820
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0510    0.85399 0.000 0.984 0.000 0.016 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.4165    0.73941 0.000 0.008 0.672 0.320 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.2648    0.76826 0.000 0.000 0.848 0.152 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.2661    0.87329 0.056 0.000 0.000 0.056 0.888
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.1410    0.83171 0.000 0.940 0.000 0.060 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0162    0.85346 0.000 0.996 0.000 0.004 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     5  0.2771    0.78252 0.000 0.128 0.000 0.012 0.860
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.1638    0.82759 0.000 0.932 0.004 0.064 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.3969    0.74971 0.000 0.004 0.692 0.304 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.2104    0.87464 0.060 0.000 0.000 0.024 0.916
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.4449    0.59848 0.000 0.004 0.512 0.484 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.2149    0.88090 0.036 0.000 0.000 0.048 0.916
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.4341    0.32361 0.000 0.628 0.000 0.008 0.364
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.3728    0.69605 0.748 0.000 0.000 0.008 0.244
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0510    0.85399 0.000 0.984 0.000 0.016 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     5  0.0290    0.88496 0.000 0.000 0.000 0.008 0.992
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     5  0.4387    0.48825 0.348 0.000 0.000 0.012 0.640
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.6504   -0.36429 0.000 0.448 0.196 0.356 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     3  0.7248    0.34794 0.000 0.164 0.416 0.376 0.044
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.1043    0.84421 0.000 0.960 0.000 0.040 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0880    0.85146 0.000 0.968 0.000 0.032 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     3  0.4883    0.70221 0.000 0.048 0.652 0.300 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     5  0.5067    0.67469 0.000 0.000 0.128 0.172 0.700
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     3  0.4658    0.57704 0.000 0.012 0.504 0.484 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.3177    0.77019 0.000 0.000 0.792 0.208 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0404    0.94481 0.988 0.000 0.000 0.000 0.012
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0609    0.85342 0.000 0.980 0.000 0.020 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0609    0.75039 0.000 0.000 0.980 0.020 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0162    0.75801 0.000 0.000 0.996 0.004 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.3885    0.73579 0.000 0.268 0.008 0.724 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     5  0.0771    0.88603 0.004 0.000 0.000 0.020 0.976
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     5  0.0324    0.88573 0.004 0.000 0.000 0.004 0.992
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.4359    0.29653 0.584 0.000 0.000 0.004 0.412
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0290    0.85211 0.000 0.992 0.000 0.008 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.2208    0.86878 0.072 0.000 0.000 0.020 0.908
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.4560    0.58832 0.000 0.008 0.508 0.484 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     3  0.4304    0.60515 0.000 0.000 0.516 0.484 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0290    0.94625 0.992 0.000 0.000 0.000 0.008
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     3  0.4901    0.74054 0.000 0.000 0.672 0.268 0.060
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.1894    0.77100 0.000 0.920 0.000 0.008 0.072
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     4  0.4734    0.70231 0.000 0.232 0.064 0.704 0.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     3  0.4029    0.74466 0.000 0.004 0.680 0.316 0.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     4  0.5887   -0.50263 0.000 0.000 0.424 0.476 0.100
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#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0955    0.93322 0.968 0.000 0.000 0.004 0.028
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     3  0.5049    0.54337 0.000 0.032 0.484 0.484 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.1934    0.88374 0.016 0.004 0.000 0.052 0.928
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.2209    0.88174 0.032 0.000 0.000 0.056 0.912
#> BF513557-1518-4843-9F62-837B557D4CAB     5  0.1412    0.88417 0.004 0.008 0.000 0.036 0.952
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1965    0.80466 0.000 0.904 0.000 0.096 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.4015    0.74340 0.000 0.348 0.000 0.652 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.4415    0.64532 0.000 0.004 0.552 0.444 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     5  0.4876    0.33978 0.000 0.396 0.000 0.028 0.576
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.5445    0.71166 0.000 0.008 0.616 0.312 0.064
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4448    0.60192 0.000 0.004 0.516 0.480 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.1626    0.88549 0.016 0.000 0.000 0.044 0.940
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.1043    0.84640 0.000 0.960 0.000 0.040 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.3002    0.84152 0.856 0.000 0.000 0.028 0.116
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4449    0.59848 0.000 0.004 0.512 0.484 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.4632    0.62509 0.000 0.012 0.540 0.448 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.4718    0.58287 0.000 0.444 0.016 0.540 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.3607    0.69542 0.752 0.000 0.000 0.004 0.244
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.3895    0.74705 0.000 0.320 0.000 0.680 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2732    0.77264 0.000 0.000 0.840 0.160 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1341    0.83947 0.000 0.944 0.000 0.056 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0609    0.75039 0.000 0.000 0.980 0.020 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.1168    0.88555 0.032 0.000 0.000 0.008 0.960
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2674    0.82609 0.856 0.000 0.000 0.004 0.140
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.0404    0.88436 0.000 0.000 0.000 0.012 0.988
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0794    0.85229 0.000 0.972 0.000 0.028 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0609    0.75039 0.000 0.000 0.980 0.020 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.0566    0.88572 0.004 0.000 0.000 0.012 0.984
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.4262   -0.28431 0.000 0.560 0.000 0.440 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.1544    0.83204 0.000 0.932 0.000 0.068 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.6523    0.19981 0.000 0.208 0.332 0.460 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     5  0.0609    0.88401 0.000 0.000 0.000 0.020 0.980
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.1410    0.90791 0.940 0.000 0.000 0.000 0.060
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0609    0.85342 0.000 0.980 0.000 0.020 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.2929    0.65642 0.000 0.840 0.000 0.008 0.152
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.3480    0.43913 0.000 0.752 0.000 0.248 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.85350 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.95019 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.3209    0.66951 0.000 0.812 0.008 0.180 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2020    0.80046 0.000 0.900 0.000 0.100 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0609    0.85342 0.000 0.980 0.000 0.020 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0794    0.84811 0.000 0.972 0.000 0.028 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.4718    0.70047 0.000 0.028 0.628 0.344 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.2852    0.69370 0.000 0.828 0.000 0.172 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.3410    0.69576 0.000 0.840 0.000 0.068 0.092
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0162    0.85346 0.000 0.996 0.000 0.004 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0609    0.85342 0.000 0.980 0.000 0.020 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0510    0.85399 0.000 0.984 0.000 0.016 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.3661    0.76080 0.000 0.000 0.724 0.276 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.0162    0.88509 0.000 0.000 0.000 0.004 0.996
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     5  0.5519    0.13402 0.000 0.412 0.000 0.068 0.520
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0290    0.94625 0.992 0.000 0.000 0.000 0.008
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0609    0.75039 0.000 0.000 0.980 0.020 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0510    0.85399 0.000 0.984 0.000 0.016 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.4193    0.72925 0.000 0.256 0.024 0.720 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.2369    0.88113 0.032 0.004 0.000 0.056 0.908
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.4455    0.44105 0.000 0.704 0.036 0.260 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0609    0.75039 0.000 0.000 0.980 0.020 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.4775     0.5935 0.000 0.740 0.000 0.096 0.096 0.068
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.0547     0.6214 0.000 0.000 0.000 0.000 0.980 0.020
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.5411     0.4293 0.000 0.424 0.072 0.488 0.000 0.016
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.5827     0.5276 0.000 0.376 0.124 0.484 0.000 0.016
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.5347    -0.2176 0.000 0.032 0.336 0.584 0.040 0.008
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     3  0.6888     0.3343 0.000 0.156 0.400 0.384 0.032 0.028
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.1204     0.6037 0.000 0.000 0.000 0.000 0.944 0.056
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.3446     0.5903 0.000 0.000 0.000 0.000 0.692 0.308
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.2618     0.6714 0.000 0.000 0.860 0.116 0.000 0.024
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.3231     0.6577 0.000 0.784 0.000 0.200 0.000 0.016
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.0547     0.6220 0.000 0.000 0.000 0.000 0.980 0.020
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.2431     0.6330 0.008 0.000 0.000 0.000 0.860 0.132
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.0713     0.6131 0.000 0.000 0.000 0.000 0.972 0.028
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     5  0.4479    -0.0174 0.000 0.356 0.000 0.004 0.608 0.032
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4260     0.5540 0.000 0.016 0.512 0.472 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0713     0.8214 0.000 0.972 0.000 0.028 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     3  0.5442     0.5139 0.000 0.088 0.552 0.344 0.000 0.016
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0547     0.9028 0.980 0.000 0.000 0.000 0.000 0.020
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0458     0.8296 0.000 0.984 0.000 0.016 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.0790     0.6129 0.000 0.000 0.000 0.000 0.968 0.032
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.3259     0.6393 0.000 0.772 0.000 0.216 0.000 0.012
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.2092     0.6124 0.000 0.000 0.876 0.000 0.000 0.124
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0458     0.9033 0.984 0.000 0.000 0.000 0.000 0.016
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.1074     0.6206 0.028 0.000 0.000 0.000 0.960 0.012
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5393     0.5825 0.000 0.004 0.596 0.240 0.000 0.160
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0717     0.8283 0.000 0.976 0.000 0.016 0.000 0.008
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3784     0.6741 0.000 0.012 0.680 0.308 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0547     0.9028 0.980 0.000 0.000 0.000 0.000 0.020
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.6445     0.5395 0.000 0.288 0.044 0.488 0.000 0.180
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.3887     0.5521 0.008 0.000 0.000 0.000 0.632 0.360
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0547     0.9028 0.980 0.000 0.000 0.000 0.000 0.020
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.5248    -0.2204 0.000 0.000 0.000 0.100 0.512 0.388
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0547     0.9028 0.980 0.000 0.000 0.000 0.000 0.020
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4258     0.5571 0.000 0.016 0.516 0.468 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9033 1.000 0.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.6111    -0.1620 0.000 0.476 0.000 0.304 0.012 0.208
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0363     0.8274 0.000 0.988 0.000 0.012 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1958     0.6341 0.004 0.000 0.000 0.000 0.896 0.100
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0547     0.8303 0.000 0.980 0.000 0.020 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.6824     0.3099 0.000 0.160 0.004 0.504 0.092 0.240
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.5724     0.3344 0.000 0.000 0.560 0.084 0.040 0.316
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.6971    -0.2168 0.000 0.024 0.020 0.252 0.372 0.332
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.3804     0.5181 0.000 0.000 0.000 0.000 0.576 0.424
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.5961     0.3166 0.336 0.000 0.000 0.000 0.432 0.232
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.0865     0.6103 0.000 0.000 0.000 0.000 0.964 0.036
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.5167     0.6321 0.000 0.008 0.616 0.288 0.004 0.084
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.3823     0.5071 0.000 0.000 0.000 0.000 0.564 0.436
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.6404     0.4000 0.000 0.252 0.340 0.392 0.000 0.016
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0547     0.9028 0.980 0.000 0.000 0.000 0.000 0.020
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.2859     0.7771 0.828 0.000 0.000 0.000 0.156 0.016
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.3314     0.3505 0.000 0.000 0.000 0.012 0.764 0.224
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.3695     0.7389 0.000 0.244 0.000 0.732 0.000 0.024
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.3670     0.7413 0.000 0.240 0.000 0.736 0.000 0.024
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.6447     0.5315 0.000 0.276 0.036 0.500 0.004 0.184
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.4258     0.5571 0.000 0.016 0.516 0.468 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0363     0.8274 0.000 0.988 0.000 0.012 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.3956     0.7349 0.000 0.252 0.000 0.712 0.000 0.036
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.6018     0.5929 0.000 0.320 0.168 0.496 0.000 0.016
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.4641     0.5190 0.200 0.000 0.000 0.000 0.684 0.116
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.3405     0.4543 0.272 0.000 0.000 0.000 0.724 0.004
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.3348     0.7504 0.000 0.216 0.000 0.768 0.000 0.016
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.7500    -0.0387 0.000 0.228 0.000 0.352 0.152 0.268
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0806     0.8239 0.000 0.972 0.008 0.020 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.4259     0.6645 0.000 0.020 0.648 0.324 0.000 0.008
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.4303     0.2560 0.000 0.616 0.008 0.360 0.000 0.016
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.4291     0.2766 0.000 0.620 0.008 0.356 0.000 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.4570     0.7273 0.000 0.228 0.092 0.680 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.3200     0.6637 0.000 0.788 0.000 0.196 0.000 0.016
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4560     0.5688 0.000 0.000 0.692 0.108 0.000 0.200
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#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0547     0.9028 0.980 0.000 0.000 0.000 0.000 0.020
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0363     0.8274 0.000 0.988 0.000 0.012 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0458     0.9033 0.984 0.000 0.000 0.000 0.000 0.016
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0458     0.9033 0.984 0.000 0.000 0.000 0.000 0.016
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.5775     0.5100 0.000 0.384 0.116 0.484 0.000 0.016
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.3778     0.5040 0.000 0.696 0.000 0.288 0.000 0.016
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0717     0.8283 0.000 0.976 0.000 0.016 0.000 0.008
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.1745     0.7978 0.000 0.924 0.020 0.056 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.4519     0.6219 0.000 0.024 0.584 0.384 0.000 0.008
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.4579     0.3233 0.000 0.480 0.012 0.492 0.000 0.016
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.3809     0.6910 0.000 0.812 0.000 0.088 0.052 0.048
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0146     0.8306 0.000 0.996 0.000 0.004 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0458     0.8296 0.000 0.984 0.000 0.016 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0632     0.8300 0.000 0.976 0.000 0.024 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.3349     0.6805 0.000 0.000 0.748 0.244 0.000 0.008
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.1901     0.6323 0.008 0.000 0.000 0.004 0.912 0.076
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.7788     0.0740 0.000 0.232 0.004 0.196 0.280 0.288
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0632     0.8971 0.976 0.000 0.000 0.000 0.024 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.2092     0.6124 0.000 0.000 0.876 0.000 0.000 0.124
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0547     0.8302 0.000 0.980 0.000 0.020 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3658     0.7399 0.000 0.188 0.020 0.776 0.000 0.016
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.3804     0.5186 0.000 0.000 0.000 0.000 0.576 0.424
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5382    -0.3644 0.000 0.460 0.068 0.456 0.000 0.016
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.2092     0.6124 0.000 0.000 0.876 0.000 0.000 0.124

Heatmaps for the consensus matrix. It visualizes the probability of two samples to be in a same group.

consensus_heatmap(res, k = 2)

plot of chunk tab-CV-mclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-CV-mclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-CV-mclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-CV-mclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-CV-mclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-CV-mclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-CV-mclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-CV-mclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-CV-mclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-CV-mclust-membership-heatmap-5

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)

plot of chunk tab-CV-mclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-CV-mclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-CV-mclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-CV-mclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-CV-mclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-CV-mclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-CV-mclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-CV-mclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-CV-mclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-CV-mclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk CV-mclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-CV-mclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-CV-mclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-CV-mclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-CV-mclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-CV-mclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk CV-mclust-collect-classes

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.


CV:NMF**

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 17630 rows and 500 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)

plot of chunk CV-NMF-collect-plots

The plots are:

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:

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)

plot of chunk CV-NMF-select-partition-number

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 0.996           0.956       0.983         0.4882 0.512   0.512
#> 3 3 0.975           0.947       0.979         0.3197 0.768   0.579
#> 4 4 0.763           0.814       0.860         0.1435 0.853   0.615
#> 5 5 0.792           0.824       0.889         0.0679 0.859   0.541
#> 6 6 0.857           0.795       0.899         0.0435 0.928   0.690

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3114     0.9295 0.056 0.944
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9800 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9833 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9833 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9833 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9833 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9800 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9800 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9833 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9833 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9800 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9800 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9800 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.0000     0.9800 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9833 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0376     0.9798 0.004 0.996
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9833 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9800 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3733     0.9125 0.072 0.928
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9800 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9833 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9833 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9800 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9800 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9833 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9833 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9833 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9800 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9833 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.7056     0.7534 0.808 0.192
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9800 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.7453     0.7263 0.212 0.788
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9800 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9833 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9800 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9833 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9833 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9800 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9833 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9833 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000     0.9833 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9833 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.9922     0.1834 0.552 0.448
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9800 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9800 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.9833 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.8955     0.5501 0.312 0.688
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9833 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9800 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9800 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.9815     0.2756 0.580 0.420
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9833 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9833 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9833 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000     0.9833 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9833 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9833 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9833 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9800 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9800 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9833 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000     0.9833 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9833 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.9833 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9833 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9833 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9833 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9833 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000     0.9833 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9800 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9800 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9833 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9800 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9833 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9800 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9833 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9800 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9833 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9833 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9800 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.9833 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9800 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     2  0.1184     0.9687 0.016 0.984
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9833 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9833 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9833 0.000 1.000
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#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9800 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9833 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9833 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9800 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9833 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9800 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9800 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9833 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9800 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9833 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9833 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9800 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9833 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9833 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9833 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9833 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9800 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9800 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9833 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9800 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9833 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9833 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9800 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9833 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9800 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9833 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9833 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000     0.9800 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9800 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0376     0.9798 0.004 0.996
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000     0.9800 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9833 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9800 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9800 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9800 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9833 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9800 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9800 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9833 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9833 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9833 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9833 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9833 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9833 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.7219     0.7482 0.200 0.800
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9833 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9833 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9833 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9833 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9800 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0376     0.9798 0.004 0.996
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9800 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9833 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9833 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9833 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.9358     0.4616 0.352 0.648
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9833 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9833 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9672 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9936 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9672 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9672 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.2878     0.8779 0.000 0.904 0.096
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9672 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9936 1.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.2066     0.9250 0.940 0.060 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9661 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9672 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9936 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9936 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9936 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9672 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9661 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9672 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.1964     0.9186 0.000 0.944 0.056
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9936 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9672 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9936 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9672 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9661 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9936 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9936 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9661 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9672 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9661 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9936 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9672 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.4796     0.7028 0.780 0.220 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9936 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.0000     0.9661 0.000 0.000 1.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9936 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.0000     0.9661 0.000 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9936 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9672 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9672 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9936 1.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9672 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9672 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9661 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9672 0.000 1.000 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000     0.9672 0.000 1.000 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9936 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9936 1.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000     0.9661 0.000 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.9672 0.000 1.000 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9672 0.000 1.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9936 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9936 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.0747     0.9780 0.984 0.000 0.016
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9672 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9672 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9672 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.0000     0.9661 0.000 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9672 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9672 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9672 0.000 1.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9936 1.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9936 1.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9672 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000     0.9672 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9672 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.6252     0.1962 0.000 0.444 0.556
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9672 0.000 1.000 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9672 0.000 1.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9672 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9672 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9661 0.000 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9936 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9936 1.000 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9672 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9936 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9672 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9936 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.4750     0.7238 0.000 0.784 0.216
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9936 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9672 0.000 1.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9672 0.000 1.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9936 1.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.1860     0.9225 0.000 0.948 0.052
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9936 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0000     0.9661 0.000 0.000 1.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9672 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.6309    -0.0129 0.000 0.500 0.500
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9672 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9661 0.000 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9936 1.000 0.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9672 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9672 0.000 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9672 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0892     0.9483 0.020 0.980 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9672 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0000     0.9661 0.000 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9936 1.000 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.0000     0.9661 0.000 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.5905     0.4812 0.352 0.648 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0592     0.9564 0.012 0.988 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9936 1.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9672 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.1643     0.9493 0.956 0.000 0.044
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9936 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9936 1.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000     0.9672 0.000 1.000 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000     0.9672 0.000 1.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9672 0.000 1.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9672 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.5859     0.4825 0.000 0.656 0.344
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000     0.9661 0.000 0.000 1.000
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#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9936 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.0592     0.9555 0.000 0.012 0.988
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.0000     0.9661 0.000 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.3340     0.8504 0.880 0.120 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9672 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9936 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9936 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.5465     0.5978 0.000 0.712 0.288
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9936 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.5948     0.4342 0.000 0.360 0.640
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9672 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9936 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9672 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9661 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9672 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9661 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9936 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9936 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9672 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9936 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9672 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9661 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9936 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9672 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9936 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9672 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9672 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000     0.9936 1.000 0.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9936 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9672 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9672 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9672 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9936 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9936 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9936 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9672 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9936 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9936 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1529     0.9336 0.000 0.960 0.040
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9672 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9672 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9672 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.6111     0.3415 0.000 0.396 0.604
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9672 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9672 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9672 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9672 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9672 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9661 0.000 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9936 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9672 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9936 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9661 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9672 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9672 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9672 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9672 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9661 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.4103    0.62545 0.256 0.744 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1867    0.81264 0.000 0.928 0.000 0.072
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1792    0.81544 0.000 0.932 0.000 0.068
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.4360    0.63218 0.000 0.008 0.248 0.744
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1792    0.81544 0.000 0.932 0.000 0.068
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4193    0.61636 0.268 0.732 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0592    0.83315 0.000 0.984 0.000 0.016
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0707    0.86445 0.980 0.020 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.4406    0.58126 0.300 0.700 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2760    0.72902 0.128 0.872 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3548    0.77757 0.000 0.864 0.068 0.068
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0188    0.87010 0.996 0.004 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0188    0.82481 0.004 0.996 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4972    0.04275 0.544 0.456 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1022    0.83311 0.000 0.968 0.000 0.032
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0817    0.86259 0.976 0.024 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0592    0.86608 0.984 0.016 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0707    0.94338 0.000 0.000 0.980 0.020
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1940    0.80920 0.000 0.924 0.000 0.076
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0336    0.86885 0.992 0.008 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.1302    0.61230 0.044 0.000 0.000 0.956
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.1474    0.87856 0.948 0.000 0.000 0.052
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.7050    0.44473 0.252 0.180 0.568 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0336    0.87286 0.992 0.000 0.000 0.008
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0921    0.87623 0.972 0.000 0.000 0.028
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.4477    0.81161 0.000 0.312 0.000 0.688
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.5582    0.81571 0.724 0.108 0.000 0.168
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.4193    0.86788 0.000 0.268 0.000 0.732
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.0000    0.65732 0.000 0.000 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.4746    0.46141 0.368 0.632 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.2081    0.73559 0.000 0.084 0.000 0.916
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1211    0.83092 0.000 0.960 0.000 0.040
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0817    0.87563 0.976 0.000 0.000 0.024
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0592    0.86608 0.984 0.016 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4103    0.62545 0.256 0.744 0.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.4804    0.34526 0.000 0.000 0.616 0.384
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.2760    0.75070 0.000 0.872 0.000 0.128
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1637    0.82305 0.000 0.940 0.000 0.060
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3123    0.87704 0.844 0.000 0.000 0.156
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0707    0.86445 0.980 0.020 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.4193    0.86800 0.000 0.268 0.000 0.732
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.4535    0.53096 0.000 0.704 0.292 0.004
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0592    0.83307 0.000 0.984 0.000 0.016
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.1211    0.83092 0.000 0.960 0.000 0.040
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0188    0.82899 0.000 0.996 0.000 0.004
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.3907    0.86344 0.768 0.000 0.000 0.232
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0592    0.86608 0.984 0.016 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.1211    0.83092 0.000 0.960 0.000 0.040
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.4800    0.61668 0.000 0.196 0.760 0.044
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.1211    0.87782 0.960 0.000 0.000 0.040
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0707    0.83389 0.000 0.980 0.000 0.020
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.4643    0.77472 0.000 0.344 0.000 0.656
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.2222    0.87875 0.924 0.016 0.000 0.060
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.5351    0.74347 0.000 0.104 0.152 0.744
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.2814    0.87869 0.868 0.000 0.000 0.132
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.4356    0.84445 0.000 0.292 0.000 0.708
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.3757    0.77226 0.000 0.152 0.828 0.020
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.4431    0.38286 0.000 0.696 0.000 0.304
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.5000    0.54621 0.504 0.000 0.000 0.496
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.1792    0.81544 0.000 0.932 0.000 0.068
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0707    0.83369 0.000 0.980 0.000 0.020
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.4382    0.84004 0.000 0.296 0.000 0.704
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.4072    0.62871 0.252 0.748 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.2011    0.80542 0.000 0.920 0.000 0.080
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0469    0.95068 0.000 0.012 0.988 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.4564    0.49719 0.000 0.000 0.328 0.672
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     4  0.1211    0.61804 0.040 0.000 0.000 0.960
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#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.3801    0.64989 0.780 0.220 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.4500    0.80742 0.000 0.316 0.000 0.684
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.4040    0.85954 0.752 0.000 0.000 0.248
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> D902E43A-F384-432A-B690-D20BFCC78443     4  0.1118    0.62464 0.036 0.000 0.000 0.964
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.4877   -0.03494 0.000 0.592 0.000 0.408
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0336    0.82245 0.008 0.992 0.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0707    0.86454 0.980 0.020 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.1151    0.83347 0.000 0.968 0.008 0.024
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.4382    0.58728 0.296 0.704 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0188    0.87201 0.996 0.000 0.000 0.004
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0524    0.87274 0.988 0.004 0.000 0.008
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.4360    0.87313 0.000 0.248 0.008 0.744
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.0000    0.65732 0.000 0.000 0.000 1.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0376    0.82712 0.004 0.992 0.000 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1211    0.83092 0.000 0.960 0.000 0.040
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0592    0.86613 0.984 0.016 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0336    0.83077 0.000 0.992 0.000 0.008
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0707    0.86445 0.980 0.020 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.1557    0.82306 0.000 0.944 0.000 0.056
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.2011    0.88005 0.920 0.000 0.000 0.080
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.4454    0.47682 0.000 0.692 0.308 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4999   -0.00427 0.000 0.000 0.508 0.492
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.7799    0.35607 0.400 0.348 0.000 0.252
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0707    0.83405 0.000 0.980 0.000 0.020
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0188    0.87010 0.996 0.004 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.5226    0.81779 0.000 0.180 0.076 0.744
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.87109 1.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.0188    0.95747 0.000 0.000 0.996 0.004
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0469    0.83199 0.000 0.988 0.000 0.012
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3486    0.87242 0.812 0.000 0.000 0.188
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0817    0.86259 0.976 0.024 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.4331    0.84866 0.000 0.288 0.000 0.712
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1302    0.85181 0.956 0.044 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000    0.82706 0.000 1.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0921    0.86072 0.972 0.028 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0188    0.87010 0.996 0.004 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0592    0.83307 0.000 0.984 0.000 0.016
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.4103    0.62545 0.256 0.744 0.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.4103    0.85735 0.744 0.000 0.000 0.256
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000    0.82706 0.000 1.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000    0.82706 0.000 1.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0817    0.86259 0.976 0.024 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.87109 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.87109 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4989   -0.31311 0.000 0.528 0.000 0.472
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0707    0.86445 0.980 0.020 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0188    0.87010 0.996 0.004 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2329    0.81418 0.000 0.916 0.012 0.072
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1302    0.82928 0.000 0.956 0.000 0.044
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0817    0.83400 0.000 0.976 0.000 0.024
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2469    0.78000 0.000 0.892 0.000 0.108
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.1938    0.90109 0.000 0.052 0.936 0.012
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.4222    0.86451 0.000 0.272 0.000 0.728
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1302    0.82928 0.000 0.956 0.000 0.044
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0336    0.83063 0.000 0.992 0.000 0.008
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4996   -0.37169 0.000 0.516 0.000 0.484
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0188    0.87038 0.996 0.004 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.87109 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.96147 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1302    0.82928 0.000 0.956 0.000 0.044
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.4103    0.87802 0.000 0.256 0.000 0.744
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.0336    0.66502 0.000 0.008 0.000 0.992
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1792    0.81544 0.000 0.932 0.000 0.068
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.96147 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3055     0.8243 0.000 0.840 0.000 0.144 0.016
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.1538     0.8152 0.948 0.036 0.000 0.008 0.008
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0162     0.9014 0.000 0.996 0.000 0.004 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0404     0.9016 0.000 0.988 0.000 0.012 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.1798     0.8830 0.000 0.004 0.064 0.928 0.004
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1965     0.8653 0.000 0.904 0.000 0.096 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.2484     0.8154 0.900 0.004 0.000 0.068 0.028
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.3320     0.7687 0.164 0.012 0.000 0.004 0.820
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9330 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0162     0.9002 0.000 0.996 0.000 0.000 0.004
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0794     0.8393 0.972 0.000 0.000 0.000 0.028
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.5220     0.3845 0.516 0.000 0.000 0.044 0.440
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4829     0.7409 0.756 0.148 0.000 0.068 0.028
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2341     0.8568 0.012 0.912 0.000 0.056 0.020
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4138     0.3582 0.000 0.000 0.616 0.384 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.2719     0.8267 0.000 0.852 0.000 0.144 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.3213     0.8630 0.000 0.144 0.004 0.836 0.016
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.1168     0.8366 0.960 0.000 0.000 0.008 0.032
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2267     0.8602 0.008 0.916 0.000 0.048 0.028
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.2325     0.8159 0.904 0.000 0.000 0.068 0.028
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9008 0.000 1.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9330 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0898     0.8350 0.972 0.000 0.000 0.008 0.020
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1364     0.8397 0.952 0.000 0.000 0.036 0.012
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.2813     0.7766 0.000 0.000 0.168 0.832 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0290     0.9016 0.000 0.992 0.000 0.008 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9330 0.000 0.000 1.000 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.3958     0.8195 0.776 0.000 0.000 0.040 0.184
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1608     0.9396 0.000 0.072 0.000 0.928 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.2127     0.8155 0.000 0.000 0.000 0.108 0.892
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.1792     0.8449 0.916 0.000 0.000 0.000 0.084
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.7502     0.3597 0.264 0.104 0.536 0.064 0.032
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.1331     0.8374 0.952 0.000 0.000 0.008 0.040
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3661     0.6140 0.000 0.000 0.276 0.724 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.2074     0.8439 0.896 0.000 0.000 0.000 0.104
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.1704     0.9378 0.000 0.068 0.000 0.928 0.004
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.2230     0.8505 0.000 0.884 0.000 0.116 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.6271     0.1866 0.132 0.480 0.000 0.004 0.384
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3586     0.6706 0.000 0.736 0.000 0.264 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.1704     0.9378 0.000 0.068 0.000 0.928 0.004
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.1478     0.8812 0.000 0.000 0.936 0.064 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.7063     0.2893 0.000 0.244 0.036 0.212 0.508
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.3562     0.6827 0.000 0.016 0.000 0.196 0.788
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0880     0.8824 0.032 0.000 0.000 0.000 0.968
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.4965     0.7378 0.748 0.152 0.000 0.064 0.036
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.3003     0.7386 0.000 0.000 0.812 0.188 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.4106     0.5712 0.000 0.020 0.000 0.256 0.724
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1668     0.8815 0.000 0.940 0.000 0.032 0.028
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.3143     0.8112 0.796 0.000 0.000 0.000 0.204
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0880     0.8389 0.968 0.000 0.000 0.000 0.032
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.6103     0.3622 0.524 0.384 0.000 0.064 0.028
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.1608     0.9396 0.000 0.072 0.000 0.928 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.1608     0.9396 0.000 0.072 0.000 0.928 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.1608     0.9396 0.000 0.072 0.000 0.928 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.3109     0.7387 0.000 0.000 0.200 0.800 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0609     0.9006 0.000 0.980 0.000 0.020 0.000
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#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0162     0.9014 0.000 0.996 0.000 0.004 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1106     0.8896 0.000 0.964 0.000 0.012 0.024
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0703     0.8999 0.000 0.976 0.000 0.024 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9330 0.000 0.000 1.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.2359     0.8436 0.904 0.000 0.000 0.060 0.036
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.1704     0.9378 0.000 0.068 0.000 0.928 0.004
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2648     0.8341 0.848 0.000 0.000 0.000 0.152
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9330 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0162     0.9014 0.000 0.996 0.000 0.004 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1608     0.9396 0.000 0.072 0.000 0.928 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.3519     0.6588 0.000 0.008 0.000 0.216 0.776
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0404     0.9016 0.000 0.988 0.000 0.012 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9330 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0363    0.90137 0.000 0.988 0.000 0.000 0.012 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0547    0.90266 0.000 0.980 0.000 0.000 0.000 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0260    0.90580 0.000 0.992 0.000 0.000 0.000 0.008
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0146    0.90624 0.000 0.996 0.000 0.000 0.000 0.004
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.3240    0.69841 0.244 0.004 0.000 0.000 0.000 0.752
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.4854    0.48609 0.088 0.292 0.000 0.000 0.620 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0458    0.90340 0.000 0.984 0.000 0.000 0.000 0.016
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0632    0.84350 0.976 0.000 0.000 0.000 0.000 0.024
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.3778    0.66241 0.016 0.000 0.000 0.000 0.288 0.696
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.0146    0.71158 0.004 0.000 0.000 0.000 0.000 0.996
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1765    0.85839 0.000 0.904 0.000 0.000 0.000 0.096
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1556    0.87834 0.000 0.000 0.080 0.920 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3198    0.71589 0.000 0.740 0.000 0.000 0.000 0.260
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3659    0.27320 0.636 0.000 0.000 0.000 0.000 0.364
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0260    0.90580 0.000 0.992 0.000 0.000 0.000 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.3741    0.62600 0.320 0.000 0.000 0.000 0.008 0.672
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0363    0.95028 0.000 0.000 0.012 0.988 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0146    0.94685 0.000 0.000 0.996 0.004 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     6  0.4573    0.69785 0.244 0.000 0.000 0.000 0.084 0.672
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.0146    0.83992 0.000 0.004 0.000 0.000 0.996 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0622    0.84536 0.980 0.000 0.000 0.000 0.008 0.012
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.0260    0.71342 0.008 0.000 0.000 0.000 0.000 0.992
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0865    0.92524 0.000 0.000 0.036 0.964 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0806    0.84206 0.972 0.000 0.000 0.000 0.008 0.020
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.7578    0.13825 0.160 0.244 0.000 0.000 0.316 0.280
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1010    0.88821 0.000 0.960 0.000 0.036 0.000 0.004
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0713    0.92567 0.000 0.000 0.972 0.028 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.3867    0.55082 0.000 0.688 0.012 0.004 0.296 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.0790    0.82389 0.000 0.032 0.000 0.000 0.968 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0000    0.84095 0.000 0.000 0.000 0.000 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.0458    0.71743 0.016 0.000 0.000 0.000 0.000 0.984
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.3823    0.23365 0.000 0.000 0.564 0.436 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.2680    0.74440 0.000 0.056 0.000 0.076 0.868 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.5185    0.51797 0.000 0.564 0.000 0.108 0.000 0.328
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.4204    0.61293 0.740 0.000 0.000 0.000 0.128 0.132
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0260    0.84789 0.992 0.000 0.000 0.000 0.000 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.0363    0.69908 0.000 0.012 0.000 0.000 0.000 0.988
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0632    0.93826 0.000 0.000 0.024 0.976 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.5878    0.37689 0.000 0.468 0.000 0.224 0.000 0.308
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0146    0.84731 0.996 0.000 0.000 0.000 0.004 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6  0.3634    0.65370 0.296 0.000 0.000 0.000 0.008 0.696
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.5575    0.48849 0.000 0.528 0.168 0.000 0.000 0.304
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.5865    0.39065 0.000 0.476 0.000 0.228 0.000 0.296
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.6084    0.00102 0.000 0.344 0.000 0.380 0.000 0.276
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.3578    0.62726 0.000 0.660 0.000 0.000 0.000 0.340
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0713    0.83965 0.972 0.000 0.000 0.000 0.028 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0000    0.84095 0.000 0.000 0.000 0.000 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     6  0.3592    0.59648 0.344 0.000 0.000 0.000 0.000 0.656
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0146    0.90624 0.000 0.996 0.000 0.000 0.000 0.004
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     5  0.2088    0.79400 0.028 0.000 0.000 0.000 0.904 0.068
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0260    0.95548 0.000 0.000 0.000 0.992 0.000 0.008
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.1088    0.83735 0.960 0.000 0.000 0.000 0.024 0.016
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.4812    0.42024 0.000 0.588 0.000 0.344 0.000 0.068
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0547    0.83856 0.980 0.000 0.000 0.000 0.020 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.4141    0.24720 0.000 0.556 0.432 0.012 0.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.5873    0.03977 0.480 0.000 0.000 0.000 0.248 0.272
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.3789    0.30418 0.000 0.584 0.416 0.000 0.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0260    0.83821 0.000 0.008 0.000 0.000 0.992 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.1663    0.86474 0.000 0.912 0.000 0.000 0.000 0.088
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0632    0.90127 0.000 0.976 0.000 0.000 0.000 0.024
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0547    0.90048 0.020 0.980 0.000 0.000 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0260    0.94268 0.000 0.008 0.992 0.000 0.000 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.0000    0.84095 0.000 0.000 0.000 0.000 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.1444    0.78839 0.000 0.072 0.000 0.000 0.928 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0291    0.90583 0.004 0.992 0.000 0.000 0.000 0.004
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0777    0.84163 0.972 0.000 0.000 0.000 0.004 0.024
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     6  0.0458    0.71850 0.000 0.000 0.000 0.000 0.016 0.984
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.3245    0.60585 0.764 0.000 0.000 0.000 0.008 0.228
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     6  0.3398    0.69379 0.252 0.000 0.000 0.000 0.008 0.740
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.1204    0.87224 0.000 0.944 0.056 0.000 0.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0146    0.90624 0.000 0.996 0.000 0.000 0.000 0.004
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.4264    0.58126 0.000 0.620 0.000 0.028 0.000 0.352
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.3161    0.70918 0.000 0.776 0.216 0.000 0.000 0.008
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.1387    0.81269 0.932 0.000 0.000 0.000 0.000 0.068
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     5  0.0000    0.84095 0.000 0.000 0.000 0.000 1.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     5  0.4148    0.59140 0.208 0.000 0.000 0.000 0.724 0.068
#> 33233781-A799-4610-86FC-C836713D31AA     5  0.1444    0.80768 0.000 0.000 0.000 0.000 0.928 0.072
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0260    0.90580 0.000 0.992 0.000 0.000 0.000 0.008
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.2260    0.68175 0.860 0.140 0.000 0.000 0.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     6  0.2553    0.74668 0.144 0.000 0.000 0.000 0.008 0.848
#> ED604501-C110-4693-820B-DE9FB648FEAA     6  0.4356    0.75438 0.140 0.000 0.000 0.000 0.136 0.724
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.0000    0.84095 0.000 0.000 0.000 0.000 1.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.0508    0.93814 0.000 0.012 0.984 0.004 0.000 0.000
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#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     5  0.4190    0.59814 0.112 0.000 0.000 0.000 0.740 0.148
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.3198    0.57706 0.000 0.260 0.000 0.000 0.740 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1075    0.88859 0.000 0.952 0.000 0.000 0.000 0.048
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     6  0.4165    0.75284 0.160 0.000 0.000 0.000 0.100 0.740
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.0146    0.83992 0.000 0.004 0.000 0.000 0.996 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.0000    0.84095 0.000 0.000 0.000 0.000 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.4718    0.52146 0.000 0.068 0.000 0.616 0.000 0.316
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     6  0.0000    0.70977 0.000 0.000 0.000 0.000 0.000 1.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.1367    0.82451 0.944 0.000 0.000 0.000 0.012 0.044
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     6  0.3718    0.76725 0.084 0.000 0.000 0.000 0.132 0.784
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     6  0.4482    0.51755 0.036 0.000 0.000 0.000 0.384 0.580
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.0363    0.83623 0.000 0.012 0.000 0.000 0.988 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2454    0.78305 0.160 0.840 0.000 0.000 0.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     5  0.1563    0.81239 0.012 0.000 0.000 0.000 0.932 0.056
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1663    0.86805 0.000 0.912 0.000 0.000 0.000 0.088
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     5  0.1789    0.80792 0.032 0.000 0.000 0.000 0.924 0.044
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0632    0.89594 0.024 0.976 0.000 0.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0820    0.84413 0.972 0.000 0.000 0.000 0.012 0.016
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.3309    0.61160 0.000 0.720 0.280 0.000 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.2378    0.78214 0.000 0.848 0.000 0.000 0.152 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0146    0.90624 0.000 0.996 0.000 0.000 0.000 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.0260    0.83821 0.000 0.008 0.000 0.000 0.992 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     6  0.4634    0.74428 0.144 0.000 0.000 0.000 0.164 0.692
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.3854    0.11033 0.000 0.464 0.536 0.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.2340    0.73556 0.000 0.000 0.000 0.000 0.852 0.148
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.3409    0.67949 0.000 0.700 0.000 0.000 0.000 0.300
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     6  0.3907    0.68348 0.028 0.000 0.000 0.000 0.268 0.704
#> 0636DD62-C493-47CC-A120-9759FB6980CD     6  0.3717    0.67332 0.276 0.000 0.000 0.000 0.016 0.708
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.2048    0.81347 0.000 0.880 0.000 0.120 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     6  0.3563    0.60906 0.336 0.000 0.000 0.000 0.000 0.664
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0713    0.89851 0.000 0.972 0.000 0.000 0.000 0.028
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     6  0.3482    0.63416 0.316 0.000 0.000 0.000 0.000 0.684
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     6  0.4051    0.39882 0.432 0.000 0.000 0.000 0.008 0.560
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3499    0.65456 0.000 0.680 0.000 0.000 0.000 0.320
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.0820    0.70771 0.016 0.012 0.000 0.000 0.000 0.972
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     6  0.3695    0.53599 0.000 0.000 0.000 0.000 0.376 0.624
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1387    0.87665 0.000 0.932 0.000 0.000 0.000 0.068
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.3445    0.54414 0.732 0.000 0.000 0.000 0.008 0.260
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     6  0.3684    0.54882 0.372 0.000 0.000 0.000 0.000 0.628
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.84902 1.000 0.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.3351    0.69352 0.000 0.712 0.000 0.000 0.000 0.288
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2664    0.79921 0.000 0.816 0.000 0.000 0.000 0.184
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0363    0.90479 0.000 0.988 0.000 0.000 0.000 0.012
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.3854    0.10517 0.000 0.464 0.536 0.000 0.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0547    0.89737 0.000 0.980 0.000 0.000 0.020 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0260    0.90580 0.000 0.992 0.000 0.000 0.000 0.008
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3023    0.74667 0.000 0.768 0.000 0.000 0.000 0.232
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.90615 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.4072   -0.03052 0.544 0.000 0.000 0.000 0.008 0.448
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.4482    0.22791 0.600 0.000 0.000 0.000 0.040 0.360
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.94997 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0260    0.90580 0.000 0.992 0.000 0.000 0.000 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.96170 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.1806    0.77012 0.000 0.088 0.000 0.004 0.908 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0146    0.90624 0.000 0.996 0.000 0.000 0.000 0.004
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.94997 0.000 0.000 1.000 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)

plot of chunk tab-CV-NMF-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-CV-NMF-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-CV-NMF-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-CV-NMF-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-CV-NMF-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-CV-NMF-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-CV-NMF-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-CV-NMF-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-CV-NMF-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-CV-NMF-membership-heatmap-5

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)

plot of chunk tab-CV-NMF-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-CV-NMF-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-CV-NMF-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-CV-NMF-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-CV-NMF-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-CV-NMF-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-CV-NMF-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-CV-NMF-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-CV-NMF-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-CV-NMF-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk CV-NMF-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-CV-NMF-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-CV-NMF-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-CV-NMF-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-CV-NMF-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-CV-NMF-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk CV-NMF-collect-classes

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.


MAD:hclust

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 17630 rows and 500 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 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)

plot of chunk MAD-hclust-collect-plots

The plots are:

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:

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)

plot of chunk MAD-hclust-select-partition-number

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 0.343           0.776       0.879         0.4475 0.529   0.529
#> 3 3 0.350           0.580       0.734         0.3943 0.708   0.496
#> 4 4 0.408           0.427       0.623         0.1248 0.905   0.745
#> 5 5 0.461           0.416       0.646         0.0727 0.787   0.427
#> 6 6 0.523           0.468       0.643         0.0471 0.914   0.659

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.6623    0.82322 0.172 0.828
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.5946    0.80270 0.856 0.144
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.6148    0.83540 0.152 0.848
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.8144    0.74746 0.252 0.748
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000    0.85926 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6148    0.83526 0.152 0.848
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.9087    0.54589 0.676 0.324
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.6531    0.77657 0.832 0.168
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000    0.85926 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.8713    0.68852 0.292 0.708
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.5737    0.80809 0.864 0.136
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.7883    0.70400 0.764 0.236
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.8016    0.68712 0.756 0.244
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.9552    0.51752 0.376 0.624
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0672    0.86122 0.008 0.992
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.7299    0.80216 0.204 0.796
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3274    0.86275 0.060 0.940
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.84949 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.9460    0.54546 0.364 0.636
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4690    0.82830 0.900 0.100
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.7950    0.75956 0.240 0.760
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000    0.85926 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.84949 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.6048    0.79952 0.852 0.148
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000    0.85926 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.7528    0.78637 0.216 0.784
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.4298    0.85942 0.088 0.912
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.84949 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0672    0.85985 0.008 0.992
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.8207    0.73386 0.256 0.744
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.84949 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.9393    0.47419 0.644 0.356
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.3274    0.84596 0.940 0.060
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000    0.85926 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.84949 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000    0.85926 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.7745    0.77425 0.228 0.772
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.9286    0.51085 0.656 0.344
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.5629    0.84586 0.132 0.868
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000    0.85926 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000    0.85926 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.6887    0.81284 0.184 0.816
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.6247    0.82988 0.156 0.844
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.9988    0.04071 0.520 0.480
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.9358    0.48506 0.648 0.352
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.2948    0.86317 0.052 0.948
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.6148    0.83250 0.152 0.848
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.6887    0.81461 0.184 0.816
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.84949 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.84949 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.9358    0.48506 0.648 0.352
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0938    0.86187 0.012 0.988
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0376    0.86036 0.004 0.996
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000    0.85926 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000    0.85926 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.7453    0.79021 0.212 0.788
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.1414    0.86214 0.020 0.980
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.5946    0.83898 0.144 0.856
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3431    0.84477 0.936 0.064
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.3274    0.84659 0.940 0.060
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000    0.85926 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.1843    0.86280 0.028 0.972
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.4298    0.85746 0.088 0.912
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.6438    0.82771 0.164 0.836
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.7453    0.79147 0.212 0.788
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.5178    0.85126 0.116 0.884
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0938    0.86187 0.012 0.988
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.9358    0.57483 0.352 0.648
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.3274    0.86245 0.060 0.940
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.3431    0.84477 0.936 0.064
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     2  0.8909    0.65216 0.308 0.692
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0938    0.86187 0.012 0.988
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1414    0.85089 0.980 0.020
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.6148    0.83540 0.152 0.848
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.84949 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0938    0.86187 0.012 0.988
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.2778    0.84794 0.952 0.048
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.9358    0.57483 0.352 0.648
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.5178    0.85014 0.116 0.884
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.1633    0.85095 0.976 0.024
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.1633    0.86359 0.024 0.976
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.84949 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.9963    0.15610 0.536 0.464
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.4298    0.85746 0.088 0.912
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.4690    0.85696 0.100 0.900
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.5737    0.84366 0.136 0.864
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000    0.85926 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     2  0.8713    0.67901 0.292 0.708
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.7883    0.76636 0.236 0.764
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.9963    0.25358 0.464 0.536
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.5737    0.84366 0.136 0.864
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.9795    0.27627 0.584 0.416
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.8144    0.74697 0.252 0.748
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.6801    0.81644 0.180 0.820
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.9732    0.34102 0.596 0.404
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000    0.85926 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.7376    0.79213 0.208 0.792
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.9909    0.31220 0.444 0.556
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000    0.84949 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.7056    0.81011 0.192 0.808
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.8713    0.61748 0.708 0.292
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000    0.84949 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.1414    0.85089 0.980 0.020
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.5059    0.85243 0.112 0.888
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.7950    0.76238 0.240 0.760
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.8144    0.74467 0.252 0.748
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.9129    0.62283 0.328 0.672
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.6712    0.82074 0.176 0.824
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.4161    0.85979 0.084 0.916
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000    0.84949 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.3274    0.84511 0.940 0.060
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0376    0.86036 0.004 0.996
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.4431    0.85715 0.092 0.908
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000    0.84949 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000    0.84949 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.3879    0.84134 0.924 0.076
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.9087    0.63190 0.324 0.676
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000    0.85926 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000    0.85926 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000    0.85926 0.000 1.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.5946    0.80270 0.856 0.144
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.6148    0.79747 0.848 0.152
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.3431    0.84482 0.936 0.064
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.7602    0.78610 0.220 0.780
#> 113340B4-B092-4B8C-8A13-5932525B0C33     2  0.9954    0.21591 0.460 0.540
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.1184    0.86255 0.016 0.984
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.9248    0.60292 0.340 0.660
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.0000    0.85926 0.000 1.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000    0.84949 1.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000    0.84949 1.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.1184    0.85081 0.984 0.016
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.6887    0.81424 0.184 0.816
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000    0.84949 1.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.9552    0.51752 0.376 0.624
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.0000    0.85926 0.000 1.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0672    0.86088 0.008 0.992
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.3584    0.84340 0.932 0.068
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.2603    0.86357 0.044 0.956
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.6531    0.82532 0.168 0.832
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     1  0.9988    0.00634 0.520 0.480
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0672    0.85022 0.992 0.008
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.9460    0.54546 0.364 0.636
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.8909    0.66209 0.308 0.692
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0000    0.84949 1.000 0.000
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     2  0.0672    0.86122 0.008 0.992
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.2778    0.86305 0.048 0.952
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.0000    0.84949 1.000 0.000
#> 8DA59514-8B25-493E-B226-818F2521B5D5     1  0.0000    0.84949 1.000 0.000
#> C9EE359E-2F42-4D20-880D-FBF8B4953731     1  0.6048    0.79869 0.852 0.148
#> F90967A5-96C6-4669-BCFB-0C51F539B0E7     2  0.6148    0.83526 0.152 0.848
#> 2482156E-29A8-4B6B-91BD-219EAC9229B5     2  0.0938    0.86187 0.012 0.988
#> 4EA4A8AE-581A-4170-8062-99645CB41337     1  0.0000    0.84949 1.000 0.000
#> C584D193-A7DD-43B1-93ED-C46F4E3313F0     2  0.9087    0.63483 0.324 0.676
#> 2FBF997D-B138-4BB4-B51E-81CEF9C0C8A3     2  0.0938    0.86187 0.012 0.988
#> 0AF0D126-507C-4DE1-B9A2-A1B8F0A089FB     2  0.7056    0.81020 0.192 0.808
#> 077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C     2  0.0000    0.85926 0.000 1.000
#> 32CED7C6-C413-4B5C-8A49-8AA2C97E582D     2  0.0000    0.85926 0.000 1.000
#> 66FF1C46-83F0-4EEC-9871-448C8C7EA3AE     1  0.3431    0.84477 0.936 0.064
#> 89BE4270-8300-424E-A248-A0B00C3F5C1A     2  0.5519    0.84709 0.128 0.872
#> 0F8BE394-BA6A-401C-87D0-9B3CF50FB0C8     2  0.9044    0.64092 0.320 0.680
#> 008AE101-874B-4EB6-B811-3945E5ECCFD9     1  0.7745    0.71675 0.772 0.228
#> 67B5E93E-6F06-4247-86DD-A914279EFFC5     2  0.1184    0.86252 0.016 0.984
#> 1E2D87A6-48B8-47FA-A801-AFEA7E01E829     2  0.0000    0.85926 0.000 1.000
#> E3A67B7B-7427-4C11-912B-166451072767     2  0.0000    0.85926 0.000 1.000
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#> 1C62E679-3A4E-4D10-8BFB-5BFBF2A3B4B6     1  0.5629    0.81046 0.868 0.132
#> 39777F3A-0854-4C8E-9FF4-9A1369C4733D     2  0.5737    0.84282 0.136 0.864
#> AC25E68C-76EA-40E0-912F-29C632BC0996     1  0.1184    0.85081 0.984 0.016
#> 3DA19761-6FF3-4E8C-AA0F-C04CE2CE7037     2  0.8207    0.73386 0.256 0.744
#> 2E401C42-010F-4AFC-A362-B69426418626     1  0.8443    0.64678 0.728 0.272
#> 913D6292-6507-4F86-A120-137CEACE5C9F     2  0.2778    0.86331 0.048 0.952
#> F35F85A8-B3CD-4116-990F-94B2E432F902     2  0.7528    0.78560 0.216 0.784
#> EEE5E45B-D2E3-4CFA-AC5F-8AE1EC2CB61C     2  0.1414    0.86214 0.020 0.980
#> 7B6D13EE-FE13-4BA8-BA65-1A10307A7936     2  0.0000    0.85926 0.000 1.000
#> B66ECF23-8CB2-4C95-8E3D-AA63A494F4A0     2  0.8016    0.75610 0.244 0.756
#> A130FABA-F55F-412D-940E-7305057B4D1A     2  0.3274    0.86243 0.060 0.940
#> 3E605854-CC65-4951-8EDB-235FD21FD71F     2  0.7674    0.77915 0.224 0.776
#> 91E04630-B2A7-448E-8C80-580818C9D7E6     1  0.0000    0.84949 1.000 0.000
#> 633064DB-D3ED-4B5F-B48F-6924AD719647     1  0.2043    0.85052 0.968 0.032
#> E3887082-4C43-426C-8580-ECAA4EFEC577     2  0.4022    0.85888 0.080 0.920
#> 1F4CD8D0-E2FD-45AA-8CE2-8C0488916778     2  0.9954    0.21591 0.460 0.540
#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     2  0.0000    0.85926 0.000 1.000
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0938    0.86187 0.012 0.988
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.3431    0.86256 0.064 0.936
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.9427    0.47211 0.640 0.360
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.3274    0.84621 0.940 0.060
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     2  0.0000    0.85926 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000    0.84949 1.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.9896    0.19101 0.560 0.440
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.1184    0.86249 0.016 0.984
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.2778    0.84905 0.952 0.048
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.6712    0.82129 0.176 0.824
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000    0.85926 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     1  0.9963    0.15610 0.536 0.464
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.3733    0.86157 0.072 0.928
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.8443    0.64678 0.728 0.272
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000    0.84949 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.3733    0.86126 0.072 0.928
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.9833    0.25166 0.576 0.424
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000    0.85926 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.3733    0.84222 0.928 0.072
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.2043    0.85052 0.968 0.032
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000    0.84949 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.4431    0.85680 0.092 0.908
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.1843    0.86349 0.028 0.972
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000    0.85926 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.7745    0.77438 0.228 0.772
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000    0.85926 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000    0.85926 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.5629    0.81133 0.868 0.132
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000    0.85926 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000    0.84949 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.9833    0.25166 0.576 0.424
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.9833    0.25166 0.576 0.424
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0376    0.84984 0.996 0.004
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000    0.84949 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.9170    0.60022 0.332 0.668
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000    0.84949 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.9286    0.59096 0.344 0.656
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.4939    0.85357 0.108 0.892
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.5737    0.80809 0.864 0.136
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.4298    0.85746 0.088 0.912
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000    0.84949 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000    0.85926 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.1414    0.85089 0.980 0.020
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.7219    0.80324 0.200 0.800
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.7056    0.81011 0.192 0.808
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000    0.85926 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0376    0.86039 0.004 0.996
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.4690    0.85555 0.100 0.900
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000    0.85926 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000    0.85926 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0376    0.86039 0.004 0.996
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000    0.85926 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.5737    0.80809 0.864 0.136
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000    0.85926 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.3274    0.86245 0.060 0.940
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.1843    0.86373 0.028 0.972
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000    0.85926 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000    0.84949 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.3584    0.86175 0.068 0.932
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.6712    0.81771 0.176 0.824
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0938    0.86187 0.012 0.988
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.5737    0.84366 0.136 0.864
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.9044    0.64065 0.320 0.680
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000    0.85926 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.2778    0.84802 0.952 0.048
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.8713    0.67901 0.292 0.708
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.7056    0.75877 0.808 0.192
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.8207    0.74127 0.256 0.744
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.6247    0.79171 0.844 0.156
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.84949 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.1843    0.86280 0.028 0.972
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.1184    0.85081 0.984 0.016
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000    0.85926 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.3274    0.84621 0.940 0.060
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000    0.85926 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.1843    0.86280 0.028 0.972
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.9460    0.52321 0.364 0.636
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.9933    0.13970 0.548 0.452
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.84949 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.7883    0.76363 0.236 0.764
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.2948    0.84733 0.948 0.052
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000    0.85926 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0672    0.86088 0.008 0.992
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.84949 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.9909    0.17327 0.556 0.444
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.84949 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.8016    0.75610 0.244 0.756
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.84949 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.6801    0.81644 0.180 0.820
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000    0.85926 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.9850    0.23762 0.572 0.428
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.5519    0.84709 0.128 0.872
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.84949 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.9491    0.44346 0.632 0.368
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000    0.85926 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.84949 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6531    0.82509 0.168 0.832
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.1184    0.86239 0.016 0.984
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.6048    0.80044 0.852 0.148
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000    0.85926 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000    0.85926 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.9000    0.64595 0.316 0.684
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000    0.85926 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.7745    0.71675 0.772 0.228
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0376    0.84985 0.996 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.4431    0.85679 0.092 0.908
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.6048    0.79952 0.852 0.148
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.9087    0.63190 0.324 0.676
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000    0.85926 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.2423    0.84960 0.960 0.040
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.1414    0.86282 0.020 0.980
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.84949 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.6887    0.81461 0.184 0.816
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0376    0.86039 0.004 0.996
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.9087    0.54589 0.676 0.324
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.6531    0.78305 0.832 0.168
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.9286    0.59096 0.344 0.656
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.9795    0.27627 0.584 0.416
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000    0.85926 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.84949 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.84949 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.84949 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.6623    0.82303 0.172 0.828
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.84949 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.84949 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6438    0.82771 0.164 0.836
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.8016    0.75460 0.244 0.756
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.9087    0.63224 0.324 0.676
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.8144    0.74697 0.252 0.748
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5519    0.84731 0.128 0.872
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.1843    0.86373 0.028 0.972
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.6438    0.82734 0.164 0.836
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.8267    0.73448 0.260 0.740
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.8909    0.66217 0.308 0.692
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.6801    0.81741 0.180 0.820
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.6801    0.81644 0.180 0.820
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.8608    0.63390 0.716 0.284
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.1843    0.86280 0.028 0.972
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.84949 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000    0.85926 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.7056    0.81011 0.192 0.808
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000    0.85926 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.6247    0.82988 0.156 0.844
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5519    0.84740 0.128 0.872
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000    0.85926 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.5431    0.41898 0.000 0.716 0.284
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6357    0.67911 0.652 0.336 0.012
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.5591    0.46473 0.000 0.696 0.304
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.6208    0.60887 0.048 0.752 0.200
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.5905    0.63723 0.000 0.352 0.648
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6483    0.35893 0.008 0.600 0.392
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.8132   -0.19362 0.444 0.488 0.068
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.6228    0.58178 0.624 0.372 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0892    0.68420 0.000 0.020 0.980
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.6004    0.61222 0.064 0.780 0.156
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#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0592    0.68181 0.000 0.012 0.988
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.6066    0.51697 0.024 0.728 0.248
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.5905    0.63723 0.000 0.352 0.648
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.5835    0.24900 0.000 0.660 0.340
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.6209    0.34383 0.004 0.628 0.368
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0592    0.68181 0.000 0.012 0.988

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.6253   -0.06121 0.000 0.564 0.064 0.372
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.7580    0.45806 0.476 0.296 0.000 0.228
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.5186    0.39879 0.000 0.752 0.164 0.084
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.4817    0.41665 0.000 0.784 0.088 0.128
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.7900    0.34497 0.000 0.332 0.368 0.300
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6428    0.37093 0.000 0.624 0.264 0.112
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.7950   -0.02177 0.232 0.444 0.008 0.316
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.6957    0.48086 0.580 0.172 0.000 0.248
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.1174    0.61501 0.000 0.012 0.968 0.020
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4353    0.39719 0.004 0.820 0.060 0.116
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.7534    0.48949 0.492 0.268 0.000 0.240
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     4  0.8053   -0.22706 0.296 0.332 0.004 0.368
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.8111   -0.26084 0.340 0.388 0.008 0.264
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5174    0.31408 0.072 0.784 0.020 0.124
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.7241    0.48588 0.000 0.276 0.536 0.188
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.5387    0.33885 0.016 0.764 0.076 0.144
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.7349   -0.14948 0.000 0.456 0.384 0.160
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.5258    0.32580 0.008 0.732 0.040 0.220
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.7064    0.57972 0.572 0.220 0.000 0.208
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.2919    0.41273 0.000 0.896 0.060 0.044
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.60935 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0188    0.75926 0.996 0.000 0.000 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.7343    0.56691 0.552 0.232 0.004 0.212
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5051    0.59486 0.000 0.132 0.768 0.100
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.3621    0.40908 0.000 0.860 0.072 0.068
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.7119    0.11582 0.000 0.388 0.480 0.132
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1888    0.77056 0.940 0.016 0.000 0.044
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.7909   -0.27119 0.000 0.364 0.324 0.312
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.5320    0.47250 0.000 0.416 0.012 0.572
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.8273    0.02948 0.196 0.468 0.032 0.304
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.5220    0.74063 0.752 0.092 0.000 0.156
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.6147    0.56249 0.000 0.200 0.672 0.128
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1174    0.76618 0.968 0.012 0.000 0.020
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     3  0.7910    0.31719 0.000 0.344 0.352 0.304
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4161    0.41840 0.008 0.840 0.076 0.076
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.8433   -0.09143 0.284 0.432 0.028 0.256
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.5815    0.33400 0.000 0.708 0.152 0.140
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.7900    0.34497 0.000 0.332 0.368 0.300
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.5051    0.59486 0.000 0.132 0.768 0.100
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.6708   -0.18500 0.004 0.524 0.080 0.392
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.6163    0.31572 0.000 0.416 0.052 0.532
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     4  0.7506    0.46242 0.220 0.288 0.000 0.492
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.8298    0.02663 0.200 0.464 0.032 0.304
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.7354   -0.07288 0.000 0.452 0.388 0.160
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.6285    0.30783 0.000 0.412 0.060 0.528
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.6351    0.36730 0.000 0.628 0.268 0.104
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.2546    0.77395 0.912 0.028 0.000 0.060
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0188    0.75926 0.996 0.000 0.000 0.004
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.8298    0.02663 0.200 0.464 0.032 0.304
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.7641    0.41711 0.000 0.324 0.452 0.224
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.7756    0.40272 0.000 0.320 0.428 0.252
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     3  0.7911    0.30971 0.000 0.348 0.348 0.304
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.6065    0.57060 0.000 0.176 0.684 0.140
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.3970    0.40448 0.000 0.840 0.076 0.084
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.7850   -0.15910 0.000 0.388 0.272 0.340
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.6567    0.35037 0.000 0.588 0.308 0.104
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5265    0.73865 0.748 0.092 0.000 0.160
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.6921    0.65013 0.580 0.160 0.000 0.260
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.7900    0.34497 0.000 0.332 0.368 0.300
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.7815   -0.12857 0.000 0.392 0.256 0.352
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.6609    0.21751 0.000 0.620 0.144 0.236
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.6262    0.36706 0.000 0.628 0.280 0.092
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.7808    0.32464 0.052 0.560 0.272 0.116
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.7300    0.16123 0.000 0.516 0.304 0.180
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     3  0.7641    0.41711 0.000 0.324 0.452 0.224
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.5349    0.33763 0.008 0.732 0.048 0.212
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.5346    0.43433 0.000 0.192 0.732 0.076
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.5265    0.73865 0.748 0.092 0.000 0.160
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     4  0.5847    0.52038 0.036 0.404 0.000 0.560
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     3  0.7617    0.40758 0.000 0.332 0.452 0.216
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.3716    0.76885 0.852 0.052 0.000 0.096
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.5165    0.39650 0.000 0.752 0.168 0.080
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.3764    0.76479 0.844 0.040 0.000 0.116
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.7481    0.44691 0.000 0.308 0.488 0.204
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.5248    0.72848 0.748 0.088 0.000 0.164
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.5349    0.33763 0.008 0.732 0.048 0.212
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.7216    0.07966 0.004 0.540 0.148 0.308
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.4635    0.74763 0.796 0.080 0.000 0.124
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.6641    0.47574 0.000 0.276 0.600 0.124
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.4100    0.76322 0.824 0.048 0.000 0.128
#> 27875588-7C41-49BB-A4C0-A66D72A12499     2  0.9364   -0.03056 0.172 0.424 0.148 0.256
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.6609    0.21751 0.000 0.620 0.144 0.236
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.6690    0.29256 0.000 0.608 0.248 0.144
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.5515    0.32699 0.000 0.732 0.116 0.152
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.60935 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     4  0.5508    0.51570 0.020 0.408 0.000 0.572
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.6023    0.38391 0.012 0.716 0.136 0.136
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.6831    0.11647 0.168 0.640 0.012 0.180
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.5507    0.32360 0.000 0.732 0.112 0.156
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.7300   -0.06378 0.276 0.528 0.000 0.196
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.3968    0.39470 0.016 0.856 0.056 0.072
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.6336    0.35266 0.000 0.608 0.304 0.088
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     4  0.8403    0.28884 0.276 0.316 0.020 0.388
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.7220    0.50423 0.000 0.240 0.548 0.212
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.6715   -0.32238 0.016 0.484 0.052 0.448
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.6297    0.18548 0.140 0.692 0.012 0.156
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1004    0.76504 0.972 0.004 0.000 0.024
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.5532    0.31233 0.004 0.736 0.092 0.168
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     4  0.8424   -0.09761 0.240 0.368 0.024 0.368
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0779    0.76340 0.980 0.004 0.000 0.016
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.4015    0.76437 0.832 0.052 0.000 0.116
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.7540    0.03896 0.000 0.468 0.328 0.204
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.4438    0.41107 0.020 0.832 0.084 0.064
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.2944    0.41405 0.004 0.900 0.052 0.044
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.5811    0.34173 0.008 0.708 0.076 0.208
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.5032    0.42089 0.004 0.772 0.152 0.072
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.6200    0.18374 0.000 0.356 0.580 0.064
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.5759    0.70856 0.708 0.112 0.000 0.180
#> 37A8E941-F86F-449A-86E4-833AC349111F     3  0.7756    0.40327 0.000 0.320 0.428 0.252
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.6049    0.30160 0.000 0.264 0.652 0.084
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.2385    0.77312 0.920 0.028 0.000 0.052
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.6922    0.65229 0.584 0.168 0.000 0.248
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.4471    0.37090 0.004 0.796 0.036 0.164
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000    0.60935 0.000 0.000 1.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0672    0.61295 0.000 0.008 0.984 0.008
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     3  0.7900    0.34497 0.000 0.332 0.368 0.300
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.7580    0.45806 0.476 0.296 0.000 0.228
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.7825    0.48569 0.460 0.260 0.004 0.276
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.6957    0.64539 0.580 0.172 0.000 0.248
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.5054    0.38275 0.016 0.792 0.092 0.100
#> 113340B4-B092-4B8C-8A13-5932525B0C33     4  0.7589    0.47928 0.164 0.340 0.008 0.488
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.6469    0.51663 0.000 0.248 0.628 0.124
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.5998    0.28233 0.060 0.728 0.040 0.172
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     3  0.5382    0.59070 0.000 0.124 0.744 0.132
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.1109    0.76513 0.968 0.004 0.000 0.028
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.3706    0.76513 0.848 0.040 0.000 0.112
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.4055    0.77243 0.832 0.060 0.000 0.108
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.6535    0.33230 0.000 0.588 0.312 0.100
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0524    0.75945 0.988 0.004 0.000 0.008
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.5174    0.31408 0.072 0.784 0.020 0.124
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     3  0.7900    0.34497 0.000 0.332 0.368 0.300
#> A0A24949-483B-4250-B11E-2BCE49F302AC     3  0.4037    0.59104 0.000 0.112 0.832 0.056
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.5512    0.72708 0.728 0.100 0.000 0.172
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.7521   -0.22483 0.000 0.420 0.396 0.184
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.6402    0.37465 0.000 0.624 0.268 0.108
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.6606    0.05023 0.224 0.624 0.000 0.152
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.4153    0.76227 0.820 0.048 0.000 0.132
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.5258    0.32580 0.008 0.732 0.040 0.220
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.4193    0.38429 0.036 0.848 0.036 0.080
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.3647    0.76677 0.852 0.040 0.000 0.108
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     3  0.7023    0.49986 0.000 0.272 0.564 0.164
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.7741   -0.05555 0.000 0.440 0.264 0.296
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.3706    0.76513 0.848 0.040 0.000 0.112
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#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     3  0.7654    0.39029 0.000 0.340 0.440 0.220
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.7687    0.48956 0.448 0.240 0.000 0.312
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.7893    0.35803 0.000 0.324 0.376 0.300
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3229    0.61183 0.000 0.072 0.880 0.048
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.4548    0.37522 0.008 0.804 0.044 0.144
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.60935 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.8363    0.31576 0.368 0.312 0.016 0.304
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2197    0.77619 0.928 0.024 0.000 0.048
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.6715    0.21647 0.000 0.604 0.144 0.252
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.7343    0.56691 0.552 0.232 0.004 0.212
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.4471    0.37090 0.004 0.796 0.036 0.164
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.60935 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.3662    0.72091 0.836 0.012 0.004 0.148
#> D837BDD1-8786-4548-8D5F-8506AECF2006     3  0.7668    0.37556 0.000 0.348 0.432 0.220
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> C543A527-3E25-4389-9722-E9325C733243     2  0.6351    0.36730 0.000 0.628 0.268 0.104
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.7620    0.42345 0.000 0.324 0.456 0.220
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.7950   -0.02177 0.232 0.444 0.008 0.316
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.7823    0.42719 0.408 0.272 0.000 0.320
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.4832    0.35957 0.024 0.796 0.036 0.144
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.7300   -0.06378 0.276 0.528 0.000 0.196
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     3  0.7910    0.31719 0.000 0.344 0.352 0.304
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0524    0.75945 0.988 0.004 0.000 0.008
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4297    0.39466 0.000 0.820 0.096 0.084
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0592    0.76031 0.984 0.000 0.000 0.016
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0336    0.75759 0.992 0.000 0.000 0.008
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6262    0.36706 0.000 0.628 0.280 0.092
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.3705    0.42596 0.004 0.860 0.084 0.052
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4375    0.37278 0.008 0.812 0.036 0.144
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.3968    0.39470 0.016 0.856 0.056 0.072
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.6852    0.23584 0.004 0.616 0.172 0.208
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     3  0.7566    0.29088 0.000 0.392 0.416 0.192
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.6425   -0.18283 0.000 0.508 0.068 0.424
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.2944    0.41483 0.004 0.900 0.052 0.044
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.5754    0.36647 0.004 0.716 0.096 0.184
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4285    0.40670 0.000 0.820 0.104 0.076
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.6391    0.35088 0.000 0.604 0.304 0.092
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.7919   -0.27182 0.316 0.348 0.000 0.336
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.7815   -0.12857 0.000 0.392 0.256 0.352
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2871    0.77393 0.896 0.032 0.000 0.072
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.60935 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.5513    0.30542 0.004 0.736 0.088 0.172
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.7900    0.34497 0.000 0.332 0.368 0.300
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.6222    0.31606 0.000 0.412 0.056 0.532
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5499    0.37086 0.000 0.712 0.216 0.072
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.60935 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.6131   0.345508 0.000 0.232 0.016 0.608 0.144
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.7004  -0.468659 0.272 0.380 0.000 0.008 0.340
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.5921   0.029246 0.000 0.456 0.088 0.452 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.5425   0.415306 0.000 0.628 0.040 0.308 0.024
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.2891   0.607691 0.000 0.000 0.176 0.824 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6947   0.194918 0.000 0.448 0.208 0.328 0.016
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.5279  -0.026402 0.124 0.688 0.000 0.004 0.184
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.7252  -0.187895 0.424 0.156 0.000 0.048 0.372
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.1341   0.818914 0.000 0.000 0.944 0.056 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4626   0.488802 0.000 0.728 0.020 0.224 0.028
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.6896  -0.451745 0.288 0.400 0.000 0.004 0.308
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.5783   0.485588 0.052 0.384 0.000 0.020 0.544
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.5979  -0.211382 0.220 0.588 0.000 0.000 0.192
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5839   0.500126 0.036 0.676 0.004 0.196 0.088
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.5402   0.309433 0.000 0.048 0.420 0.528 0.004
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.5752  -0.050020 0.004 0.448 0.016 0.492 0.040
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.6278   0.495667 0.000 0.180 0.264 0.552 0.004
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0162   0.690212 0.996 0.000 0.000 0.000 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4082   0.510452 0.000 0.788 0.008 0.160 0.044
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.6736  -0.199805 0.396 0.344 0.000 0.000 0.260
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4851   0.376339 0.000 0.620 0.020 0.352 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0290   0.692332 0.992 0.000 0.000 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.6948  -0.288903 0.356 0.336 0.000 0.004 0.304
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3983   0.450219 0.000 0.000 0.660 0.340 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.4860   0.241038 0.000 0.540 0.016 0.440 0.004
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.7038  -0.006339 0.000 0.316 0.412 0.260 0.012
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.2130   0.699430 0.908 0.012 0.000 0.000 0.080
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.2583   0.606831 0.000 0.000 0.132 0.864 0.004
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.6164   0.204870 0.000 0.108 0.008 0.504 0.380
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0162   0.690212 0.996 0.000 0.000 0.000 0.004
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5388   0.037189 0.068 0.684 0.024 0.000 0.224
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.5829   0.383762 0.572 0.088 0.000 0.008 0.332
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4473   0.248639 0.000 0.008 0.580 0.412 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1251   0.701865 0.956 0.008 0.000 0.000 0.036
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.2732   0.610895 0.000 0.000 0.160 0.840 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.5200   0.292778 0.008 0.572 0.024 0.392 0.004
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.6970  -0.361649 0.116 0.428 0.016 0.020 0.420
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.5303   0.243458 0.000 0.372 0.048 0.576 0.004
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.2891   0.607691 0.000 0.000 0.176 0.824 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.3983   0.450219 0.000 0.000 0.660 0.340 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.6405   0.341504 0.000 0.188 0.036 0.612 0.164
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.4522   0.411056 0.000 0.068 0.000 0.736 0.196
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.7226   0.345917 0.100 0.112 0.000 0.260 0.528
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.5416   0.030607 0.068 0.680 0.024 0.000 0.228
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.6768   0.442515 0.000 0.208 0.248 0.524 0.020
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.4643   0.415590 0.000 0.068 0.004 0.736 0.192
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.6454   0.389498 0.000 0.568 0.228 0.188 0.016
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.3409   0.667291 0.816 0.024 0.000 0.000 0.160
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0162   0.693970 0.996 0.000 0.000 0.000 0.004
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.5416   0.030607 0.068 0.680 0.024 0.000 0.228
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.4748   0.533266 0.000 0.040 0.300 0.660 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.4065   0.565601 0.000 0.016 0.264 0.720 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.2848   0.610434 0.000 0.000 0.156 0.840 0.004
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.4283   0.145447 0.000 0.000 0.544 0.456 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.5152   0.236601 0.000 0.536 0.016 0.432 0.016
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.2577   0.592766 0.000 0.008 0.084 0.892 0.016
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.6887   0.331698 0.000 0.508 0.268 0.200 0.024
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5888   0.366289 0.564 0.092 0.000 0.008 0.336
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.6592   0.332623 0.320 0.180 0.000 0.008 0.492
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.2929   0.606224 0.000 0.000 0.180 0.820 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.2492   0.586399 0.000 0.008 0.072 0.900 0.020
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.4633   0.397753 0.000 0.264 0.016 0.700 0.020
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.6789   0.366969 0.000 0.532 0.236 0.208 0.024
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.7901   0.348816 0.016 0.472 0.224 0.220 0.068
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.6404   0.385604 0.000 0.288 0.184 0.524 0.004
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.4748   0.533266 0.000 0.040 0.300 0.660 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.4268   0.508724 0.000 0.776 0.012 0.168 0.044
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4745   0.614333 0.000 0.216 0.724 0.048 0.012
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.5888   0.366289 0.564 0.092 0.000 0.008 0.336
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     4  0.6669   0.096453 0.024 0.124 0.000 0.456 0.396
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.5086   0.529516 0.000 0.060 0.304 0.636 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.4693   0.592651 0.724 0.080 0.000 0.000 0.196
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     4  0.5961  -0.020888 0.000 0.448 0.092 0.456 0.004
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.4661   0.529846 0.656 0.032 0.000 0.000 0.312
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.5119   0.447668 0.000 0.048 0.360 0.592 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.5607   0.289410 0.524 0.064 0.000 0.004 0.408
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.4268   0.508724 0.000 0.776 0.012 0.168 0.044
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.4477   0.462961 0.000 0.188 0.016 0.756 0.040
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.5402   0.469468 0.664 0.108 0.000 0.004 0.224
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.5736   0.118382 0.000 0.080 0.544 0.372 0.004
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.4804   0.513422 0.636 0.036 0.000 0.000 0.328
#> 27875588-7C41-49BB-A4C0-A66D72A12499     2  0.7224  -0.168098 0.020 0.420 0.140 0.020 0.400
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.4633   0.397753 0.000 0.264 0.016 0.700 0.020
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.6744   0.299453 0.000 0.300 0.160 0.516 0.024
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     4  0.5080   0.162734 0.000 0.396 0.012 0.572 0.020
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     4  0.6333   0.127283 0.008 0.124 0.000 0.468 0.400
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.7189   0.403491 0.004 0.516 0.100 0.300 0.080
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.7429   0.387978 0.080 0.500 0.000 0.252 0.168
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.5161   0.160887 0.000 0.396 0.012 0.568 0.024
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.8195   0.071386 0.168 0.412 0.000 0.192 0.228
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.5402   0.319231 0.004 0.552 0.012 0.404 0.028
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.6581   0.359175 0.000 0.548 0.264 0.168 0.020
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.7665   0.452724 0.120 0.212 0.016 0.116 0.536
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.4138   0.341781 0.000 0.000 0.384 0.616 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     4  0.5980   0.313812 0.000 0.164 0.008 0.616 0.212
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.6672   0.416082 0.068 0.608 0.000 0.176 0.148
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#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.1041   0.699477 0.964 0.004 0.000 0.000 0.032
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.7929   0.005931 0.144 0.444 0.000 0.152 0.260
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.7887   0.002416 0.140 0.448 0.000 0.148 0.264
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.4697   0.520500 0.648 0.032 0.000 0.000 0.320
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.2067   0.677672 0.920 0.032 0.000 0.000 0.048
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     4  0.6829   0.009054 0.012 0.160 0.004 0.412 0.412
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.2067   0.677672 0.920 0.032 0.000 0.000 0.048
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.4342   0.510087 0.004 0.760 0.008 0.196 0.032
#> FC2F983B-2530-4886-B759-E2C571E2D068     4  0.6718   0.201686 0.000 0.344 0.176 0.468 0.012
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.6887  -0.448250 0.284 0.404 0.000 0.004 0.308
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     4  0.4633   0.397753 0.000 0.264 0.016 0.700 0.020
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.4851   0.497181 0.624 0.036 0.000 0.000 0.340
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.4841   0.577608 0.708 0.084 0.000 0.000 0.208
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.6708   0.387934 0.000 0.536 0.112 0.308 0.044
#> 72781523-C5BA-4B54-8410-E238B5F441B4     4  0.5258   0.114025 0.000 0.408 0.004 0.548 0.040
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0880   0.829718 0.000 0.000 0.968 0.032 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.1704   0.810607 0.000 0.004 0.928 0.068 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     4  0.4974   0.325328 0.000 0.332 0.020 0.632 0.016
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.4256   0.208008 0.000 0.000 0.436 0.564 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.1704   0.810607 0.000 0.004 0.928 0.068 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0880   0.830496 0.000 0.000 0.968 0.032 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.6887  -0.448250 0.284 0.404 0.000 0.004 0.308
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.4745   0.614333 0.000 0.216 0.724 0.048 0.012
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.5870   0.541795 0.000 0.124 0.276 0.596 0.004
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.2929   0.606224 0.000 0.000 0.180 0.820 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.4679   0.524968 0.652 0.032 0.000 0.000 0.316
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.5822   0.420514 0.000 0.296 0.608 0.076 0.020
#> D902E43A-F384-432A-B690-D20BFCC78443     4  0.4863   0.392339 0.000 0.088 0.000 0.708 0.204
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.4728   0.538729 0.000 0.040 0.296 0.664 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.5161   0.160887 0.000 0.396 0.012 0.568 0.024
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.4696   0.496782 0.004 0.720 0.008 0.232 0.036
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.5659   0.408253 0.632 0.164 0.000 0.000 0.204
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     4  0.6333   0.127283 0.008 0.124 0.000 0.468 0.400
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.6791   0.562620 0.152 0.272 0.000 0.036 0.540
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.5722   0.451427 0.000 0.664 0.136 0.184 0.016
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.6651  -0.391852 0.300 0.444 0.000 0.000 0.256
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.1251   0.701865 0.956 0.008 0.000 0.000 0.036
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.2367   0.586275 0.000 0.004 0.072 0.904 0.020
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.4890   0.570621 0.680 0.064 0.000 0.000 0.256
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.3010   0.612438 0.000 0.000 0.172 0.824 0.004
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     5  0.6555   0.313135 0.320 0.160 0.000 0.012 0.508
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.4150   0.336274 0.000 0.000 0.388 0.612 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.2492   0.586399 0.000 0.008 0.072 0.900 0.020
#> 1FB9316D-4674-4D97-A33B-649F53D09487     4  0.7221   0.096879 0.056 0.148 0.000 0.476 0.320
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.7669   0.151666 0.136 0.500 0.000 0.156 0.208
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.4565   0.539493 0.664 0.028 0.000 0.000 0.308
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.4890   0.379451 0.000 0.628 0.024 0.340 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.5771   0.214483 0.500 0.076 0.000 0.004 0.420
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2929   0.606224 0.000 0.000 0.180 0.820 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.3958   0.668199 0.000 0.044 0.780 0.176 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0162   0.690212 0.996 0.000 0.000 0.000 0.004
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.7916   0.054111 0.132 0.448 0.000 0.168 0.252
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0162   0.690212 0.996 0.000 0.000 0.000 0.004
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.5143   0.326522 0.000 0.576 0.012 0.388 0.024
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.1106   0.691909 0.964 0.012 0.000 0.000 0.024
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.6525   0.355672 0.000 0.548 0.264 0.172 0.016
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.4256   0.208008 0.000 0.000 0.436 0.564 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.7954  -0.103288 0.116 0.400 0.000 0.168 0.316
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.4598   0.332503 0.000 0.312 0.008 0.664 0.016
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000   0.691895 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.7065   0.438897 0.160 0.112 0.000 0.148 0.580
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4201   0.288579 0.000 0.000 0.592 0.408 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.4851   0.497181 0.624 0.036 0.000 0.000 0.340
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6797   0.341943 0.000 0.520 0.240 0.220 0.020
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.5333   0.532915 0.000 0.068 0.300 0.628 0.004
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.6734   0.516920 0.224 0.240 0.000 0.016 0.520
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.3003   0.607123 0.000 0.000 0.188 0.812 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2732   0.728038 0.000 0.000 0.840 0.160 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.4347   0.503834 0.000 0.756 0.016 0.200 0.028
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.6699   0.544432 0.136 0.348 0.012 0.008 0.496
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2900   0.690037 0.864 0.028 0.000 0.000 0.108
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.4560   0.389241 0.000 0.268 0.012 0.700 0.020
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.6948  -0.288903 0.356 0.336 0.000 0.004 0.304
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.4285   0.501770 0.000 0.752 0.008 0.208 0.032
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.5078   0.438467 0.692 0.040 0.000 0.024 0.244
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.5198   0.552597 0.000 0.064 0.284 0.648 0.004
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000   0.691895 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.6454   0.389498 0.000 0.568 0.228 0.188 0.016
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.4677   0.536323 0.000 0.036 0.300 0.664 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.5279  -0.026402 0.124 0.688 0.000 0.004 0.184
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.6443   0.550789 0.152 0.280 0.000 0.016 0.552
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.4342   0.510087 0.004 0.760 0.008 0.196 0.032
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.8195   0.071386 0.168 0.412 0.000 0.192 0.228
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.2732   0.610895 0.000 0.000 0.160 0.840 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0162   0.690212 0.996 0.000 0.000 0.000 0.004
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0162   0.690212 0.996 0.000 0.000 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1041   0.701218 0.964 0.004 0.000 0.000 0.032
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.4907  -0.089701 0.000 0.488 0.024 0.488 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0771   0.698308 0.976 0.004 0.000 0.000 0.020
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000   0.691895 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6789   0.366969 0.000 0.532 0.236 0.208 0.024
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.5082   0.429083 0.000 0.656 0.040 0.292 0.012
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4140   0.503276 0.000 0.764 0.008 0.200 0.028
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.5402   0.319231 0.004 0.552 0.012 0.404 0.028
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.6108   0.349588 0.000 0.300 0.068 0.592 0.040
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.5870   0.541795 0.000 0.124 0.276 0.596 0.004
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.5786   0.382221 0.000 0.168 0.012 0.652 0.168
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4739   0.410077 0.000 0.652 0.016 0.320 0.012
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.5201   0.495438 0.000 0.724 0.060 0.176 0.040
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.5190   0.106854 0.000 0.496 0.032 0.468 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.6525   0.355672 0.000 0.548 0.264 0.172 0.016
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.6225   0.535169 0.080 0.264 0.000 0.048 0.608
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.2492   0.586399 0.000 0.008 0.072 0.900 0.020
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.3527   0.658001 0.804 0.024 0.000 0.000 0.172
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.5258   0.114025 0.000 0.408 0.004 0.548 0.040
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3048   0.608561 0.000 0.000 0.176 0.820 0.004
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4677   0.413013 0.000 0.068 0.004 0.732 0.196
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.6438   0.141110 0.000 0.380 0.128 0.480 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000   0.836472 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.6267    0.14093 0.000 0.276 0.004 0.456 0.256 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     6  0.7303    0.53296 0.236 0.216 0.000 0.000 0.136 0.412
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.5163    0.38854 0.000 0.572 0.044 0.360 0.020 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.4717    0.58889 0.000 0.732 0.020 0.180 0.036 0.032
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.1700    0.62294 0.000 0.004 0.080 0.916 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.6321    0.40623 0.000 0.536 0.184 0.244 0.012 0.024
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6652   -0.20082 0.096 0.484 0.000 0.000 0.120 0.300
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.7307   -0.15304 0.376 0.080 0.000 0.016 0.352 0.176
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.1349    0.82141 0.000 0.004 0.940 0.056 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4183    0.60468 0.000 0.792 0.016 0.108 0.024 0.060
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     6  0.7193    0.52900 0.244 0.216 0.000 0.000 0.116 0.424
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.4906    0.42348 0.000 0.236 0.004 0.008 0.084 0.668
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.7250   -0.41225 0.180 0.396 0.000 0.000 0.128 0.296
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5390    0.53785 0.020 0.712 0.000 0.092 0.076 0.100
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.5209    0.43141 0.000 0.092 0.344 0.560 0.004 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.5687    0.37711 0.000 0.548 0.004 0.328 0.104 0.016
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.5966    0.43499 0.000 0.264 0.196 0.528 0.008 0.004
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0405    0.68656 0.988 0.000 0.000 0.000 0.008 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3861    0.53535 0.000 0.808 0.004 0.044 0.036 0.108
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6  0.7213    0.41120 0.348 0.156 0.000 0.000 0.132 0.364
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4430    0.57397 0.000 0.740 0.012 0.188 0.044 0.016
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0146    0.84067 0.000 0.000 0.996 0.004 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0260    0.68780 0.992 0.000 0.000 0.000 0.008 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.7125    0.47295 0.316 0.164 0.000 0.000 0.116 0.404
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3862    0.33366 0.000 0.004 0.608 0.388 0.000 0.000
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#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.1753    0.62412 0.000 0.004 0.084 0.912 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.3861    0.65942 0.000 0.060 0.756 0.184 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0405    0.68656 0.988 0.000 0.000 0.000 0.008 0.004
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.8086   -0.01456 0.104 0.400 0.000 0.072 0.220 0.204
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0146    0.68774 0.996 0.000 0.000 0.000 0.004 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.4900    0.54865 0.000 0.688 0.008 0.220 0.068 0.016
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0865    0.68718 0.964 0.000 0.000 0.000 0.000 0.036
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.6076    0.46663 0.000 0.592 0.256 0.088 0.020 0.044
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.3647    0.36209 0.000 0.000 0.360 0.640 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.8248   -0.18409 0.092 0.336 0.000 0.080 0.252 0.240
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.5165    0.07936 0.000 0.404 0.000 0.516 0.076 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0291    0.68942 0.992 0.000 0.000 0.000 0.004 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.6787    0.40747 0.120 0.044 0.000 0.048 0.540 0.248
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.3857    0.12157 0.000 0.000 0.532 0.468 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.4594    0.41354 0.560 0.004 0.000 0.000 0.032 0.404
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6324    0.48317 0.000 0.576 0.228 0.136 0.020 0.040
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.5149    0.58781 0.000 0.128 0.224 0.640 0.008 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     6  0.6099    0.55111 0.176 0.116 0.000 0.008 0.080 0.620
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2020    0.63095 0.000 0.008 0.096 0.896 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.2871    0.69483 0.000 0.004 0.804 0.192 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.3937    0.59324 0.000 0.812 0.008 0.080 0.036 0.064
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0146    0.84067 0.000 0.000 0.996 0.004 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     6  0.6338    0.56006 0.104 0.184 0.000 0.004 0.120 0.588
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.2706    0.67098 0.832 0.008 0.000 0.000 0.000 0.160
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.5158    0.18461 0.000 0.356 0.000 0.556 0.084 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     6  0.7125    0.47295 0.316 0.164 0.000 0.000 0.116 0.404
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.3878    0.59100 0.000 0.812 0.004 0.084 0.036 0.064
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0146    0.84067 0.000 0.000 0.996 0.004 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.6655    0.15207 0.496 0.016 0.004 0.024 0.184 0.276
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.5001    0.59705 0.000 0.120 0.212 0.660 0.008 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0260    0.69003 0.992 0.000 0.000 0.000 0.000 0.008
#> C543A527-3E25-4389-9722-E9325C733243     2  0.5579    0.50493 0.000 0.656 0.216 0.068 0.024 0.036
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.4307    0.61997 0.000 0.072 0.224 0.704 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.6652   -0.20082 0.096 0.484 0.000 0.000 0.120 0.300
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     6  0.5667    0.53649 0.096 0.152 0.000 0.008 0.076 0.668
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.3883    0.58728 0.000 0.812 0.004 0.080 0.036 0.068
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.7989   -0.02744 0.132 0.400 0.000 0.052 0.252 0.164
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.1584    0.62095 0.000 0.008 0.064 0.928 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.68676 1.000 0.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0405    0.68656 0.988 0.000 0.000 0.000 0.008 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0937    0.69656 0.960 0.000 0.000 0.000 0.000 0.040
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4741    0.41594 0.000 0.604 0.008 0.352 0.028 0.008
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0790    0.69495 0.968 0.000 0.000 0.000 0.000 0.032
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0291    0.68942 0.992 0.000 0.000 0.000 0.004 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.5951    0.48955 0.000 0.624 0.224 0.084 0.028 0.040
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.4479    0.59439 0.000 0.752 0.032 0.168 0.020 0.028
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.3812    0.59240 0.000 0.816 0.004 0.080 0.032 0.068
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4996    0.53641 0.000 0.668 0.004 0.240 0.068 0.020
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.6348    0.06240 0.000 0.392 0.044 0.452 0.104 0.008
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.5588    0.52835 0.000 0.200 0.208 0.584 0.008 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.6133    0.06239 0.000 0.208 0.004 0.484 0.296 0.008
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4299    0.58522 0.000 0.748 0.008 0.188 0.028 0.028
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4552    0.56538 0.000 0.780 0.056 0.060 0.024 0.080
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4607    0.44336 0.000 0.624 0.012 0.336 0.024 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.6076    0.46663 0.000 0.592 0.256 0.088 0.020 0.044
#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.6338    0.29135 0.032 0.136 0.000 0.016 0.276 0.540
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.3021    0.55488 0.000 0.044 0.020 0.860 0.076 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.3459    0.63041 0.768 0.004 0.000 0.000 0.016 0.212
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0146    0.84067 0.000 0.000 0.996 0.004 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.5550    0.24314 0.000 0.512 0.000 0.368 0.112 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1812    0.62335 0.000 0.008 0.080 0.912 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.5379   -0.14591 0.000 0.068 0.004 0.524 0.392 0.012
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.5842    0.23899 0.000 0.488 0.080 0.400 0.024 0.008
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0146    0.84067 0.000 0.000 0.996 0.004 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)

plot of chunk tab-MAD-hclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-MAD-hclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-MAD-hclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-MAD-hclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-MAD-hclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-MAD-hclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-MAD-hclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-MAD-hclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-MAD-hclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-MAD-hclust-membership-heatmap-5

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)

plot of chunk tab-MAD-hclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-MAD-hclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-MAD-hclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-MAD-hclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-MAD-hclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-MAD-hclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-MAD-hclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-MAD-hclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-MAD-hclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-MAD-hclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk MAD-hclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-MAD-hclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-MAD-hclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-MAD-hclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-MAD-hclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-MAD-hclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk MAD-hclust-collect-classes

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.


MAD:kmeans**

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 17630 rows and 500 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)

plot of chunk MAD-kmeans-collect-plots

The plots are:

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:

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)

plot of chunk MAD-kmeans-select-partition-number

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           0.972       0.989         0.4746 0.527   0.527
#> 3 3 0.830           0.851       0.929         0.3722 0.780   0.593
#> 4 4 0.679           0.632       0.686         0.1127 0.905   0.740
#> 5 5 0.803           0.787       0.839         0.0774 0.865   0.583
#> 6 6 0.894           0.881       0.919         0.0433 0.951   0.782

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9891 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9883 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9891 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9891 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9891 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9891 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9883 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9883 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9891 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9891 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9883 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.9970     0.1141 0.532 0.468
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9883 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.7883     0.6887 0.236 0.764
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9891 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9891 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9891 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9883 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9891 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9883 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9891 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9891 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9883 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9883 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9891 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9891 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9891 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9883 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9891 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000     0.9891 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9883 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.8144     0.6608 0.252 0.748
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9883 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9891 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9883 1.000 0.000
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#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9883 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.8955     0.5462 0.312 0.688
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9883 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9891 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000     0.9891 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000     0.9883 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9891 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9883 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000     0.9891 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9883 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9891 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9891 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000     0.9891 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000     0.9891 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9891 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.9891 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000     0.9891 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000     0.9891 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000     0.9891 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9883 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000     0.9891 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000     0.9891 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9891 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9891 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9883 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000     0.9891 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000     0.9891 0.000 1.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9891 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9891 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000     0.9891 0.000 1.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000     0.9891 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9883 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9883 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9883 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9891 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000     0.9883 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9883 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000     0.9891 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9883 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9891 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9883 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.9891 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.7219     0.7468 0.200 0.800
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000     0.9883 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.1633     0.9652 0.976 0.024
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9883 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9891 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9883 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9891 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000     0.9891 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9883 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.3431     0.9238 0.064 0.936
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9883 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9891 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9883 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9891 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9891 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9883 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9891 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9883 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9883 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9891 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9883 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9891 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9891 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9883 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9891 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9891 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9891 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9891 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9883 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9883 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9891 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9883 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9891 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9891 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9883 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9891 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9883 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9891 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9891 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.7376     0.7361 0.792 0.208
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9883 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9891 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000     0.9883 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9891 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9883 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9883 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9883 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9891 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9883 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9883 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9891 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9891 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9891 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9891 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9891 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9891 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9891 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9891 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9891 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9891 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9891 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9883 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9891 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9883 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9891 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9891 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9891 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9891 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9891 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9891 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0237    0.93688 0.000 0.996 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0237    0.96719 0.996 0.000 0.004
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.93859 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.93859 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.5810    0.66181 0.000 0.336 0.664
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.93859 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.3941    0.80649 0.844 0.156 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0237    0.96719 0.996 0.000 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0424    0.82724 0.000 0.008 0.992
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.93859 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000    0.96729 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.4291    0.75256 0.820 0.180 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000    0.96729 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000    0.93859 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.1163    0.82481 0.000 0.028 0.972
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0237    0.93688 0.000 0.996 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.1529    0.90292 0.000 0.960 0.040
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0237    0.96719 0.996 0.000 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000    0.93859 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000    0.96729 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.93859 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0424    0.82724 0.000 0.008 0.992
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0237    0.96719 0.996 0.000 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.96729 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0237    0.82568 0.000 0.004 0.996
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.93859 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.1163    0.82481 0.000 0.028 0.972
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0237    0.96719 0.996 0.000 0.004
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     3  0.6095    0.58337 0.000 0.392 0.608
#> A3153235-3128-40AC-9371-AFA1F61E3E59     3  0.6111    0.57606 0.000 0.396 0.604
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0237    0.96719 0.996 0.000 0.004
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.6654    0.18845 0.536 0.456 0.008
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0237    0.96719 0.996 0.000 0.004
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.1289    0.82339 0.000 0.032 0.968
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0237    0.96719 0.996 0.000 0.004
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.5859    0.28585 0.000 0.656 0.344
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000    0.93859 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0237    0.96719 0.996 0.000 0.004
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0237    0.93688 0.000 0.996 0.004
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.5948    0.63905 0.000 0.360 0.640
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0237    0.82568 0.000 0.004 0.996
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.1529    0.90342 0.000 0.960 0.040
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0237    0.93688 0.000 0.996 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0237    0.96719 0.996 0.000 0.004
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000    0.96729 1.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.4235    0.76703 0.000 0.176 0.824
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0237    0.93688 0.000 0.996 0.004
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1411    0.90705 0.000 0.964 0.036
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0237    0.96719 0.996 0.000 0.004
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0237    0.96719 0.996 0.000 0.004
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.6235    0.16877 0.436 0.564 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.5948    0.63905 0.000 0.360 0.640
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.5968    0.63276 0.000 0.364 0.636
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     3  0.6095    0.58337 0.000 0.392 0.608
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.1031    0.82485 0.000 0.024 0.976
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000    0.93859 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     3  0.6095    0.58386 0.000 0.392 0.608
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1860    0.88976 0.000 0.948 0.052
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0237    0.96719 0.996 0.000 0.004
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#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0424    0.82724 0.000 0.008 0.992
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0237    0.96719 0.996 0.000 0.004
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.5070    0.71553 0.772 0.224 0.004
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.3272    0.80897 0.104 0.892 0.004
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0237    0.96719 0.996 0.000 0.004
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0237    0.96719 0.996 0.000 0.004
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.7575    0.05250 0.504 0.456 0.040
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0237    0.96719 0.996 0.000 0.004
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000    0.93859 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0747    0.92631 0.000 0.984 0.016
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.2796    0.87847 0.908 0.092 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0237    0.93688 0.000 0.996 0.004
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000    0.96729 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0424    0.82724 0.000 0.008 0.992
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0237    0.96719 0.996 0.000 0.004
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000    0.93859 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000    0.93859 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0424    0.82724 0.000 0.008 0.992
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0424    0.82724 0.000 0.008 0.992
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0237    0.93688 0.000 0.996 0.004
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.4399    0.75905 0.000 0.188 0.812
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0424    0.82724 0.000 0.008 0.992
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.1529    0.82239 0.000 0.040 0.960
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0424    0.82724 0.000 0.008 0.992
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000    0.96729 1.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0424    0.82724 0.000 0.008 0.992
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0424    0.82724 0.000 0.008 0.992
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.1163    0.91492 0.000 0.972 0.028
#> 4D9EF242-9F58-4681-ADCF-556E05932931     3  0.5948    0.63905 0.000 0.360 0.640
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000    0.96729 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0424    0.82724 0.000 0.008 0.992
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0237    0.93688 0.000 0.996 0.004
#> D5E8379B-621C-4551-9B13-E63B1B068488     3  0.5948    0.63905 0.000 0.360 0.640
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000    0.93859 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000    0.93859 0.000 1.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0424    0.82724 0.000 0.008 0.992
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000    0.96729 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.1267    0.94557 0.972 0.024 0.004
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000    0.96729 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0747    0.92650 0.000 0.984 0.016
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000    0.96729 1.000 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.96729 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     3  0.6267    0.44849 0.000 0.452 0.548
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000    0.96729 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     3  0.6008    0.61941 0.000 0.372 0.628
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000    0.96729 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     3  0.5835    0.65836 0.000 0.340 0.660
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4172    0.79889 0.104 0.868 0.028
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0475    0.93284 0.004 0.992 0.004
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0475    0.93284 0.004 0.992 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.96729 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000    0.93859 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0237    0.96719 0.996 0.000 0.004
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     3  0.5948    0.63905 0.000 0.360 0.640
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.1643    0.82127 0.000 0.044 0.956
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0237    0.96719 0.996 0.000 0.004
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0475    0.93284 0.004 0.992 0.004
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0237    0.96719 0.996 0.000 0.004
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.93859 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0237    0.96719 0.996 0.000 0.004
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000    0.93859 0.000 1.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.1411    0.82243 0.000 0.036 0.964
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.3715    0.84085 0.868 0.128 0.004
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000    0.93859 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0237    0.96719 0.996 0.000 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0237    0.96719 0.996 0.000 0.004
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.1411    0.82243 0.000 0.036 0.964
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.96729 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000    0.93859 0.000 1.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     3  0.6192    0.52498 0.000 0.420 0.580
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000    0.96729 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.5948    0.63905 0.000 0.360 0.640
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0424    0.82724 0.000 0.008 0.992
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000    0.93859 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0424    0.82724 0.000 0.008 0.992
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000    0.96729 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.96729 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0237    0.93688 0.000 0.996 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000    0.96729 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000    0.93859 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0424    0.82724 0.000 0.008 0.992
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0237    0.96719 0.996 0.000 0.004
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.6295   -0.21311 0.000 0.528 0.472
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0237    0.96719 0.996 0.000 0.004
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000    0.93859 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.5948    0.63905 0.000 0.360 0.640
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.6260    0.21539 0.552 0.448 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000    0.96729 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000    0.93859 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0475    0.93284 0.004 0.992 0.004
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0424    0.93489 0.000 0.992 0.008
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0237    0.96719 0.996 0.000 0.004
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0237    0.96719 0.996 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.96729 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.93859 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0237    0.96719 0.996 0.000 0.004
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0237    0.96719 0.996 0.000 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.93859 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.93859 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000    0.93859 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.93859 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000    0.93859 0.000 1.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.2796    0.83929 0.000 0.908 0.092
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0237    0.93688 0.000 0.996 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.93859 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.93859 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000    0.93859 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.4842    0.65161 0.000 0.776 0.224
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000    0.96729 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.1753    0.89804 0.000 0.952 0.048
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.96729 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0424    0.82724 0.000 0.008 0.992
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000    0.93859 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.5948    0.63905 0.000 0.360 0.640
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0237    0.93688 0.000 0.996 0.004
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.93859 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0424    0.82724 0.000 0.008 0.992

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1004    0.89016 0.000 0.972 0.004 0.024
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4826    0.54885 0.716 0.020 0.264 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1004    0.89022 0.000 0.972 0.004 0.024
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1004    0.89022 0.000 0.972 0.004 0.024
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3219    0.64549 0.000 0.164 0.000 0.836
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0779    0.89177 0.000 0.980 0.004 0.016
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.7707   -0.14482 0.440 0.240 0.320 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4905    0.24651 0.632 0.004 0.364 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.4992    0.51329 0.000 0.000 0.476 0.524
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0817    0.88691 0.000 0.976 0.024 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.4472    0.61837 0.760 0.020 0.220 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     3  0.6350    0.28580 0.440 0.016 0.512 0.032
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.5384    0.40913 0.648 0.028 0.324 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2589    0.82779 0.000 0.884 0.116 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1576    0.63114 0.000 0.048 0.004 0.948
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1004    0.89016 0.000 0.972 0.004 0.024
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2831    0.80559 0.000 0.876 0.004 0.120
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.78843 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2281    0.84456 0.000 0.904 0.096 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4910    0.52526 0.704 0.020 0.276 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0469    0.88986 0.000 0.988 0.012 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     4  0.4992    0.51329 0.000 0.000 0.476 0.524
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.78843 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3074    0.71437 0.848 0.000 0.152 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0524    0.61661 0.000 0.008 0.004 0.988
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1151    0.89045 0.000 0.968 0.008 0.024
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1722    0.63115 0.000 0.048 0.008 0.944
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.78843 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.3710    0.62982 0.000 0.192 0.004 0.804
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.6827    0.30121 0.000 0.128 0.304 0.568
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.78843 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.6386    0.38328 0.064 0.572 0.360 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0592    0.78507 0.984 0.000 0.016 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.1576    0.63114 0.000 0.048 0.004 0.948
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.78843 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.5253    0.39277 0.000 0.360 0.016 0.624
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.1004    0.89016 0.000 0.972 0.004 0.024
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     3  0.5682    0.25669 0.456 0.024 0.520 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1004    0.89016 0.000 0.972 0.004 0.024
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.3219    0.64549 0.000 0.164 0.000 0.836
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.3400    0.57873 0.000 0.000 0.180 0.820
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.5994    0.42517 0.000 0.636 0.068 0.296
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#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.7629    0.19851 0.000 0.328 0.220 0.452
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0895    0.89115 0.000 0.976 0.004 0.020
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     4  0.4992    0.51329 0.000 0.000 0.476 0.524

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0566     0.9507 0.000 0.984 0.000 0.012 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.4397     0.3008 0.432 0.004 0.000 0.000 0.564
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0771     0.9519 0.000 0.976 0.000 0.004 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0771     0.9519 0.000 0.976 0.000 0.004 0.020
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0671     0.9528 0.000 0.980 0.000 0.004 0.016
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.5236     0.5514 0.164 0.152 0.000 0.000 0.684
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.6371     0.4450 0.268 0.000 0.000 0.216 0.516
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0510     0.9525 0.000 0.984 0.000 0.000 0.016
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.4452    -0.1441 0.500 0.004 0.000 0.000 0.496
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.1116     0.6682 0.004 0.004 0.000 0.028 0.964
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.3969     0.5199 0.304 0.004 0.000 0.000 0.692
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1270     0.9342 0.000 0.948 0.000 0.000 0.052
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3461     0.8674 0.000 0.000 0.224 0.772 0.004
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0955     0.9425 0.000 0.968 0.000 0.028 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3141     0.8073 0.000 0.832 0.000 0.152 0.016
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1341     0.9336 0.000 0.944 0.000 0.000 0.056
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.4251     0.4282 0.372 0.004 0.000 0.000 0.624
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0404     0.9532 0.000 0.988 0.000 0.000 0.012
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.4302     0.1859 0.480 0.000 0.000 0.000 0.520
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.3642     0.8593 0.000 0.000 0.232 0.760 0.008
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.3438     0.8587 0.000 0.020 0.172 0.808 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.4009     0.2178 0.000 0.004 0.000 0.684 0.312
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.3837     0.4544 0.000 0.308 0.000 0.000 0.692
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0703     0.8782 0.976 0.000 0.000 0.000 0.024
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.3130     0.8034 0.000 0.048 0.096 0.856 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.0771     0.6659 0.020 0.004 0.000 0.000 0.976
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4307    -0.3521 0.000 0.000 0.504 0.496 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.6409     0.2718 0.000 0.508 0.028 0.372 0.092
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.5365     0.1474 0.000 0.088 0.000 0.628 0.284
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.6008     0.5336 0.200 0.000 0.000 0.216 0.584
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.3928     0.5238 0.296 0.004 0.000 0.000 0.700
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.4656     0.3889 0.000 0.000 0.480 0.508 0.012
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.4101     0.4186 0.000 0.048 0.000 0.768 0.184
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1197     0.9381 0.000 0.952 0.000 0.000 0.048
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.3837     0.4544 0.000 0.308 0.000 0.000 0.692
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.3724     0.8725 0.000 0.020 0.204 0.776 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.3724     0.8725 0.000 0.020 0.204 0.776 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.3438     0.8587 0.000 0.020 0.172 0.808 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0324     0.9532 0.000 0.992 0.000 0.004 0.004
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.3586     0.8678 0.000 0.020 0.188 0.792 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1493     0.9371 0.000 0.948 0.000 0.028 0.024
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.1892     0.6601 0.080 0.000 0.000 0.004 0.916
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.3752     0.5199 0.708 0.000 0.000 0.000 0.292
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.1251     0.6734 0.000 0.008 0.000 0.956 0.036
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0566     0.9507 0.000 0.984 0.000 0.012 0.004
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.1197     0.9381 0.000 0.952 0.000 0.000 0.048
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.1270     0.9359 0.000 0.948 0.000 0.000 0.052
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.1121     0.9406 0.000 0.956 0.000 0.000 0.044
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.1270     0.9359 0.000 0.948 0.000 0.000 0.052
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.4030     0.3791 0.648 0.000 0.000 0.000 0.352
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.4901     0.6345 0.084 0.000 0.000 0.216 0.700
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.3876     0.8658 0.000 0.032 0.192 0.776 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0566     0.9537 0.000 0.984 0.000 0.004 0.012
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.3904     0.8701 0.000 0.008 0.216 0.764 0.012
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.1270     0.9359 0.000 0.948 0.000 0.000 0.052
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.1124     0.9370 0.000 0.960 0.000 0.036 0.004
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.2929     0.6904 0.820 0.000 0.000 0.000 0.180
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.6759     0.4861 0.000 0.296 0.204 0.488 0.012
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.3961     0.6601 0.012 0.000 0.028 0.168 0.792
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0566     0.9507 0.000 0.984 0.000 0.012 0.004
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0932     0.9512 0.000 0.972 0.004 0.004 0.020
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0566     0.9507 0.000 0.984 0.000 0.012 0.004
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.4832     0.6391 0.064 0.004 0.000 0.224 0.708
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0579     0.9522 0.000 0.984 0.000 0.008 0.008
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.1408     0.9391 0.000 0.948 0.000 0.008 0.044
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0566     0.9507 0.000 0.984 0.000 0.012 0.004
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.4182     0.3671 0.000 0.600 0.000 0.000 0.400
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0324     0.9532 0.000 0.992 0.000 0.004 0.004
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.1893     0.9247 0.000 0.928 0.024 0.000 0.048
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.4571     0.6465 0.076 0.000 0.000 0.188 0.736
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.4737     0.6354 0.000 0.068 0.000 0.224 0.708
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.2329     0.8663 0.000 0.876 0.000 0.000 0.124
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.3143     0.6773 0.796 0.000 0.000 0.000 0.204
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     5  0.3774     0.4763 0.000 0.296 0.000 0.000 0.704
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     5  0.4256     0.3126 0.436 0.000 0.000 0.000 0.564
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.4632     0.7649 0.000 0.132 0.092 0.764 0.012
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9540 0.000 1.000 0.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.1341     0.9336 0.000 0.944 0.000 0.000 0.056
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0566     0.9537 0.000 0.984 0.000 0.004 0.012
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.5261     0.1706 0.000 0.424 0.528 0.000 0.048
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.5678     0.1189 0.524 0.000 0.000 0.084 0.392
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.3949     0.4487 0.668 0.000 0.000 0.000 0.332
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0404     0.9532 0.000 0.988 0.000 0.000 0.012
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.3990     0.4412 0.688 0.004 0.000 0.000 0.308
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     5  0.4182     0.4576 0.352 0.004 0.000 0.000 0.644
#> ED604501-C110-4693-820B-DE9FB648FEAA     5  0.4219     0.3498 0.416 0.000 0.000 0.000 0.584
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0451     0.9514 0.000 0.988 0.000 0.008 0.004
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.4363     0.6341 0.008 0.016 0.000 0.268 0.708
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.1082     0.9459 0.000 0.964 0.000 0.008 0.028
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.2020     0.8184 0.900 0.000 0.000 0.000 0.100
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.2127     0.8001 0.892 0.000 0.000 0.000 0.108
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.2054     0.9188 0.000 0.920 0.028 0.000 0.052
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0162     0.9541 0.000 0.996 0.000 0.000 0.004
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.4967     0.6202 0.000 0.716 0.204 0.068 0.012
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.2230     0.7939 0.884 0.000 0.000 0.000 0.116
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     4  0.3751     0.8738 0.000 0.012 0.212 0.772 0.004
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.2426     0.9016 0.000 0.900 0.000 0.036 0.064
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.0290     0.9519 0.000 0.992 0.000 0.008 0.000
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.3424     0.7163 0.000 0.760 0.000 0.000 0.240
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
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#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.6326     0.4807 0.000 0.248 0.000 0.224 0.528
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.3169     0.8328 0.000 0.856 0.000 0.084 0.060
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0404     0.9532 0.000 0.988 0.000 0.000 0.012
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.3875     0.8597 0.000 0.004 0.228 0.756 0.012
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.1502     0.9193 0.000 0.940 0.000 0.056 0.004
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0703     0.9501 0.000 0.976 0.000 0.000 0.024
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.4925     0.6401 0.020 0.044 0.000 0.224 0.712
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0162     0.9541 0.000 0.996 0.000 0.000 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.6282     0.4660 0.248 0.000 0.000 0.216 0.536
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.3305     0.8681 0.000 0.000 0.224 0.776 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0324     0.9541 0.000 0.992 0.000 0.004 0.004
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.4226     0.8214 0.000 0.084 0.140 0.776 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.2790     0.6681 0.052 0.000 0.000 0.068 0.880
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.3663     0.8736 0.000 0.016 0.208 0.776 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1270     0.9359 0.000 0.948 0.000 0.000 0.052
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.3534     0.5624 0.256 0.000 0.000 0.000 0.744
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0671     0.9491 0.000 0.980 0.000 0.016 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.4278     0.2733 0.452 0.000 0.000 0.000 0.548
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1197     0.9369 0.000 0.952 0.000 0.000 0.048
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.4849     0.0395 0.548 0.004 0.000 0.016 0.432
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.4058     0.8366 0.000 0.064 0.152 0.784 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.1270     0.9359 0.000 0.948 0.000 0.000 0.052
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     5  0.5084     0.3994 0.052 0.332 0.000 0.000 0.616
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.2104     0.6661 0.060 0.000 0.000 0.024 0.916
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1197     0.9369 0.000 0.952 0.000 0.000 0.048
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.2012     0.9024 0.000 0.920 0.000 0.060 0.020
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.3003     0.6831 0.000 0.188 0.000 0.812 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0865     0.9508 0.000 0.972 0.000 0.004 0.024
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0510     0.9525 0.000 0.984 0.000 0.000 0.016
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0404     0.9532 0.000 0.988 0.000 0.000 0.012
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0324     0.9532 0.000 0.992 0.000 0.004 0.004
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0451     0.9538 0.000 0.988 0.000 0.004 0.008
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3582     0.6588 0.000 0.224 0.000 0.768 0.008
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0451     0.9521 0.000 0.988 0.000 0.008 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0290     0.9538 0.000 0.992 0.000 0.000 0.008
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0510     0.9526 0.000 0.984 0.000 0.000 0.016
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0162     0.9540 0.000 0.996 0.000 0.004 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.1310     0.9419 0.000 0.956 0.020 0.000 0.024
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.2592     0.6681 0.052 0.000 0.000 0.056 0.892
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.1331     0.6700 0.000 0.008 0.000 0.952 0.040
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.8952 1.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0290     0.9538 0.000 0.992 0.000 0.000 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3519     0.8743 0.000 0.008 0.216 0.776 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.5475     0.0894 0.000 0.088 0.000 0.604 0.308
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0566     0.9537 0.000 0.984 0.000 0.004 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9528 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     6  0.2219     0.8455 0.136 0.000 0.000 0.000 0.000 0.864
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.2511     0.9021 0.000 0.880 0.000 0.000 0.064 0.056
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2448     0.9034 0.000 0.884 0.000 0.000 0.064 0.052
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0260     0.9561 0.000 0.000 0.000 0.992 0.000 0.008
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2318     0.9059 0.000 0.892 0.000 0.000 0.064 0.044
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.1552     0.8766 0.036 0.004 0.000 0.000 0.020 0.940
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.2423     0.8622 0.048 0.004 0.004 0.000 0.896 0.048
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0937     0.9885 0.000 0.000 0.960 0.040 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1564     0.9194 0.000 0.936 0.000 0.000 0.024 0.040
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     6  0.3546     0.7773 0.196 0.000 0.016 0.000 0.012 0.776
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.3659     0.7596 0.012 0.000 0.028 0.000 0.180 0.780
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.1461     0.8791 0.044 0.000 0.000 0.000 0.016 0.940
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1867     0.9125 0.000 0.916 0.000 0.000 0.020 0.064
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1152     0.9320 0.000 0.000 0.000 0.952 0.044 0.004
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0508     0.9213 0.000 0.984 0.000 0.000 0.012 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.5025     0.7247 0.000 0.704 0.004 0.180 0.060 0.052
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0291     0.9314 0.992 0.000 0.004 0.000 0.000 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2579     0.9011 0.000 0.876 0.004 0.000 0.032 0.088
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6  0.1501     0.8767 0.076 0.000 0.000 0.000 0.000 0.924
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1572     0.9196 0.000 0.936 0.000 0.000 0.028 0.036
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0937     0.9885 0.000 0.000 0.960 0.040 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0405     0.9307 0.988 0.000 0.004 0.000 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.1957     0.8652 0.112 0.000 0.000 0.000 0.000 0.888
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1549     0.9207 0.000 0.000 0.000 0.936 0.044 0.020
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0146     0.9316 0.996 0.000 0.000 0.000 0.000 0.004
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0622     0.9501 0.000 0.000 0.000 0.980 0.012 0.008
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.2006     0.8181 0.000 0.000 0.000 0.104 0.892 0.004
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0146     0.9315 0.996 0.000 0.004 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.1116     0.8336 0.000 0.008 0.004 0.000 0.028 0.960
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0363     0.9299 0.988 0.000 0.000 0.000 0.000 0.012
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0146     0.9315 0.996 0.000 0.004 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.1116     0.9350 0.000 0.004 0.000 0.960 0.028 0.008
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     6  0.1531     0.8572 0.004 0.000 0.000 0.000 0.068 0.928
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0260     0.9561 0.000 0.000 0.000 0.992 0.000 0.008
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.3515     0.5097 0.000 0.000 0.324 0.676 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.5603    -0.0514 0.000 0.448 0.000 0.064 0.456 0.032
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.3150     0.8098 0.000 0.088 0.000 0.060 0.844 0.008
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.1970     0.8736 0.028 0.000 0.000 0.000 0.912 0.060
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.0993     0.8665 0.012 0.000 0.000 0.000 0.024 0.964
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.5239     0.5636 0.000 0.004 0.240 0.656 0.060 0.040
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.3265     0.8027 0.000 0.068 0.000 0.088 0.836 0.008
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.2888     0.8952 0.000 0.860 0.004 0.000 0.068 0.068
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9315 1.000 0.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0405     0.9307 0.988 0.000 0.004 0.000 0.000 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.1194     0.8304 0.000 0.008 0.004 0.000 0.032 0.956
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0622     0.9501 0.000 0.000 0.000 0.980 0.012 0.008
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0622     0.9519 0.000 0.000 0.000 0.980 0.012 0.008
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3327     0.8885 0.000 0.848 0.004 0.024 0.064 0.060
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     6  0.2257     0.8333 0.008 0.000 0.000 0.000 0.116 0.876
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6  0.4023     0.6884 0.264 0.000 0.028 0.000 0.004 0.704
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.2848     0.7815 0.000 0.000 0.000 0.816 0.176 0.008
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0405     0.9227 0.000 0.988 0.000 0.000 0.004 0.008
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.2888     0.8952 0.000 0.860 0.004 0.000 0.068 0.068
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.3362     0.8772 0.000 0.824 0.004 0.000 0.076 0.096
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2828     0.8970 0.000 0.864 0.004 0.000 0.072 0.060
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.9581 0.000 0.000 0.000 1.000 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.3089     0.8881 0.000 0.844 0.004 0.000 0.060 0.092
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0865     0.9850 0.000 0.000 0.964 0.036 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2839     0.8255 0.860 0.000 0.004 0.000 0.092 0.044
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.1867     0.8754 0.020 0.000 0.000 0.000 0.916 0.064
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0865     0.9399 0.000 0.000 0.000 0.964 0.036 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0405     0.9307 0.988 0.000 0.004 0.000 0.000 0.008
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#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.2119     0.9122 0.000 0.904 0.000 0.000 0.060 0.036
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.2706     0.8818 0.000 0.036 0.004 0.888 0.044 0.028
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0405     0.9250 0.000 0.988 0.000 0.000 0.008 0.004
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1492     0.9204 0.000 0.940 0.000 0.000 0.024 0.036
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0146     0.9248 0.000 0.996 0.000 0.000 0.004 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.2765     0.8992 0.000 0.872 0.008 0.000 0.064 0.056
#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.4304     0.5099 0.008 0.000 0.020 0.000 0.336 0.636
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.2915     0.7706 0.000 0.000 0.000 0.808 0.184 0.008
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9315 1.000 0.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0937     0.9885 0.000 0.000 0.960 0.040 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0260     0.9250 0.000 0.992 0.000 0.000 0.008 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0260     0.9561 0.000 0.000 0.000 0.992 0.000 0.008
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.2942     0.8207 0.000 0.068 0.000 0.064 0.860 0.008
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1434     0.9204 0.000 0.940 0.000 0.000 0.048 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0937     0.9885 0.000 0.000 0.960 0.040 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)

plot of chunk tab-MAD-kmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-MAD-kmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-MAD-kmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-MAD-kmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-MAD-kmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-MAD-kmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-MAD-kmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-MAD-kmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-MAD-kmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-MAD-kmeans-membership-heatmap-5

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)

plot of chunk tab-MAD-kmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-MAD-kmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-MAD-kmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-MAD-kmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-MAD-kmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-MAD-kmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-MAD-kmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-MAD-kmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-MAD-kmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-MAD-kmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk MAD-kmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-MAD-kmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-MAD-kmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-MAD-kmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-MAD-kmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-MAD-kmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk MAD-kmeans-collect-classes

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.


MAD:skmeans*

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 17630 rows and 500 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 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)

plot of chunk MAD-skmeans-collect-plots

The plots are:

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:

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)

plot of chunk MAD-skmeans-select-partition-number

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           0.984       0.994         0.4903 0.509   0.509
#> 3 3 0.994           0.953       0.982         0.3452 0.795   0.611
#> 4 4 0.983           0.955       0.978         0.1059 0.904   0.728
#> 5 5 0.922           0.928       0.959         0.0652 0.932   0.759
#> 6 6 0.913           0.825       0.927         0.0428 0.949   0.778

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9970 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9892 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9970 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9970 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9970 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9970 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9892 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9892 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9970 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9970 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9892 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9892 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9892 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.6623     0.7905 0.828 0.172
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9970 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9970 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9970 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9892 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0672     0.9891 0.008 0.992
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9892 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9970 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9970 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9892 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9892 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9970 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9970 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9970 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9892 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9970 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000     0.9970 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9892 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.0000     0.9892 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9892 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9970 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9892 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9970 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9970 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9892 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9970 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9970 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000     0.9970 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9970 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000     0.9970 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9892 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9892 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.9970 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.9970 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9970 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9892 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9892 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.0000     0.9892 1.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9970 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9970 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9970 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000     0.9970 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9970 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9970 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9970 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9892 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9892 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9970 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000     0.9970 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9970 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.9970 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9970 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9970 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9970 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9970 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000     0.9970 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9892 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9892 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9970 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9892 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9970 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9892 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9970 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9892 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9970 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9970 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9892 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.9970 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9892 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000     0.9892 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9970 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9970 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9970 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000     0.9970 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9892 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9970 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     1  0.9686     0.3534 0.604 0.396
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9970 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.0000     0.9892 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9970 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000     0.9970 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9892 1.000 0.000
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#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9970 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9892 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9970 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9970 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9970 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9970 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9892 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9892 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9970 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9892 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0376     0.9930 0.004 0.996
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9970 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9892 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9970 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9892 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9970 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9970 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000     0.9892 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9892 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1843     0.9685 0.028 0.972
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000     0.9892 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9970 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9892 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9892 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9892 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9970 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9892 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9892 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9970 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9970 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9970 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9970 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9970 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9970 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9970 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9970 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9970 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9970 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9970 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9892 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9970 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9892 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9970 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9970 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9970 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9970 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9970 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9970 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9621 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9884 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9621 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9621 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.0000     0.9862 0.000 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9621 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9884 1.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9884 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9862 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9621 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9884 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9884 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9884 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9621 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9862 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9621 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     3  0.0000     0.9862 0.000 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9884 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9621 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9884 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9621 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9862 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9884 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9884 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000     0.9862 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9621 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9862 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9884 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     3  0.0000     0.9862 0.000 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     3  0.0000     0.9862 0.000 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9884 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.0000     0.9884 1.000 0.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9884 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.0000     0.9862 0.000 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9884 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     3  0.0237     0.9825 0.000 0.004 0.996
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9621 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9884 1.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9621 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.0000     0.9862 0.000 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9862 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.0000     0.9862 0.000 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0237     0.9588 0.000 0.996 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9884 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9884 1.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000     0.9862 0.000 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.5835     0.4954 0.000 0.660 0.340
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.0000     0.9862 0.000 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9884 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9884 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.0000     0.9884 1.000 0.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.0000     0.9862 0.000 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.0000     0.9862 0.000 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     3  0.0000     0.9862 0.000 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.0000     0.9862 0.000 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9621 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     3  0.0000     0.9862 0.000 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     3  0.0000     0.9862 0.000 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9884 1.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9884 1.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.0000     0.9862 0.000 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     3  0.0000     0.9862 0.000 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9621 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.0237     0.9825 0.000 0.004 0.996
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.5216     0.6566 0.000 0.740 0.260
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.6045     0.4143 0.000 0.620 0.380
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     3  0.0000     0.9862 0.000 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9621 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9862 0.000 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9884 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9884 1.000 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     3  0.0000     0.9862 0.000 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9884 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9621 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9884 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.0000     0.9862 0.000 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9884 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9621 0.000 1.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9621 0.000 1.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9884 1.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     3  0.0000     0.9862 0.000 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9884 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.3192     0.8627 0.888 0.000 0.112
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9621 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.5560     0.5535 0.000 0.300 0.700
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9621 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9862 0.000 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9884 1.000 0.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9621 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9621 0.000 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9621 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.6154     0.3065 0.408 0.592 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9621 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.1753     0.9381 0.000 0.048 0.952
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9884 1.000 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.0000     0.9862 0.000 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.1643     0.9449 0.956 0.044 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000     0.9621 0.000 1.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9884 1.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9621 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.0000     0.9884 1.000 0.000 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9884 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000     0.9884 1.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     3  0.0000     0.9862 0.000 0.000 1.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000     0.9621 0.000 1.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9621 0.000 1.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.9621 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.4504     0.7494 0.000 0.804 0.196
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000     0.9862 0.000 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9884 1.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000     0.9884 1.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     3  0.0000     0.9862 0.000 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9862 0.000 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9884 1.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000     0.9884 1.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000     0.9884 1.000 0.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9621 0.000 1.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9862 0.000 0.000 1.000
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#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6309     0.0350 0.000 0.500 0.500
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     3  0.0000     0.9862 0.000 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9884 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.0000     0.9862 0.000 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9862 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9621 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9862 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9884 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9884 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9621 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9884 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9621 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9862 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9884 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     3  0.0000     0.9862 0.000 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9884 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9621 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.0000     0.9862 0.000 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.5760     0.4988 0.672 0.328 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9884 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9621 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9621 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     3  0.4121     0.7842 0.000 0.168 0.832
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9884 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9884 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9884 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9621 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9884 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9884 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.3412     0.8413 0.000 0.876 0.124
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9621 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9621 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9621 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.4555     0.7439 0.000 0.800 0.200
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     3  0.0000     0.9862 0.000 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9621 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9621 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9621 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9621 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.1643     0.9424 0.000 0.044 0.956
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9884 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.0000     0.9862 0.000 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9884 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9862 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9621 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.0000     0.9862 0.000 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.5016     0.6842 0.000 0.760 0.240
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9621 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9862 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4830      0.392 0.000 0.000 0.392 0.608
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.0707      0.945 0.020 0.000 0.980 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0469      0.971 0.000 0.000 0.012 0.988
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.2149      0.879 0.000 0.000 0.912 0.088
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     3  0.4661      0.475 0.348 0.000 0.652 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.2760      0.864 0.000 0.000 0.128 0.872
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.3032      0.845 0.000 0.868 0.124 0.008
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.4963      0.585 0.000 0.696 0.020 0.284
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.5000      0.049 0.000 0.000 0.500 0.500
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.4500      0.566 0.000 0.000 0.316 0.684
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.2867      0.845 0.104 0.000 0.884 0.012
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.3801      0.710 0.000 0.220 0.780 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.2589      0.841 0.116 0.884 0.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0592      0.979 0.984 0.000 0.000 0.016
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     3  0.0707      0.945 0.020 0.000 0.980 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.3400      0.777 0.000 0.820 0.180 0.000
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#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0336      0.972 0.000 0.992 0.000 0.008
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.4643      0.485 0.000 0.656 0.344 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0707      0.977 0.980 0.000 0.000 0.020
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.4103      0.651 0.000 0.256 0.744 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.2647      0.856 0.000 0.880 0.000 0.120
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.4776      0.389 0.624 0.376 0.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0469      0.971 0.000 0.000 0.012 0.988
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0469      0.968 0.000 0.988 0.012 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3837      0.711 0.000 0.776 0.224 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.989 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000      0.966 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0707      0.976 0.000 0.000 0.020 0.980
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.0000      0.962 0.000 0.000 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.978 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000      0.966 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.1671     0.9184 0.924 0.000 0.000 0.000 0.076
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0162     0.9653 0.000 0.996 0.000 0.000 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0162     0.9653 0.000 0.996 0.000 0.000 0.004
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.1908     0.9069 0.908 0.000 0.000 0.000 0.092
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.2377     0.9094 0.128 0.000 0.000 0.000 0.872
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0290     0.9639 0.000 0.992 0.000 0.000 0.008
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0162     0.9597 0.996 0.000 0.000 0.000 0.004
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0510     0.9567 0.984 0.000 0.000 0.000 0.016
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.2179     0.8905 0.888 0.000 0.000 0.000 0.112
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1608     0.8973 0.000 0.000 0.072 0.928 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.2127     0.8940 0.892 0.000 0.000 0.000 0.108
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0290     0.9639 0.000 0.992 0.000 0.000 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0794     0.9483 0.972 0.000 0.000 0.000 0.028
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0404     0.9596 0.000 0.000 0.988 0.012 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.2230     0.8162 0.000 0.000 0.000 0.116 0.884
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.3527     0.8023 0.056 0.000 0.828 0.000 0.116
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.2127     0.8957 0.892 0.000 0.000 0.000 0.108
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.4669     0.3837 0.000 0.012 0.008 0.628 0.352
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.2773     0.8137 0.000 0.020 0.000 0.112 0.868
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.2230     0.9119 0.116 0.000 0.000 0.000 0.884
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.2127     0.8940 0.892 0.000 0.000 0.000 0.108
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.2732     0.7904 0.000 0.000 0.840 0.160 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.3636     0.6231 0.000 0.000 0.000 0.272 0.728
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.2825     0.8268 0.000 0.000 0.860 0.124 0.016
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.2230     0.8867 0.884 0.000 0.000 0.000 0.116
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0798     0.9527 0.000 0.000 0.016 0.976 0.008
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0609     0.9525 0.980 0.000 0.000 0.000 0.020
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.0290     0.9643 0.000 0.000 0.992 0.000 0.008
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.5836     0.6092 0.000 0.664 0.032 0.200 0.104
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.4618     0.4349 0.000 0.344 0.004 0.636 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0162     0.9594 0.996 0.000 0.000 0.000 0.004
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.2230     0.9119 0.116 0.000 0.000 0.000 0.884
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
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#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.4101     0.4180 0.000 0.628 0.000 0.372 0.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     5  0.2230     0.9119 0.116 0.000 0.000 0.000 0.884
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     5  0.2377     0.9094 0.128 0.000 0.000 0.000 0.872
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0404     0.9585 0.988 0.000 0.000 0.000 0.012
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0162     0.9596 0.996 0.000 0.000 0.000 0.004
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     5  0.2377     0.9094 0.128 0.000 0.000 0.000 0.872
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     5  0.2377     0.9094 0.128 0.000 0.000 0.000 0.872
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     5  0.3684     0.7660 0.280 0.000 0.000 0.000 0.720
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0162     0.9598 0.996 0.000 0.000 0.000 0.004
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5  0.2230     0.9119 0.116 0.000 0.000 0.000 0.884
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.1341     0.9321 0.944 0.000 0.000 0.000 0.056
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> FC2F983B-2530-4886-B759-E2C571E2D068     3  0.2732     0.7857 0.000 0.160 0.840 0.000 0.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.1544     0.9238 0.932 0.000 0.000 0.000 0.068
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     4  0.4256     0.2247 0.000 0.436 0.000 0.564 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0290     0.9582 0.992 0.000 0.000 0.000 0.008
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0290     0.9639 0.000 0.992 0.000 0.000 0.008
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0290     0.9639 0.000 0.992 0.000 0.000 0.008
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.1544     0.9238 0.932 0.000 0.000 0.000 0.068
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.2280     0.8119 0.000 0.120 0.000 0.000 0.880
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.2179     0.8866 0.000 0.888 0.000 0.000 0.112
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0162     0.9597 0.996 0.000 0.000 0.000 0.004
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.2230     0.9119 0.116 0.000 0.000 0.000 0.884
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.3661     0.7721 0.276 0.000 0.000 0.000 0.724
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.2082     0.9096 0.000 0.024 0.032 0.928 0.016
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.2179     0.8905 0.888 0.000 0.000 0.000 0.112
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.2930     0.7735 0.004 0.000 0.000 0.164 0.832
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.2411     0.9089 0.108 0.008 0.000 0.000 0.884
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2732     0.8112 0.000 0.840 0.000 0.000 0.160
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0290     0.9639 0.000 0.992 0.000 0.000 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0404     0.9599 0.000 0.988 0.000 0.000 0.012
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.3774     0.5933 0.000 0.704 0.296 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.2377     0.9094 0.128 0.000 0.000 0.000 0.872
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.2230     0.9119 0.116 0.000 0.000 0.000 0.884
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.3242     0.7113 0.000 0.216 0.784 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.3586     0.5730 0.736 0.000 0.000 0.000 0.264
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.1544     0.9245 0.932 0.000 0.000 0.000 0.068
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0510     0.9554 0.000 0.984 0.000 0.016 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1544     0.9245 0.932 0.000 0.000 0.000 0.068
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0162     0.9596 0.996 0.000 0.000 0.000 0.004
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.2179     0.8905 0.888 0.000 0.000 0.000 0.112
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1197     0.9402 0.000 0.952 0.000 0.000 0.048
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0404     0.9622 0.000 0.988 0.000 0.000 0.012
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0451     0.9624 0.000 0.988 0.004 0.000 0.008
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0290     0.9639 0.000 0.992 0.000 0.000 0.008
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0510     0.9601 0.000 0.984 0.000 0.000 0.016
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3452     0.6803 0.000 0.756 0.244 0.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0162     0.9653 0.000 0.996 0.000 0.000 0.004
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0510     0.9601 0.000 0.984 0.000 0.000 0.016
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0404     0.9565 0.988 0.000 0.000 0.000 0.012
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9608 1.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9730 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.2727     0.8116 0.000 0.016 0.000 0.116 0.868
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9665 0.000 1.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9703 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0260     0.8834 0.000 0.992 0.000 0.000 0.000 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.3727     0.2675 0.612 0.000 0.000 0.000 0.000 0.388
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1863     0.8117 0.000 0.896 0.000 0.000 0.000 0.104
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0146     0.9591 0.000 0.000 0.000 0.996 0.000 0.004
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.3756     0.3590 0.400 0.000 0.000 0.000 0.000 0.600
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.0508     0.8871 0.012 0.000 0.000 0.000 0.984 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.3854     0.2755 0.000 0.536 0.000 0.000 0.000 0.464
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0146     0.9553 0.996 0.000 0.000 0.000 0.000 0.004
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0260     0.9535 0.992 0.000 0.000 0.000 0.008 0.000
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#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9553 1.000 0.000 0.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0146     0.9591 0.000 0.000 0.000 0.996 0.000 0.004
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0260     0.9535 0.992 0.000 0.000 0.000 0.008 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.0993     0.8723 0.000 0.000 0.000 0.024 0.964 0.012
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.0146     0.8908 0.004 0.000 0.000 0.000 0.996 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.3547     0.5742 0.000 0.696 0.000 0.000 0.300 0.004
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0260     0.9535 0.992 0.000 0.000 0.000 0.008 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.3695     0.4587 0.000 0.624 0.000 0.000 0.000 0.376
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0260     0.9535 0.992 0.000 0.000 0.000 0.008 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.1686     0.8357 0.000 0.924 0.000 0.000 0.064 0.012
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.4066     0.5575 0.000 0.692 0.272 0.000 0.000 0.036
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.0405     0.8864 0.008 0.000 0.000 0.000 0.988 0.004
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.0146     0.8908 0.004 0.000 0.000 0.000 0.996 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9553 1.000 0.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.3221     0.5875 0.000 0.736 0.264 0.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0713     0.9358 0.972 0.000 0.000 0.000 0.028 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     6  0.3221     0.4588 0.000 0.264 0.000 0.000 0.000 0.736
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3109     0.6783 0.772 0.000 0.000 0.000 0.004 0.224
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9553 1.000 0.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0508     0.8799 0.000 0.984 0.000 0.004 0.000 0.012
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3126     0.6424 0.752 0.000 0.000 0.000 0.000 0.248
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     6  0.3198     0.4630 0.000 0.260 0.000 0.000 0.000 0.740
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9553 1.000 0.000 0.000 0.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> C543A527-3E25-4389-9722-E9325C733243     6  0.3221     0.4588 0.000 0.264 0.000 0.000 0.000 0.736
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.1757     0.5945 0.076 0.008 0.000 0.000 0.000 0.916
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0260     0.9535 0.992 0.000 0.000 0.000 0.008 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     6  0.3314     0.4655 0.000 0.256 0.000 0.000 0.004 0.740
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.4534     0.1261 0.000 0.496 0.000 0.000 0.032 0.472
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0146     0.9591 0.000 0.000 0.000 0.996 0.000 0.004
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0146     0.9553 0.996 0.000 0.000 0.000 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9553 1.000 0.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0260     0.9547 0.992 0.000 0.000 0.000 0.000 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0146     0.9553 0.996 0.000 0.000 0.000 0.000 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.3961     0.3413 0.000 0.556 0.000 0.004 0.000 0.440
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.3717     0.4441 0.000 0.616 0.000 0.000 0.000 0.384
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.3860     0.2546 0.000 0.528 0.000 0.000 0.000 0.472
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0146     0.8841 0.000 0.996 0.000 0.000 0.004 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3103     0.6673 0.000 0.784 0.208 0.000 0.000 0.008
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000     0.9605 0.000 0.000 0.000 1.000 0.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.2300     0.7751 0.000 0.856 0.000 0.000 0.000 0.144
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3843     0.2972 0.000 0.548 0.000 0.000 0.000 0.452
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0260     0.9535 0.992 0.000 0.000 0.000 0.008 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0363     0.9538 0.000 0.000 0.000 0.988 0.000 0.012
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9553 1.000 0.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9589 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0146     0.9591 0.000 0.000 0.000 0.996 0.000 0.004
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.0405     0.8864 0.000 0.000 0.000 0.004 0.988 0.008
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.8851 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9589 0.000 0.000 1.000 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)

plot of chunk tab-MAD-skmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-MAD-skmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-MAD-skmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-MAD-skmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-MAD-skmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-MAD-skmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-MAD-skmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-MAD-skmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-MAD-skmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-MAD-skmeans-membership-heatmap-5

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)

plot of chunk tab-MAD-skmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-MAD-skmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-MAD-skmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-MAD-skmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-MAD-skmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-MAD-skmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-MAD-skmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-MAD-skmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-MAD-skmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-MAD-skmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk MAD-skmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-MAD-skmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-MAD-skmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-MAD-skmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-MAD-skmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-MAD-skmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk MAD-skmeans-collect-classes

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.


MAD:pam**

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 17630 rows and 500 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)

plot of chunk MAD-pam-collect-plots

The plots are:

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:

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)

plot of chunk MAD-pam-select-partition-number

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           0.976       0.990         0.4502 0.549   0.549
#> 3 3 0.849           0.917       0.959         0.4077 0.817   0.669
#> 4 4 0.887           0.900       0.952         0.1019 0.899   0.744
#> 5 5 0.856           0.875       0.934         0.0883 0.916   0.739
#> 6 6 0.754           0.719       0.857         0.0690 0.908   0.651

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9940 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9829 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9940 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9940 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9940 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9940 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.9988     0.0546 0.480 0.520
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0376     0.9795 0.996 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9940 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9940 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9829 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.8081     0.6642 0.248 0.752
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.3431     0.9205 0.936 0.064
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9940 0.000 1.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9940 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9940 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9940 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9829 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9940 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9829 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9940 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9940 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9829 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9829 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9940 0.000 1.000
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#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000     0.9940 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000     0.9940 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000     0.9940 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000     0.9940 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000     0.9940 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9829 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000     0.9940 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9829 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.8661     0.6025 0.712 0.288
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.8909     0.5471 0.308 0.692
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9829 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9829 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.3584     0.9225 0.068 0.932
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9829 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000     0.9940 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000     0.9940 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000     0.9829 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9940 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9829 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000     0.9940 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9829 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9940 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9940 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000     0.9940 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000     0.9940 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9940 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.9940 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000     0.9940 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000     0.9940 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000     0.9940 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9829 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000     0.9940 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000     0.9940 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9940 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9940 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9829 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000     0.9940 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000     0.9940 0.000 1.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9940 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9940 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000     0.9940 0.000 1.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000     0.9940 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9829 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.6148     0.8170 0.848 0.152
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9829 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9940 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000     0.9829 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9829 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000     0.9940 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9829 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9940 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9829 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.9940 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.0000     0.9940 0.000 1.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0938     0.9822 0.012 0.988
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000     0.9940 0.000 1.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9829 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9940 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9829 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9940 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000     0.9940 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9829 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000     0.9940 0.000 1.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9829 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9940 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9829 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9940 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9940 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.9710     0.3485 0.600 0.400
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9940 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9829 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9829 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9940 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9829 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9940 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9940 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9829 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9940 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9940 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9940 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9940 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9829 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9829 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9940 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9829 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9940 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9940 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9829 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9940 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9829 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9940 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9940 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.7219     0.7455 0.200 0.800
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9829 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9940 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000     0.9940 0.000 1.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9940 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9829 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9829 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9829 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9940 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9829 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9829 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9940 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9940 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9940 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9940 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9940 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9940 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9940 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9940 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9940 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9940 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9940 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9829 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000     0.9940 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9829 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9940 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9940 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9940 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000     0.9940 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9940 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9940 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000   0.927721 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000   0.978984 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000   0.927721 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000   0.927721 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.0000   0.982293 0.000 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000   0.927721 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6295   0.167860 0.472 0.528 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4002   0.802800 0.840 0.160 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000   0.982293 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000   0.927721 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000   0.978984 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.7217   0.711303 0.152 0.716 0.132
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.2261   0.903323 0.932 0.068 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000   0.927721 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000   0.982293 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000   0.927721 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0237   0.926313 0.000 0.996 0.004
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000   0.978984 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000   0.927721 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000   0.978984 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000   0.927721 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000   0.982293 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000   0.978984 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000   0.978984 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000   0.982293 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000   0.927721 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000   0.982293 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000   0.978984 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4452   0.814241 0.000 0.808 0.192
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.4399   0.818311 0.000 0.812 0.188
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000   0.978984 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.0000   0.927721 0.000 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000   0.978984 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.0000   0.982293 0.000 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000   0.978984 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.4291   0.824785 0.000 0.820 0.180
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000   0.927721 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.0592   0.919857 0.012 0.988 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000   0.927721 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.0000   0.982293 0.000 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000   0.982293 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.3686   0.854388 0.000 0.860 0.140
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.2261   0.897630 0.000 0.932 0.068
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000   0.978984 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.5621   0.561404 0.692 0.308 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.3267   0.848075 0.000 0.116 0.884
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.2356   0.894662 0.000 0.928 0.072
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0237   0.926059 0.000 0.996 0.004
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#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.5859   0.586785 0.000 0.656 0.344
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000   0.978984 1.000 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000   0.978984 1.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000   0.978984 1.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000   0.927721 0.000 1.000 0.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0000   0.982293 0.000 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0000   0.982293 0.000 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000   0.927721 0.000 1.000 0.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0000   0.982293 0.000 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0000   0.982293 0.000 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000   0.978984 1.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0000   0.982293 0.000 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000   0.978984 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.6305   0.000181 0.484 0.516 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.2625   0.856735 0.084 0.916 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000   0.978984 1.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000   0.978984 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.3587   0.878878 0.020 0.892 0.088
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000   0.978984 1.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000   0.927721 0.000 1.000 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.1289   0.914650 0.000 0.968 0.032
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000   0.978984 1.000 0.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000   0.927721 0.000 1.000 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000   0.978984 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000   0.982293 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000   0.978984 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000   0.927721 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000   0.927721 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000   0.982293 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.6111   0.478898 0.000 0.604 0.396
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000   0.927721 0.000 1.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.0000   0.982293 0.000 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000   0.982293 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.6260   0.340597 0.000 0.552 0.448
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000   0.982293 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000   0.978984 1.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000   0.982293 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000   0.982293 0.000 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0424   0.924813 0.000 0.992 0.008
#> 4D9EF242-9F58-4681-ADCF-556E05932931     3  0.0424   0.975097 0.000 0.008 0.992
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000   0.978984 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.3941   0.799664 0.000 0.156 0.844
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000   0.927721 0.000 1.000 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.4291   0.824785 0.000 0.820 0.180
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000   0.927721 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000   0.927721 0.000 1.000 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000   0.982293 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000   0.978984 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.4062   0.780531 0.836 0.164 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000   0.978984 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.3752   0.852040 0.000 0.856 0.144
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0424   0.971543 0.992 0.008 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000   0.978984 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.4399   0.817716 0.000 0.812 0.188
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000   0.978984 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.4346   0.821305 0.000 0.816 0.184
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000   0.978984 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     3  0.0000   0.982293 0.000 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4002   0.841065 0.000 0.840 0.160
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0000   0.927721 0.000 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000   0.927721 0.000 1.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000   0.978984 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000   0.927721 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000   0.978984 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     3  0.0000   0.982293 0.000 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.4235   0.828415 0.000 0.824 0.176
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000   0.978984 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000   0.927721 0.000 1.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000   0.978984 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000   0.927721 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000   0.978984 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000   0.927721 0.000 1.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.0000   0.982293 0.000 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.5948   0.406654 0.360 0.640 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000   0.927721 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000   0.978984 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000   0.978984 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.0000   0.982293 0.000 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000   0.978984 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0237   0.926281 0.000 0.996 0.004
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.4178   0.831323 0.000 0.828 0.172
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000   0.978984 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.4291   0.824785 0.000 0.820 0.180
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000   0.982293 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000   0.927721 0.000 1.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000   0.982293 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000   0.978984 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000   0.978984 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000   0.927721 0.000 1.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000   0.978984 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000   0.927721 0.000 1.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000   0.982293 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000   0.978984 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.4346   0.822378 0.000 0.816 0.184
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000   0.978984 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000   0.927721 0.000 1.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.5058   0.752856 0.000 0.756 0.244
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.4235   0.780225 0.176 0.824 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000   0.978984 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000   0.927721 0.000 1.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0000   0.927721 0.000 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.4291   0.824785 0.000 0.820 0.180
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000   0.978984 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000   0.978984 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000   0.978984 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000   0.927721 0.000 1.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000   0.978984 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000   0.978984 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0592   0.922351 0.000 0.988 0.012
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000   0.927721 0.000 1.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000   0.927721 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000   0.927721 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000   0.927721 0.000 1.000 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.3816   0.849104 0.000 0.852 0.148
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000   0.927721 0.000 1.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000   0.927721 0.000 1.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000   0.927721 0.000 1.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000   0.927721 0.000 1.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000   0.927721 0.000 1.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000   0.978984 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.3752   0.853766 0.000 0.856 0.144
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000   0.978984 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000   0.982293 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000   0.927721 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.0000   0.982293 0.000 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.1031   0.918352 0.000 0.976 0.024
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000   0.927721 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000   0.982293 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9541 0.000 0.000 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4967     0.2529 0.452 0.548 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.3494     0.7706 0.824 0.172 0.000 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0779     0.9489 0.000 0.016 0.980 0.004
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.5416     0.6637 0.048 0.692 0.000 0.260
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.1792     0.8993 0.932 0.068 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.5452     0.6990 0.000 0.108 0.156 0.736
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.2081     0.8788 0.000 0.916 0.000 0.084
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2530     0.8629 0.000 0.888 0.000 0.112
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9710 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.1022     0.9301 0.000 0.000 0.032 0.968
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.2081     0.8848 0.000 0.000 0.084 0.916
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.9541 0.000 0.000 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.0000     0.9541 0.000 0.000 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9803 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.0188     0.9100 0.004 0.996 0.000 0.000
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#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9541 0.000 0.000 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4955     0.0127 0.000 0.444 0.000 0.556
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9114 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9710 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6101     0.2869 0.328 0.528 0.000 0.000 0.144
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.1043     0.8827 0.040 0.000 0.000 0.000 0.960
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0510     0.9644 0.000 0.016 0.984 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.1478     0.9151 0.936 0.000 0.000 0.000 0.064
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0324     0.8960 0.004 0.000 0.000 0.004 0.992
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4313     0.7787 0.760 0.068 0.000 0.000 0.172
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4537     0.6775 0.000 0.184 0.076 0.740 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.1908     0.8765 0.000 0.908 0.000 0.092 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0963     0.9207 0.964 0.000 0.000 0.000 0.036
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1908     0.9045 0.908 0.000 0.000 0.000 0.092
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0963     0.9237 0.000 0.000 0.036 0.964 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1908     0.8716 0.000 0.000 0.092 0.908 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.3635     0.6432 0.000 0.004 0.000 0.748 0.248
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.2605     0.8086 0.000 0.852 0.000 0.000 0.148
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0609     0.9177 0.980 0.000 0.000 0.000 0.020
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0693     0.9388 0.000 0.008 0.000 0.980 0.012
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.0566     0.8952 0.004 0.012 0.000 0.000 0.984
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1469     0.9057 0.000 0.948 0.000 0.036 0.016
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.3109     0.7222 0.000 0.000 0.200 0.800 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.2074     0.8679 0.000 0.896 0.000 0.104 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.4755     0.5982 0.000 0.244 0.000 0.696 0.060
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0510     0.8978 0.016 0.000 0.000 0.000 0.984
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.6749     0.1250 0.336 0.268 0.000 0.000 0.396
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.4616     0.6314 0.000 0.676 0.036 0.288 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.3535     0.7431 0.000 0.164 0.000 0.808 0.028
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0510     0.9158 0.000 0.984 0.000 0.016 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.1197     0.8945 0.000 0.952 0.000 0.000 0.048
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.0290     0.9471 0.000 0.008 0.000 0.992 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0880     0.9097 0.000 0.968 0.000 0.032 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.1341     0.8793 0.056 0.000 0.000 0.000 0.944
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.1608     0.9127 0.928 0.000 0.000 0.000 0.072
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.4639     0.5128 0.000 0.612 0.000 0.368 0.020
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.1469     0.9057 0.000 0.948 0.000 0.036 0.016
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0579     0.9163 0.000 0.984 0.008 0.008 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0510     0.9158 0.000 0.984 0.000 0.016 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.1410     0.8956 0.000 0.940 0.000 0.060 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     5  0.2230     0.8472 0.116 0.000 0.000 0.000 0.884
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0510     0.8978 0.016 0.000 0.000 0.000 0.984
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.3452     0.7314 0.000 0.756 0.000 0.244 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.2074     0.8988 0.896 0.000 0.000 0.000 0.104
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.3003     0.7949 0.000 0.812 0.000 0.188 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     5  0.3143     0.7857 0.204 0.000 0.000 0.000 0.796
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.1943     0.8944 0.000 0.924 0.000 0.056 0.020
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.1478     0.8898 0.936 0.000 0.000 0.000 0.064
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.2891     0.8062 0.000 0.824 0.000 0.176 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.1197     0.8754 0.000 0.000 0.048 0.000 0.952
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0912     0.9164 0.000 0.972 0.000 0.012 0.016
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0404     0.9170 0.000 0.988 0.000 0.012 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0000     0.8943 0.000 0.000 0.000 0.000 1.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0404     0.9186 0.000 0.988 0.000 0.000 0.012
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0162     0.9191 0.000 0.996 0.000 0.000 0.004
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.0510     0.8978 0.016 0.000 0.000 0.000 0.984
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.0880     0.8792 0.000 0.032 0.000 0.000 0.968
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0510     0.9248 0.984 0.000 0.000 0.000 0.016
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.2605     0.8086 0.000 0.852 0.000 0.000 0.148
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     5  0.3561     0.6729 0.260 0.000 0.000 0.000 0.740
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.2891     0.8067 0.000 0.824 0.000 0.176 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0162     0.9191 0.000 0.996 0.000 0.000 0.004
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0404     0.9171 0.000 0.988 0.000 0.012 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0703     0.9137 0.000 0.976 0.000 0.024 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     5  0.2179     0.8523 0.112 0.000 0.000 0.000 0.888
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.2813     0.8571 0.832 0.000 0.000 0.000 0.168
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.2561     0.8759 0.856 0.000 0.000 0.000 0.144
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.2561     0.8759 0.856 0.000 0.000 0.000 0.144
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.0162     0.8945 0.000 0.000 0.000 0.004 0.996
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.0290     0.9480 0.000 0.008 0.000 0.992 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.0963     0.9237 0.000 0.000 0.036 0.964 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.1732     0.9101 0.920 0.000 0.000 0.000 0.080
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.1608     0.9126 0.928 0.000 0.000 0.000 0.072
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     5  0.2471     0.8454 0.136 0.000 0.000 0.000 0.864
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0510     0.9150 0.000 0.984 0.016 0.000 0.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0162     0.9191 0.000 0.996 0.000 0.000 0.004
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.1410     0.8968 0.000 0.940 0.000 0.060 0.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.4307    -0.1707 0.500 0.000 0.000 0.000 0.500
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.4088     0.5411 0.000 0.632 0.000 0.368 0.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.3565     0.8085 0.000 0.816 0.000 0.144 0.040
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.1851     0.9064 0.912 0.000 0.000 0.000 0.088
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#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.0794     0.8820 0.000 0.028 0.000 0.000 0.972
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.4088     0.4410 0.000 0.632 0.000 0.000 0.368
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.1121     0.9198 0.956 0.000 0.000 0.000 0.044
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     5  0.3561     0.6103 0.260 0.000 0.000 0.000 0.740
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.2929     0.8023 0.000 0.820 0.000 0.180 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.2424     0.7847 0.000 0.132 0.000 0.000 0.868
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.0609     0.8976 0.020 0.000 0.000 0.000 0.980
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.1341     0.9179 0.944 0.000 0.000 0.000 0.056
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0807     0.9170 0.000 0.976 0.000 0.012 0.012
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.4088     0.5411 0.000 0.632 0.000 0.368 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.0794     0.8939 0.028 0.000 0.000 0.000 0.972
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3074     0.8281 0.804 0.000 0.000 0.000 0.196
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.2110     0.8863 0.000 0.912 0.000 0.072 0.016
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1908     0.9045 0.908 0.000 0.000 0.000 0.092
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.1608     0.8975 0.928 0.000 0.000 0.000 0.072
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.4088     0.5411 0.000 0.632 0.000 0.368 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0290     0.9472 0.000 0.008 0.000 0.992 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.3800     0.7785 0.080 0.812 0.000 0.000 0.108
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0510     0.8978 0.016 0.000 0.000 0.000 0.984
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0609     0.9172 0.000 0.980 0.000 0.000 0.020
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.1117     0.9246 0.000 0.020 0.000 0.964 0.016
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9256 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0703     0.9131 0.000 0.976 0.000 0.024 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0404     0.9186 0.000 0.988 0.000 0.000 0.012
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.3816     0.6503 0.000 0.696 0.000 0.304 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0510     0.9181 0.000 0.984 0.000 0.000 0.016
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0404     0.9186 0.000 0.988 0.000 0.000 0.012
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.2377     0.8132 0.128 0.000 0.000 0.000 0.872
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4211     0.5492 0.000 0.636 0.000 0.360 0.004
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1043     0.9207 0.960 0.000 0.000 0.000 0.040
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9541 0.000 0.000 0.000 1.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.6738     0.0453 0.000 0.256 0.000 0.380 0.364
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9193 0.000 1.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9864 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     6  0.2527    0.89227 0.000 0.168 0.000 0.000 0.000 0.832
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.2527    0.63219 0.832 0.000 0.000 0.000 0.000 0.168
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.7438    0.13819 0.228 0.212 0.000 0.000 0.392 0.168
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.3003    0.60893 0.172 0.000 0.000 0.000 0.812 0.016
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0458    0.96725 0.000 0.016 0.984 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.3428    0.63739 0.696 0.000 0.000 0.000 0.304 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0000    0.70626 0.000 0.000 0.000 0.000 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.5728   -0.11049 0.380 0.000 0.000 0.000 0.452 0.168
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0260    0.83086 0.000 0.992 0.000 0.000 0.000 0.008
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3470    0.69025 0.000 0.200 0.028 0.772 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     6  0.2527    0.89227 0.000 0.168 0.000 0.000 0.000 0.832
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2048    0.78532 0.000 0.880 0.000 0.120 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0146    0.83191 0.000 0.996 0.000 0.000 0.000 0.004
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3612    0.60613 0.780 0.000 0.000 0.000 0.052 0.168
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.98717 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3607    0.58941 0.652 0.000 0.000 0.000 0.348 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0146    0.83201 0.000 0.996 0.000 0.000 0.000 0.004
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1610    0.87840 0.000 0.000 0.084 0.916 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0146    0.76005 0.996 0.000 0.000 0.000 0.004 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.3448    0.57540 0.000 0.000 0.000 0.716 0.280 0.004
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5735   -0.00871 0.000 0.444 0.000 0.000 0.388 0.168
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0458    0.75103 0.984 0.000 0.000 0.000 0.016 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.2697    0.72902 0.000 0.000 0.000 0.812 0.000 0.188
#> 745233F1-DF41-4DDA-9146-1666DD59355E     6  0.3804    0.43384 0.000 0.424 0.000 0.000 0.000 0.576
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.3894    0.62484 0.072 0.000 0.000 0.000 0.760 0.168
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3869   -0.17243 0.000 0.500 0.000 0.000 0.000 0.500
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.2823    0.71138 0.000 0.000 0.204 0.796 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.3307    0.74571 0.000 0.808 0.000 0.148 0.000 0.044
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     6  0.2768    0.88222 0.000 0.156 0.000 0.012 0.000 0.832
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.0000    0.70626 0.000 0.000 0.000 0.000 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.5647    0.47167 0.132 0.056 0.000 0.000 0.644 0.168
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.3619    0.61830 0.000 0.680 0.004 0.316 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     6  0.2527    0.66973 0.000 0.000 0.000 0.168 0.000 0.832
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.2668    0.69167 0.000 0.828 0.000 0.000 0.004 0.168
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     6  0.2527    0.89227 0.000 0.168 0.000 0.000 0.000 0.832
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4032    0.26437 0.000 0.008 0.000 0.572 0.000 0.420
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0547    0.82904 0.000 0.980 0.000 0.020 0.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.0000    0.70626 0.000 0.000 0.000 0.000 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.3482    0.62588 0.684 0.000 0.000 0.000 0.316 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     6  0.5709    0.38879 0.000 0.168 0.000 0.364 0.000 0.468
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     6  0.2527    0.89227 0.000 0.168 0.000 0.000 0.000 0.832
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.1863    0.79404 0.000 0.896 0.000 0.104 0.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000    0.98717 0.000 0.000 1.000 0.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     5  0.3464    0.48072 0.312 0.000 0.000 0.000 0.688 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0000    0.70626 0.000 0.000 0.000 0.000 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.2793    0.73240 0.000 0.800 0.000 0.200 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.76036 1.000 0.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
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#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.2854    0.66522 0.000 0.792 0.000 0.000 0.000 0.208
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000    0.83272 0.000 1.000 0.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.1863    0.64264 0.104 0.000 0.000 0.000 0.896 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.5731    0.38547 0.000 0.172 0.000 0.364 0.000 0.464
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.3244    0.66580 0.732 0.000 0.000 0.000 0.268 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.98717 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0260    0.83086 0.000 0.992 0.000 0.000 0.000 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.95506 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     6  0.3041    0.85541 0.000 0.128 0.000 0.000 0.040 0.832
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0146    0.83201 0.000 0.996 0.000 0.000 0.000 0.004
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.98717 0.000 0.000 1.000 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)

plot of chunk tab-MAD-pam-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-MAD-pam-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-MAD-pam-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-MAD-pam-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-MAD-pam-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-MAD-pam-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-MAD-pam-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-MAD-pam-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-MAD-pam-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-MAD-pam-membership-heatmap-5

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)

plot of chunk tab-MAD-pam-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-MAD-pam-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-MAD-pam-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-MAD-pam-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-MAD-pam-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-MAD-pam-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-MAD-pam-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-MAD-pam-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-MAD-pam-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-MAD-pam-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk MAD-pam-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-MAD-pam-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-MAD-pam-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-MAD-pam-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-MAD-pam-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-MAD-pam-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk MAD-pam-collect-classes

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.


MAD:mclust**

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 17630 rows and 500 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 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)

plot of chunk MAD-mclust-collect-plots

The plots are:

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:

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)

plot of chunk MAD-mclust-select-partition-number

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 0.958           0.936       0.972         0.4795 0.515   0.515
#> 3 3 0.661           0.812       0.891         0.3301 0.777   0.589
#> 4 4 0.809           0.800       0.905         0.0717 0.871   0.673
#> 5 5 0.673           0.617       0.775         0.0895 0.956   0.863
#> 6 6 0.696           0.630       0.796         0.0781 0.864   0.557

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.981 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.955 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.981 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.981 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.981 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.981 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000      0.955 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0938      0.945 0.988 0.012
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.2423      0.959 0.040 0.960
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.981 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.955 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000      0.955 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.955 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.981 0.000 1.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.981 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.981 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.981 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.955 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.981 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.955 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.981 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.2423      0.959 0.040 0.960
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.955 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.955 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.2423      0.959 0.040 0.960
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.981 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000      0.981 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.955 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     1  0.9881      0.298 0.564 0.436
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.0000      0.955 1.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.955 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.3733      0.928 0.072 0.928
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.955 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.981 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.955 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.981 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.981 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.955 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.981 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.981 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.2423      0.959 0.040 0.960
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.5842      0.843 0.140 0.860
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.9795      0.340 0.584 0.416
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.955 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.955 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.2423      0.959 0.040 0.960
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.9833      0.214 0.424 0.576
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.981 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.955 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.955 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.7950      0.688 0.240 0.760
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.981 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.981 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000      0.981 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.981 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.981 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.8386      0.623 0.268 0.732
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.981 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.955 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.955 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.981 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.9491      0.454 0.632 0.368
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.981 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.981 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.981 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.981 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.981 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.981 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.2423      0.959 0.040 0.960
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.955 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.955 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.981 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.955 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.981 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.955 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000      0.981 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.955 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.981 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.981 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.955 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.981 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.955 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.9460      0.463 0.636 0.364
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.981 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.981 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.981 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.2423      0.959 0.040 0.960
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.955 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.981 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.5737      0.836 0.136 0.864
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.981 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.9922      0.233 0.552 0.448
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.981 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0376      0.979 0.004 0.996
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.955 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000      0.981 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.2423      0.921 0.960 0.040
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000      0.981 0.000 1.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.955 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.981 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.9686      0.385 0.604 0.396
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.955 1.000 0.000
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#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.955 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.981 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.2423      0.959 0.040 0.960
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.955 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.981 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.955 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.981 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.981 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.9909      0.176 0.444 0.556
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.955 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.981 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.3879      0.919 0.076 0.924
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.981 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.955 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.955 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.955 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.981 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.955 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.955 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.981 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.981 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.981 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.981 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.981 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.981 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.981 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.981 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.981 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.981 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.981 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.955 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.9460      0.463 0.636 0.364
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.955 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.2423      0.959 0.040 0.960
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.981 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.981 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.9491      0.454 0.632 0.368
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.981 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.2423      0.959 0.040 0.960

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1643    0.91280 0.000 0.956 0.044
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     3  0.7213    0.57184 0.272 0.060 0.668
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.92516 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.92516 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.5760    0.52392 0.000 0.672 0.328
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.92516 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.7624    0.26556 0.560 0.048 0.392
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     3  0.7353    0.48674 0.316 0.052 0.632
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.5178    0.72149 0.000 0.256 0.744
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0424    0.92513 0.000 0.992 0.008
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.1860    0.91253 0.948 0.000 0.052
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.7820    0.20869 0.544 0.056 0.400
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.6422    0.53700 0.660 0.016 0.324
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3619    0.81768 0.000 0.864 0.136
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.1031    0.91475 0.000 0.976 0.024
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1643    0.91195 0.000 0.956 0.044
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000    0.92516 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.93015 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2537    0.87898 0.000 0.920 0.080
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4351    0.81569 0.828 0.004 0.168
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0424    0.92513 0.000 0.992 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.3619    0.77512 0.000 0.136 0.864
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.93015 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.2625    0.89294 0.916 0.000 0.084
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.6140    0.54063 0.000 0.404 0.596
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0592    0.92483 0.000 0.988 0.012
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.1289    0.91225 0.000 0.968 0.032
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.93015 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     3  0.5722    0.63382 0.004 0.292 0.704
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.7996   -0.02859 0.476 0.060 0.464
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.93015 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.5263    0.72224 0.116 0.060 0.824
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.93015 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.1031    0.91475 0.000 0.976 0.024
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.93015 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.6215    0.21179 0.000 0.572 0.428
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0747    0.92417 0.000 0.984 0.016
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.4047    0.83617 0.848 0.004 0.148
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000    0.92516 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.5560    0.59196 0.000 0.700 0.300
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.6140    0.54564 0.000 0.404 0.596
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.5810    0.60848 0.000 0.336 0.664
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     3  0.5690    0.63618 0.004 0.288 0.708
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.1411    0.91994 0.964 0.000 0.036
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.6906    0.49819 0.644 0.032 0.324
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.5016    0.74002 0.000 0.240 0.760
#> EE4F9349-F750-4471-BFE7-7230784569E1     3  0.5864    0.63858 0.008 0.288 0.704
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000    0.92516 0.000 1.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.93015 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.93015 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     3  0.6372    0.68017 0.176 0.068 0.756
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.1031    0.91475 0.000 0.976 0.024
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0892    0.91683 0.000 0.980 0.020
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     3  0.6274    0.26244 0.000 0.456 0.544
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.3340    0.82848 0.000 0.880 0.120
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0237    0.92512 0.000 0.996 0.004
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     3  0.6398    0.51004 0.008 0.372 0.620
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000    0.92516 0.000 1.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.1643    0.91653 0.956 0.000 0.044
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.1529    0.91837 0.960 0.000 0.040
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.2066    0.91177 0.000 0.940 0.060
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     3  0.7633    0.69665 0.120 0.200 0.680
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000    0.92516 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000    0.92516 0.000 1.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.2261    0.88525 0.000 0.932 0.068
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000    0.92516 0.000 1.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.1031    0.91475 0.000 0.976 0.024
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.1643    0.90099 0.000 0.956 0.044
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4399    0.76858 0.000 0.188 0.812
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000    0.93015 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.1529    0.91888 0.960 0.000 0.040
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0237    0.92410 0.000 0.996 0.004
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.93015 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000    0.92516 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.93015 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0892    0.91683 0.000 0.980 0.020
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000    0.93015 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.5621    0.53068 0.000 0.692 0.308
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.6140    0.31398 0.000 0.596 0.404
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.2165    0.90195 0.936 0.000 0.064
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0892    0.91733 0.000 0.980 0.020
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.93015 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.3896    0.75123 0.052 0.060 0.888
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000    0.92516 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0237    0.92410 0.000 0.996 0.004
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0747    0.92423 0.000 0.984 0.016
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.3752    0.77426 0.000 0.144 0.856
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.5325    0.71046 0.748 0.004 0.248
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.1753    0.90027 0.000 0.952 0.048
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.6432    0.09303 0.004 0.568 0.428
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0237    0.92512 0.000 0.996 0.004
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     3  0.6559    0.67166 0.040 0.252 0.708
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.1031    0.92143 0.000 0.976 0.024
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0592    0.92154 0.000 0.988 0.012
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.2772    0.89325 0.916 0.004 0.080
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.3192    0.83854 0.000 0.888 0.112
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     3  0.6936    0.61851 0.232 0.064 0.704
#> 9ECB653A-A04F-457C-92FC-D13424511A47     3  0.6295    0.21310 0.000 0.472 0.528
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1643    0.91653 0.956 0.000 0.044
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0237    0.92512 0.000 0.996 0.004
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     3  0.5667    0.70680 0.140 0.060 0.800
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000    0.93015 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.1529    0.91837 0.960 0.000 0.040
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0237    0.92410 0.000 0.996 0.004
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.1163    0.92074 0.000 0.972 0.028
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.2356    0.88692 0.000 0.928 0.072
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.1163    0.91469 0.000 0.972 0.028
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000    0.92516 0.000 1.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.3610    0.77143 0.016 0.096 0.888
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000    0.93015 1.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000    0.93015 1.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.1031    0.91475 0.000 0.976 0.024
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.4291    0.76853 0.000 0.180 0.820
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000    0.93015 1.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000    0.93015 1.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000    0.93015 1.000 0.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.1031    0.92189 0.000 0.976 0.024
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.3619    0.77512 0.000 0.136 0.864
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.3619    0.77512 0.000 0.136 0.864
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.2959    0.88814 0.000 0.900 0.100
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     3  0.6895    0.62203 0.228 0.064 0.708
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.4409    0.80682 0.824 0.004 0.172
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.1529    0.91837 0.960 0.000 0.040
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.3340    0.83812 0.000 0.880 0.120
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#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.93015 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000    0.92516 0.000 1.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0237    0.92410 0.000 0.996 0.004
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.1643    0.91653 0.956 0.000 0.044
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.1753    0.91658 0.000 0.952 0.048
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.5058    0.73126 0.000 0.244 0.756
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0747    0.92201 0.000 0.984 0.016
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.3619    0.77512 0.000 0.136 0.864
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3193    0.87861 0.896 0.004 0.100
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.93015 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.1964    0.90421 0.000 0.944 0.056
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3112    0.88129 0.900 0.004 0.096
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2448    0.88314 0.000 0.924 0.076
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.3619    0.77512 0.000 0.136 0.864
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.2356    0.90115 0.928 0.000 0.072
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0592    0.92497 0.000 0.988 0.012
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.93015 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0237    0.92512 0.000 0.996 0.004
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1031    0.91475 0.000 0.976 0.024
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     3  0.8838    0.62087 0.220 0.200 0.580
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2261    0.90354 0.932 0.000 0.068
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2356    0.88692 0.000 0.928 0.072
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     3  0.5497    0.63125 0.000 0.292 0.708
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.5254    0.63649 0.000 0.736 0.264
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.93015 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.93015 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.93015 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0424    0.92513 0.000 0.992 0.008
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.93015 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.93015 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000    0.92516 0.000 1.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0237    0.92512 0.000 0.996 0.004
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1163    0.92037 0.000 0.972 0.028
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.1411    0.91666 0.000 0.964 0.036
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.1289    0.90970 0.000 0.968 0.032
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000    0.92516 0.000 1.000 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.2356    0.89190 0.000 0.928 0.072
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1163    0.92037 0.000 0.972 0.028
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1163    0.92037 0.000 0.972 0.028
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0237    0.92512 0.000 0.996 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000    0.92516 0.000 1.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.2066    0.90820 0.940 0.000 0.060
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.7721    0.68557 0.168 0.152 0.680
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.93015 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.3619    0.77512 0.000 0.136 0.864
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1163    0.92037 0.000 0.972 0.028
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.5178    0.67974 0.000 0.744 0.256
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     3  0.7199    0.70300 0.092 0.204 0.704
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0237    0.92512 0.000 0.996 0.004
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.3619    0.77512 0.000 0.136 0.864

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.0592     0.9424 0.000 0.016 0.000 0.984
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.4008     0.6637 0.244 0.756 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.4655     0.5681 0.000 0.312 0.004 0.684
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4543     0.6233 0.324 0.676 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.1576     0.6440 0.048 0.948 0.000 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.5314     0.6847 0.000 0.084 0.176 0.740
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.0469     0.9429 0.000 0.012 0.000 0.988
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.4477     0.4502 0.688 0.312 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.4933     0.4324 0.432 0.568 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.4564     0.6199 0.328 0.672 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     4  0.2149     0.8986 0.000 0.088 0.000 0.912
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.0376     0.9436 0.000 0.004 0.004 0.992
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.0921     0.9388 0.000 0.028 0.000 0.972
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.4679     0.5939 0.352 0.648 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     4  0.0817     0.9393 0.000 0.024 0.000 0.976
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0188     0.9124 0.000 0.000 0.996 0.004
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.4730     0.2915 0.636 0.364 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3528     0.7498 0.000 0.192 0.000 0.808
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0376     0.9436 0.000 0.004 0.004 0.992
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4088     0.4522 0.000 0.764 0.004 0.232
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.2814     0.6599 0.132 0.868 0.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5543     0.6291 0.304 0.660 0.032 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.5151     0.0229 0.000 0.532 0.004 0.464
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.4605     0.6121 0.336 0.664 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.0336     0.9440 0.000 0.008 0.000 0.992
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.4313     0.6634 0.000 0.260 0.004 0.736
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.4936     0.5136 0.000 0.316 0.012 0.672
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.4072     0.6570 0.000 0.252 0.000 0.748
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.1902     0.6188 0.000 0.932 0.004 0.064
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.2345     0.8369 0.900 0.100 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.4564     0.6199 0.328 0.672 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.7695    -0.1343 0.000 0.372 0.220 0.408
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.2164     0.6183 0.004 0.924 0.004 0.068
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.5154     0.6213 0.324 0.660 0.012 0.004
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.5168     0.0920 0.000 0.496 0.004 0.500
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> DD028798-C4CB-43A8-81D7-711E015E23B5     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.5332     0.1391 0.004 0.480 0.004 0.512
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.4522     0.4307 0.680 0.320 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.2469     0.8195 0.892 0.108 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0376     0.9435 0.000 0.004 0.004 0.992
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.2101     0.6278 0.012 0.928 0.000 0.060
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.0336     0.9430 0.000 0.000 0.008 0.992
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.0336     0.9431 0.000 0.008 0.000 0.992
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4836     0.5104 0.000 0.320 0.672 0.008
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.2814     0.8027 0.868 0.132 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     4  0.2814     0.8511 0.000 0.132 0.000 0.868
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.4916     0.0749 0.000 0.576 0.000 0.424
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.3764     0.6309 0.784 0.216 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     2  0.4920     0.2887 0.000 0.628 0.368 0.004
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.1209     0.8852 0.000 0.032 0.964 0.004
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     2  0.4454     0.4985 0.308 0.692 0.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     4  0.4898     0.3617 0.000 0.416 0.000 0.584
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0592     0.6298 0.000 0.984 0.000 0.016
#> 3AD94D09-83F9-4E15-946F-1123E468F582     4  0.0188     0.9442 0.000 0.004 0.000 0.996
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     4  0.0336     0.9430 0.000 0.000 0.008 0.992
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.4134     0.5658 0.740 0.260 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0376     0.9435 0.000 0.004 0.004 0.992
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.1489     0.6506 0.044 0.952 0.000 0.004
#> 9ECB653A-A04F-457C-92FC-D13424511A47     4  0.4837     0.5074 0.000 0.348 0.004 0.648
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.3123     0.7567 0.844 0.156 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.5648     0.6172 0.324 0.640 0.032 0.004
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.4624     0.3733 0.660 0.340 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     4  0.0188     0.9444 0.000 0.004 0.000 0.996
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#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.5268     0.2214 0.000 0.452 0.540 0.008
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0188     0.6302 0.000 0.996 0.000 0.004
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     4  0.4122     0.6973 0.000 0.236 0.004 0.760
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0188     0.9124 0.000 0.000 0.996 0.004
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0817     0.9049 0.976 0.024 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.3975     0.5948 0.240 0.760 0.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.3569     0.6962 0.804 0.196 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.4585     0.6160 0.332 0.668 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.2040     0.6285 0.012 0.936 0.004 0.048
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0524     0.9430 0.000 0.008 0.004 0.988
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.1888     0.6501 0.044 0.940 0.000 0.016
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0188     0.6302 0.000 0.996 0.000 0.004
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.2973     0.5171 0.000 0.856 0.000 0.144
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0524     0.9430 0.000 0.008 0.004 0.988
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.3400     0.4793 0.000 0.820 0.000 0.180
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.0188     0.9442 0.000 0.000 0.004 0.996
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.0188     0.6302 0.000 0.996 0.000 0.004
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     2  0.4972     0.2254 0.456 0.544 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.4250     0.5432 0.724 0.276 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     4  0.4867     0.6616 0.000 0.032 0.232 0.736
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     4  0.0469     0.9428 0.000 0.012 0.000 0.988
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0188     0.9124 0.000 0.000 0.996 0.004
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     2  0.4761     0.5702 0.372 0.628 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.0469     0.9424 0.000 0.012 0.000 0.988
#> 15FB165D-6751-4894-A904-C77EA723CFCB     2  0.4790     0.5581 0.380 0.620 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0188     0.9124 0.000 0.000 0.996 0.004
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.4761     0.2873 0.628 0.372 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0188     0.9444 0.000 0.004 0.000 0.996
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.6844     0.5745 0.292 0.592 0.008 0.108
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.4661     0.3523 0.652 0.348 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.0188     0.6302 0.000 0.996 0.000 0.004
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.4677     0.5637 0.000 0.316 0.004 0.680
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     4  0.0469     0.9434 0.000 0.012 0.000 0.988
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.1118     0.9355 0.000 0.036 0.000 0.964
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.0336     0.9430 0.000 0.000 0.008 0.992
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.4730     0.2959 0.636 0.364 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.2142     0.6318 0.016 0.928 0.000 0.056
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9230 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0188     0.9124 0.000 0.000 0.996 0.004
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.1022     0.9364 0.000 0.032 0.000 0.968
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3208     0.8169 0.000 0.148 0.004 0.848
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.2040     0.6285 0.012 0.936 0.004 0.048
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.0000     0.9446 0.000 0.000 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0188     0.9124 0.000 0.000 0.996 0.004

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3966    0.68669 0.000 0.664 0.000 0.336 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.4061    0.33398 0.016 0.004 0.000 0.240 0.740
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.2886    0.74232 0.000 0.844 0.008 0.148 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3093    0.74014 0.000 0.824 0.008 0.168 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.4948    0.05211 0.000 0.536 0.000 0.436 0.028
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1952    0.75083 0.000 0.912 0.004 0.084 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.3888    0.61144 0.120 0.000 0.000 0.076 0.804
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     4  0.5130    0.30670 0.032 0.004 0.000 0.552 0.412
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.7375    0.04017 0.000 0.436 0.300 0.224 0.040
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.3480    0.72279 0.000 0.752 0.000 0.248 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.5399   -0.07767 0.496 0.000 0.000 0.056 0.448
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.6651    0.39506 0.300 0.000 0.000 0.256 0.444
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.2230    0.62822 0.116 0.000 0.000 0.000 0.884
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.4339    0.67930 0.000 0.652 0.000 0.336 0.012
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.2450    0.71882 0.000 0.896 0.076 0.028 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.4045    0.67414 0.000 0.644 0.000 0.356 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0865    0.74861 0.000 0.972 0.024 0.004 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.84428 1.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4387    0.66744 0.000 0.640 0.000 0.348 0.012
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.3262    0.63269 0.124 0.000 0.000 0.036 0.840
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.3534    0.72058 0.000 0.744 0.000 0.256 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.94168 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0290    0.84177 0.992 0.000 0.000 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     5  0.4475    0.59024 0.276 0.000 0.000 0.032 0.692
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.6118    0.14489 0.000 0.556 0.080 0.340 0.024
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.3932    0.69321 0.000 0.672 0.000 0.328 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.2079    0.72955 0.000 0.916 0.064 0.020 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0162    0.84315 0.996 0.000 0.000 0.000 0.004
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.5958    0.44163 0.000 0.200 0.000 0.592 0.208
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.6064    0.05070 0.120 0.000 0.000 0.460 0.420
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.84428 1.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.3593    0.60472 0.092 0.020 0.000 0.044 0.844
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0290    0.84205 0.992 0.000 0.000 0.000 0.008
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.1836    0.73271 0.000 0.932 0.032 0.036 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.84428 1.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.6468    0.39852 0.000 0.360 0.000 0.452 0.188
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.3913    0.69352 0.000 0.676 0.000 0.324 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.3732    0.63515 0.176 0.000 0.000 0.032 0.792
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3586    0.71871 0.000 0.736 0.000 0.264 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.4746    0.24785 0.000 0.600 0.000 0.376 0.024
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.7570   -0.20271 0.000 0.372 0.212 0.364 0.052
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.6068    0.06108 0.000 0.544 0.000 0.308 0.148
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.5232    0.47355 0.000 0.104 0.000 0.668 0.228
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.5091    0.29692 0.584 0.000 0.000 0.044 0.372
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.2280    0.63031 0.120 0.000 0.000 0.000 0.880
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.7709   -0.23464 0.000 0.444 0.120 0.308 0.128
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.5693    0.45133 0.000 0.144 0.000 0.620 0.236
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1121    0.74505 0.000 0.956 0.044 0.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.84428 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.84428 1.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.2561    0.61026 0.096 0.020 0.000 0.000 0.884
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.1478    0.73755 0.000 0.936 0.000 0.064 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.1502    0.74144 0.000 0.940 0.004 0.056 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.6191    0.41582 0.000 0.292 0.000 0.536 0.172
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.2459    0.71864 0.000 0.904 0.040 0.052 0.004
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.3966    0.68692 0.000 0.664 0.000 0.336 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.6235    0.41668 0.004 0.296 0.000 0.544 0.156
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1121    0.74505 0.000 0.956 0.044 0.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5553   -0.11735 0.484 0.000 0.000 0.068 0.448
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.4227    0.49339 0.692 0.000 0.000 0.016 0.292
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.1697    0.73257 0.000 0.932 0.000 0.060 0.008
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.5960    0.45058 0.004 0.140 0.000 0.592 0.264
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#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0162    0.84343 0.996 0.000 0.000 0.000 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.94168 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.3983    0.68510 0.000 0.660 0.000 0.340 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.4558    0.37910 0.000 0.652 0.000 0.324 0.024
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.5678    0.44645 0.000 0.128 0.000 0.612 0.260
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.3487    0.73170 0.000 0.780 0.008 0.212 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.94168 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.2212    0.80344 0.000 0.880 0.000 0.112 0.008 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     6  0.5076    0.33633 0.000 0.248 0.000 0.000 0.132 0.620
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.2454    0.70927 0.000 0.160 0.000 0.840 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.3240    0.58588 0.000 0.244 0.000 0.752 0.004 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3756    0.42572 0.000 0.000 0.000 0.600 0.400 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.3992    0.28541 0.000 0.364 0.000 0.624 0.012 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.2987    0.57667 0.080 0.008 0.000 0.000 0.056 0.856
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     6  0.6655   -0.08194 0.056 0.164 0.000 0.000 0.388 0.392
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.5491    0.43123 0.000 0.004 0.280 0.588 0.120 0.008
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.3672    0.55540 0.000 0.632 0.000 0.368 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     6  0.5211    0.27010 0.388 0.000 0.000 0.000 0.096 0.516
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6  0.5768    0.12943 0.148 0.008 0.000 0.000 0.340 0.504
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.1844    0.57540 0.048 0.004 0.000 0.000 0.024 0.924
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3768    0.78347 0.000 0.796 0.000 0.140 0.024 0.040
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1296    0.80365 0.000 0.004 0.044 0.948 0.000 0.004
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1196    0.78239 0.000 0.952 0.000 0.040 0.008 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.1285    0.80437 0.000 0.052 0.000 0.944 0.004 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3386    0.77826 0.000 0.788 0.000 0.188 0.008 0.016
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6  0.2595    0.56950 0.084 0.000 0.000 0.000 0.044 0.872
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.3563    0.61050 0.000 0.664 0.000 0.336 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.1367    0.83040 0.944 0.000 0.000 0.000 0.012 0.044
#> B7A23896-4182-48D3-A1D9-92C781BF283F     6  0.4819    0.45981 0.228 0.000 0.000 0.000 0.116 0.656
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.4687    0.58009 0.000 0.004 0.060 0.700 0.220 0.016
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.2100    0.80226 0.000 0.884 0.000 0.112 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1495    0.81142 0.000 0.020 0.020 0.948 0.008 0.004
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0993    0.83090 0.964 0.000 0.000 0.000 0.024 0.012
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     5  0.3939    0.48739 0.000 0.044 0.000 0.160 0.776 0.020
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.5417    0.43125 0.108 0.012 0.000 0.000 0.580 0.300
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.1663    0.82951 0.912 0.000 0.000 0.000 0.088 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.3418    0.52852 0.028 0.020 0.000 0.040 0.060 0.852
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.1765    0.82493 0.924 0.000 0.000 0.000 0.024 0.052
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.1204    0.80706 0.000 0.004 0.016 0.960 0.016 0.004
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1663    0.82951 0.912 0.000 0.000 0.000 0.088 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     5  0.4399    0.48830 0.000 0.048 0.000 0.164 0.748 0.040
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.2212    0.80238 0.000 0.880 0.000 0.112 0.008 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     6  0.2145    0.57902 0.072 0.000 0.000 0.000 0.028 0.900
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3714    0.59262 0.000 0.656 0.000 0.340 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.3695    0.47141 0.000 0.000 0.000 0.624 0.376 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.6007    0.38131 0.000 0.004 0.188 0.548 0.244 0.016
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.5769   -0.01701 0.000 0.064 0.000 0.444 0.448 0.044
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.4131    0.55246 0.000 0.044 0.000 0.032 0.768 0.156
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.5229    0.51719 0.608 0.008 0.000 0.000 0.108 0.276
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6  0.2074    0.57112 0.048 0.004 0.000 0.000 0.036 0.912
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.5784    0.52154 0.000 0.020 0.128 0.652 0.164 0.036
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.4489    0.54078 0.000 0.052 0.000 0.064 0.756 0.128
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.1410    0.80725 0.000 0.044 0.008 0.944 0.000 0.004
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.1124    0.83444 0.956 0.000 0.000 0.000 0.036 0.008
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.1391    0.83402 0.944 0.000 0.000 0.000 0.040 0.016
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.2995    0.53839 0.032 0.012 0.000 0.040 0.040 0.876
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.1462    0.80393 0.000 0.008 0.000 0.936 0.056 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.1151    0.80991 0.000 0.012 0.000 0.956 0.032 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     5  0.3905    0.46396 0.000 0.028 0.000 0.200 0.756 0.016
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.2373    0.77164 0.000 0.000 0.024 0.888 0.084 0.004
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1584    0.79329 0.000 0.928 0.000 0.064 0.008 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     5  0.4850    0.40102 0.000 0.052 0.000 0.264 0.660 0.024
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.1410    0.80725 0.000 0.044 0.008 0.944 0.000 0.004
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     6  0.5127    0.32679 0.348 0.000 0.000 0.000 0.096 0.556
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.4402    0.58294 0.672 0.000 0.000 0.000 0.060 0.268
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.1957    0.77672 0.000 0.000 0.000 0.888 0.112 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     5  0.4281    0.55299 0.004 0.008 0.000 0.072 0.748 0.168
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.1434    0.78435 0.000 0.940 0.000 0.048 0.012 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.1429    0.80706 0.000 0.052 0.004 0.940 0.000 0.004
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     4  0.5363    0.47827 0.000 0.140 0.000 0.640 0.020 0.200
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.2100    0.75949 0.000 0.112 0.000 0.884 0.004 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.1333    0.80578 0.000 0.008 0.000 0.944 0.048 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     4  0.5448    0.00911 0.000 0.392 0.000 0.516 0.020 0.072
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.7314    0.04851 0.000 0.016 0.408 0.112 0.132 0.332
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2036    0.82274 0.916 0.008 0.000 0.000 0.028 0.048
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.5187    0.55290 0.628 0.008 0.000 0.000 0.120 0.244
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.1010    0.80934 0.000 0.036 0.000 0.960 0.004 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.2909    0.77109 0.836 0.000 0.000 0.000 0.028 0.136
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     4  0.3944    0.08934 0.000 0.428 0.000 0.568 0.004 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.1590    0.83420 0.936 0.008 0.000 0.000 0.048 0.008
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.1194    0.80991 0.000 0.032 0.008 0.956 0.000 0.004
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0458    0.83420 0.984 0.000 0.000 0.000 0.016 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.6228    0.54535 0.000 0.556 0.000 0.220 0.052 0.172
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.2758    0.66384 0.000 0.860 0.000 0.012 0.112 0.016
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.6146    0.06707 0.472 0.028 0.000 0.000 0.144 0.356
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.1010    0.80950 0.000 0.036 0.000 0.960 0.000 0.004
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.1663    0.82951 0.912 0.000 0.000 0.000 0.088 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     6  0.4987    0.39382 0.000 0.016 0.124 0.008 0.148 0.704
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.2593    0.79711 0.000 0.844 0.000 0.148 0.008 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.1285    0.80459 0.000 0.052 0.000 0.944 0.000 0.004
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.1049    0.77682 0.000 0.960 0.000 0.032 0.008 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.2917    0.84366 0.000 0.008 0.872 0.012 0.040 0.068
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.5658    0.37561 0.124 0.012 0.000 0.000 0.532 0.332
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.4212    0.39951 0.000 0.560 0.000 0.424 0.016 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.6092    0.49531 0.000 0.572 0.000 0.160 0.048 0.220
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.1124    0.78000 0.000 0.956 0.000 0.036 0.008 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     6  0.5728    0.19329 0.000 0.364 0.000 0.012 0.124 0.500
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.4147    0.36535 0.000 0.552 0.000 0.436 0.012 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     4  0.1477    0.80791 0.000 0.048 0.008 0.940 0.000 0.004
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     6  0.6206    0.16629 0.360 0.008 0.000 0.000 0.232 0.400
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.2006    0.76710 0.000 0.000 0.000 0.892 0.104 0.004
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.3831    0.51118 0.012 0.008 0.000 0.000 0.712 0.268
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.5365    0.10358 0.000 0.552 0.000 0.036 0.048 0.364
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.5614    0.00852 0.452 0.008 0.000 0.000 0.112 0.428
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0935    0.77911 0.000 0.964 0.000 0.032 0.004 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     6  0.3863    0.53838 0.032 0.016 0.020 0.012 0.096 0.824
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     6  0.4773    0.18048 0.388 0.000 0.000 0.000 0.056 0.556
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.1285    0.80437 0.000 0.052 0.000 0.944 0.004 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     4  0.4319    0.14233 0.000 0.400 0.000 0.576 0.024 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.3508    0.67353 0.000 0.704 0.000 0.292 0.004 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     4  0.5608    0.33586 0.000 0.252 0.000 0.588 0.016 0.144
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     4  0.1141    0.80447 0.000 0.052 0.000 0.948 0.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     6  0.7543    0.06830 0.000 0.016 0.156 0.228 0.164 0.436
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.2019    0.82827 0.900 0.000 0.000 0.000 0.088 0.012
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.2742    0.80327 0.872 0.008 0.000 0.000 0.044 0.076
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.1268    0.80824 0.000 0.008 0.000 0.952 0.036 0.004
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.6754    0.32022 0.000 0.016 0.500 0.300 0.076 0.108
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.1663    0.82951 0.912 0.000 0.000 0.000 0.088 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.1663    0.82951 0.912 0.000 0.000 0.000 0.088 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.2277    0.80639 0.892 0.000 0.000 0.000 0.032 0.076
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.3244    0.70333 0.000 0.732 0.000 0.268 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0291    0.93495 0.000 0.000 0.992 0.004 0.004 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.1074    0.91479 0.000 0.000 0.960 0.012 0.028 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.3101    0.66485 0.000 0.000 0.000 0.756 0.244 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     6  0.5888    0.15694 0.000 0.268 0.000 0.000 0.256 0.476
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     6  0.2265    0.57692 0.076 0.004 0.000 0.000 0.024 0.896
#> ED604501-C110-4693-820B-DE9FB648FEAA     6  0.5025    0.03893 0.436 0.000 0.000 0.000 0.072 0.492
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.1232    0.76346 0.000 0.956 0.000 0.024 0.016 0.004
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.5445    0.42241 0.108 0.012 0.000 0.000 0.572 0.308
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.1267    0.80005 0.000 0.000 0.000 0.940 0.060 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.5014    0.32444 0.000 0.636 0.000 0.020 0.064 0.280
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.4381    0.64641 0.000 0.000 0.132 0.732 0.132 0.004
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.1334    0.83684 0.948 0.000 0.000 0.000 0.032 0.020
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.1970    0.82091 0.920 0.008 0.000 0.000 0.028 0.044
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.2176    0.81050 0.896 0.000 0.000 0.000 0.024 0.080
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#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0146    0.93565 0.000 0.000 0.996 0.004 0.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.0653    0.81049 0.000 0.012 0.000 0.980 0.004 0.004
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0603    0.92763 0.000 0.000 0.980 0.004 0.016 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     6  0.5291    0.47332 0.060 0.128 0.000 0.000 0.124 0.688
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     6  0.6523    0.24611 0.000 0.016 0.256 0.048 0.140 0.540
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.1349    0.80286 0.000 0.056 0.000 0.940 0.004 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.3244    0.63591 0.000 0.000 0.000 0.732 0.268 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.2420    0.81199 0.892 0.008 0.000 0.000 0.032 0.068
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     6  0.7251    0.18117 0.000 0.016 0.220 0.124 0.156 0.484
#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.5578    0.35986 0.000 0.276 0.000 0.000 0.540 0.184
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.1320    0.80914 0.000 0.016 0.000 0.948 0.036 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.1812    0.79825 0.000 0.912 0.000 0.080 0.008 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.6964    0.23025 0.000 0.356 0.000 0.276 0.056 0.312
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.4011    0.67064 0.732 0.000 0.000 0.000 0.056 0.212
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.5484    0.40170 0.104 0.012 0.000 0.000 0.552 0.332
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.6211   -0.10440 0.388 0.008 0.000 0.000 0.232 0.372
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.1429    0.80493 0.000 0.052 0.000 0.940 0.004 0.004
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     6  0.1578    0.57698 0.048 0.004 0.000 0.000 0.012 0.936
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.1806    0.82955 0.908 0.000 0.000 0.000 0.088 0.004
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     5  0.3768    0.55569 0.004 0.004 0.000 0.044 0.780 0.168
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.3312    0.73132 0.792 0.000 0.000 0.000 0.028 0.180
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.2772    0.73039 0.000 0.004 0.000 0.816 0.180 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.3048    0.79138 0.848 0.008 0.000 0.000 0.044 0.100
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.1141    0.80245 0.000 0.000 0.000 0.948 0.052 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.4001    0.51647 0.020 0.008 0.000 0.000 0.704 0.268
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.5738    0.34036 0.000 0.240 0.000 0.000 0.516 0.244
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.5912   -0.17070 0.000 0.464 0.000 0.008 0.164 0.364
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.1956    0.83195 0.908 0.008 0.000 0.000 0.080 0.004
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.3817    0.40638 0.000 0.568 0.000 0.432 0.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.1821    0.82399 0.928 0.008 0.000 0.000 0.040 0.024
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.3175    0.64990 0.000 0.000 0.000 0.744 0.256 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.1296    0.80972 0.000 0.032 0.012 0.952 0.000 0.004
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.1806    0.82955 0.908 0.000 0.000 0.000 0.088 0.004
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.5908   -0.08389 0.000 0.492 0.000 0.008 0.176 0.324
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.1701    0.79586 0.000 0.920 0.000 0.072 0.008 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.1866    0.83047 0.908 0.000 0.000 0.000 0.084 0.008
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.3499    0.73450 0.000 0.052 0.000 0.824 0.020 0.104
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.2237    0.77689 0.000 0.000 0.020 0.896 0.080 0.004
#> A541B123-A51C-4EF0-839E-8A9513311C98     6  0.6027    0.06051 0.000 0.272 0.000 0.000 0.304 0.424
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.1327    0.79401 0.000 0.936 0.000 0.064 0.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.1806    0.82955 0.908 0.000 0.000 0.000 0.088 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     5  0.6084    0.22009 0.232 0.012 0.000 0.000 0.496 0.260
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.1836    0.79973 0.000 0.008 0.012 0.928 0.048 0.004
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0993    0.83175 0.964 0.000 0.000 0.000 0.024 0.012
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.1398    0.80456 0.000 0.052 0.000 0.940 0.008 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.1082    0.80859 0.000 0.040 0.000 0.956 0.004 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     6  0.6179    0.19120 0.316 0.008 0.000 0.000 0.240 0.436
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.1918    0.79230 0.000 0.008 0.000 0.904 0.088 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.5667    0.19887 0.000 0.004 0.500 0.380 0.108 0.008
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     4  0.3989   -0.08957 0.000 0.468 0.000 0.528 0.004 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     6  0.2408    0.57339 0.052 0.004 0.000 0.000 0.052 0.892
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0993    0.83426 0.964 0.000 0.000 0.000 0.024 0.012
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.3952    0.73922 0.000 0.736 0.000 0.212 0.052 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     6  0.4319    0.52134 0.136 0.000 0.000 0.000 0.136 0.728
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.3493    0.74714 0.000 0.756 0.000 0.228 0.008 0.008
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     6  0.5553    0.35317 0.240 0.008 0.000 0.000 0.168 0.584
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.1921    0.80331 0.000 0.052 0.000 0.916 0.032 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> C543A527-3E25-4389-9722-E9325C733243     4  0.3134    0.64626 0.000 0.208 0.000 0.784 0.004 0.004
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0806    0.81075 0.000 0.020 0.000 0.972 0.008 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.3522    0.53049 0.020 0.068 0.000 0.024 0.044 0.844
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     6  0.6161    0.15222 0.376 0.008 0.000 0.000 0.216 0.400
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.3646    0.67754 0.000 0.700 0.000 0.292 0.004 0.004
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.6199   -0.31283 0.000 0.392 0.000 0.008 0.228 0.372
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     5  0.6584    0.12103 0.000 0.256 0.000 0.284 0.428 0.032
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.2019    0.82827 0.900 0.000 0.000 0.000 0.088 0.012
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1918    0.83162 0.904 0.000 0.000 0.000 0.088 0.008
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.2165    0.80221 0.000 0.884 0.000 0.108 0.008 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.1918    0.82933 0.904 0.000 0.000 0.000 0.088 0.008
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.1141    0.80447 0.000 0.052 0.000 0.948 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.3868   -0.18219 0.000 0.496 0.000 0.504 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.3309    0.69071 0.000 0.720 0.000 0.280 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2234    0.80233 0.000 0.872 0.000 0.124 0.004 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.3229    0.67995 0.000 0.172 0.000 0.804 0.020 0.004
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.1398    0.80456 0.000 0.052 0.000 0.940 0.008 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1225    0.77688 0.000 0.952 0.000 0.036 0.012 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.2558    0.79393 0.000 0.840 0.000 0.156 0.004 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3266    0.70036 0.000 0.728 0.000 0.272 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0935    0.77911 0.000 0.964 0.000 0.032 0.004 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.1477    0.80791 0.000 0.048 0.008 0.940 0.000 0.004
#> A280A4AF-0687-40CA-8804-C6173B33E732     6  0.5606    0.34075 0.220 0.008 0.000 0.000 0.192 0.580
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     5  0.4281    0.55268 0.004 0.008 0.000 0.056 0.736 0.196
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1970    0.83330 0.920 0.008 0.000 0.000 0.028 0.044
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1806    0.80068 0.000 0.908 0.000 0.088 0.004 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3634    0.50697 0.000 0.000 0.000 0.644 0.356 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.3671    0.55454 0.000 0.008 0.000 0.040 0.784 0.168
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.3868   -0.16854 0.000 0.492 0.000 0.508 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0260    0.93655 0.000 0.000 0.992 0.000 0.008 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)

plot of chunk tab-MAD-mclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-MAD-mclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-MAD-mclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-MAD-mclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-MAD-mclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-MAD-mclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-MAD-mclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-MAD-mclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-MAD-mclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-MAD-mclust-membership-heatmap-5

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)

plot of chunk tab-MAD-mclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-MAD-mclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-MAD-mclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-MAD-mclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-MAD-mclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-MAD-mclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-MAD-mclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-MAD-mclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-MAD-mclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-MAD-mclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk MAD-mclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-MAD-mclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-MAD-mclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-MAD-mclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-MAD-mclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-MAD-mclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk MAD-mclust-collect-classes

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.


MAD:NMF*

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 17630 rows and 500 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 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)

plot of chunk MAD-NMF-collect-plots

The plots are:

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:

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)

plot of chunk MAD-NMF-select-partition-number

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           0.969       0.987         0.4851 0.515   0.515
#> 3 3 0.842           0.880       0.946         0.3295 0.776   0.593
#> 4 4 0.929           0.907       0.960         0.1433 0.832   0.576
#> 5 5 0.721           0.659       0.833         0.0513 0.950   0.823
#> 6 6 0.701           0.557       0.749         0.0440 0.881   0.582

suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:

suggest_best_k(res)
#> [1] 4
#> 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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.991 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.981 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.991 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.991 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.991 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.991 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000      0.981 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.981 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000      0.991 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.991 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.981 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.5178      0.866 0.884 0.116
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.981 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.5059      0.869 0.888 0.112
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.991 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.991 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.991 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.981 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0376      0.987 0.004 0.996
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.981 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.991 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000      0.991 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.981 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.981 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000      0.991 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.991 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000      0.991 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.981 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.991 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000      0.991 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.981 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.9209      0.483 0.336 0.664
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.981 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.991 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.981 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.991 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.991 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.981 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.991 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.991 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000      0.991 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000      0.991 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000      0.991 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.981 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.981 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000      0.991 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000      0.991 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.991 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.981 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.981 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.8016      0.685 0.756 0.244
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.991 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.991 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000      0.991 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.991 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.991 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000      0.991 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.991 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.981 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.981 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.991 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000      0.991 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.991 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.991 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.991 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.991 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.991 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.991 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000      0.991 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.981 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.981 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.991 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.981 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.991 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.981 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000      0.991 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.981 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.991 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.991 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.981 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.991 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.981 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.8608      0.614 0.716 0.284
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.991 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.991 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.991 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000      0.991 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.981 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.991 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.9815      0.264 0.420 0.580
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.991 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.0000      0.981 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.991 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000      0.991 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.981 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000      0.991 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.5629      0.846 0.868 0.132
#> 9ECB653A-A04F-457C-92FC-D13424511A47     1  0.0000      0.981 1.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.981 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.991 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.0000      0.991 0.000 1.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.981 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.981 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000      0.991 0.000 1.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000      0.991 0.000 1.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000      0.991 0.000 1.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000      0.991 0.000 1.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000      0.991 0.000 1.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000      0.991 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000      0.981 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000      0.981 1.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000      0.991 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.0000      0.991 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000      0.981 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000      0.981 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000      0.981 1.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000      0.991 0.000 1.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000      0.991 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000      0.991 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000      0.991 0.000 1.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000      0.981 1.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000      0.981 1.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000      0.981 1.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000      0.991 0.000 1.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     2  0.9922      0.174 0.448 0.552
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.0000      0.991 0.000 1.000
#> 25B5E54F-5858-454C-9B23-440A82450912     1  0.0672      0.975 0.992 0.008
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.0000      0.991 0.000 1.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000      0.981 1.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000      0.981 1.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000      0.981 1.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0000      0.991 0.000 1.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000      0.981 1.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     1  0.8267      0.660 0.740 0.260
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.0000      0.991 0.000 1.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000      0.991 0.000 1.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000      0.981 1.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0000      0.991 0.000 1.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.0000      0.991 0.000 1.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     1  0.0000      0.981 1.000 0.000
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000      0.981 1.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     1  0.3114      0.930 0.944 0.056
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0000      0.991 0.000 1.000
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0000      0.981 1.000 0.000
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     2  0.0000      0.991 0.000 1.000
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.0000      0.991 0.000 1.000
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.0000      0.981 1.000 0.000
#> 8DA59514-8B25-493E-B226-818F2521B5D5     1  0.0000      0.981 1.000 0.000
#> C9EE359E-2F42-4D20-880D-FBF8B4953731     1  0.0000      0.981 1.000 0.000
#> F90967A5-96C6-4669-BCFB-0C51F539B0E7     2  0.0000      0.991 0.000 1.000
#> 2482156E-29A8-4B6B-91BD-219EAC9229B5     2  0.0000      0.991 0.000 1.000
#> 4EA4A8AE-581A-4170-8062-99645CB41337     1  0.0000      0.981 1.000 0.000
#> C584D193-A7DD-43B1-93ED-C46F4E3313F0     2  0.0000      0.991 0.000 1.000
#> 2FBF997D-B138-4BB4-B51E-81CEF9C0C8A3     2  0.0000      0.991 0.000 1.000
#> 0AF0D126-507C-4DE1-B9A2-A1B8F0A089FB     2  0.0000      0.991 0.000 1.000
#> 077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C     2  0.0000      0.991 0.000 1.000
#> 32CED7C6-C413-4B5C-8A49-8AA2C97E582D     2  0.0000      0.991 0.000 1.000
#> 66FF1C46-83F0-4EEC-9871-448C8C7EA3AE     1  0.0000      0.981 1.000 0.000
#> 89BE4270-8300-424E-A248-A0B00C3F5C1A     2  0.0000      0.991 0.000 1.000
#> 0F8BE394-BA6A-401C-87D0-9B3CF50FB0C8     2  0.0000      0.991 0.000 1.000
#> 008AE101-874B-4EB6-B811-3945E5ECCFD9     1  0.0000      0.981 1.000 0.000
#> 67B5E93E-6F06-4247-86DD-A914279EFFC5     2  0.0000      0.991 0.000 1.000
#> 1E2D87A6-48B8-47FA-A801-AFEA7E01E829     2  0.0000      0.991 0.000 1.000
#> E3A67B7B-7427-4C11-912B-166451072767     2  0.0000      0.991 0.000 1.000
#> BFC86E5F-1A88-4E87-A8C2-2434EC5D95BE     2  0.0000      0.991 0.000 1.000
#> F226F6D3-DE88-4B15-A0F1-63EDB55E8F9D     1  0.0000      0.981 1.000 0.000
#> DE370889-1057-4355-AFD8-CCFCDC6CD00F     1  0.0000      0.981 1.000 0.000
#> 7E198F8E-BBAA-419D-8986-359C109FBE74     1  0.0000      0.981 1.000 0.000
#> 8CDEDFEC-954A-4D01-AF6B-AF55CFE5FEAB     1  0.0000      0.981 1.000 0.000
#> AA762299-102B-4E35-B4A5-A94A122EF9DB     1  0.0000      0.981 1.000 0.000
#> 67719D37-8CC2-42B5-AF44-6D5AC258FDB1     1  0.0000      0.981 1.000 0.000
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#> E3887082-4C43-426C-8580-ECAA4EFEC577     2  0.0000      0.991 0.000 1.000
#> 1F4CD8D0-E2FD-45AA-8CE2-8C0488916778     1  0.4298      0.897 0.912 0.088
#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     2  0.0000      0.991 0.000 1.000
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0000      0.991 0.000 1.000
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.0000      0.991 0.000 1.000
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.0000      0.981 1.000 0.000
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0000      0.981 1.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     2  0.0000      0.991 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000      0.981 1.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.0000      0.981 1.000 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0000      0.991 0.000 1.000
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000      0.981 1.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000      0.991 0.000 1.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000      0.991 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     2  0.0000      0.991 0.000 1.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000      0.991 0.000 1.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000      0.981 1.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000      0.981 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.0000      0.991 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000      0.981 1.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000      0.991 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000      0.981 1.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000      0.981 1.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000      0.981 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000      0.991 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000      0.991 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000      0.991 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000      0.991 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000      0.991 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000      0.991 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000      0.981 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000      0.991 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000      0.981 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000      0.981 1.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.0000      0.981 1.000 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000      0.981 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000      0.981 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.6887      0.778 0.816 0.184
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000      0.981 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.3274      0.928 0.060 0.940
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000      0.991 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0000      0.981 1.000 0.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000      0.991 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000      0.981 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000      0.991 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000      0.981 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000      0.991 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000      0.991 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000      0.991 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000      0.991 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000      0.991 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000      0.991 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000      0.991 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000      0.991 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000      0.991 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000      0.981 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000      0.991 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000      0.991 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000      0.991 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000      0.991 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000      0.981 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000      0.991 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.8207      0.666 0.744 0.256
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000      0.991 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000      0.991 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.4161      0.901 0.084 0.916
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000      0.991 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000      0.981 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000      0.981 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000      0.981 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000      0.991 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000      0.981 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000      0.981 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000      0.991 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000      0.981 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000      0.991 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000      0.981 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000      0.991 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.9795      0.276 0.416 0.584
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000      0.981 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.0000      0.981 1.000 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000      0.981 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000      0.991 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000      0.981 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000      0.991 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000      0.991 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000      0.981 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.0000      0.981 1.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000      0.981 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000      0.991 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000      0.981 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000      0.991 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000      0.991 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000      0.981 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000      0.991 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000      0.981 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000      0.981 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000      0.991 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000      0.981 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000      0.991 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000      0.991 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.981 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.991 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000      0.991 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.991 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000      0.991 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.981 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.981 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.991 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.981 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1184      0.975 0.016 0.984
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000      0.991 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.981 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.991 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.981 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.991 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.991 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.0000      0.981 1.000 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.981 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1633      0.967 0.024 0.976
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000      0.981 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.991 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.981 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.981 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.981 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.991 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.981 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.981 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.991 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.991 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.991 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.991 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.991 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.991 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.991 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.991 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.991 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.991 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.991 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.981 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.991 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.981 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000      0.991 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.991 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.991 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.991 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.991 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000      0.991 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0237    0.91226 0.000 0.996 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.1267    0.95502 0.972 0.024 0.004
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.91196 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0237    0.91226 0.000 0.996 0.004
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.6204    0.35755 0.000 0.576 0.424
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0237    0.91226 0.000 0.996 0.004
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.1129    0.95888 0.976 0.020 0.004
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000    0.97673 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0237    0.93592 0.000 0.004 0.996
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0237    0.91071 0.000 0.996 0.004
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000    0.97673 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.1753    0.92996 0.952 0.000 0.048
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0661    0.96940 0.988 0.008 0.004
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0237    0.91071 0.000 0.996 0.004
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0237    0.93592 0.000 0.004 0.996
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0237    0.91226 0.000 0.996 0.004
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0237    0.91226 0.000 0.996 0.004
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.97673 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0237    0.91071 0.000 0.996 0.004
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0475    0.97221 0.992 0.004 0.004
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0237    0.91071 0.000 0.996 0.004
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0237    0.93592 0.000 0.004 0.996
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.97673 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.97673 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0237    0.93592 0.000 0.004 0.996
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.91196 0.000 1.000 0.000
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#> 1F4CD8D0-E2FD-45AA-8CE2-8C0488916778     1  0.2448    0.89840 0.924 0.000 0.076
#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     3  0.0237    0.93592 0.000 0.004 0.996
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.3752    0.82609 0.000 0.856 0.144
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     2  0.0237    0.91226 0.000 0.996 0.004
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     1  0.0000    0.97673 1.000 0.000 0.000
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0000    0.97673 1.000 0.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     3  0.0237    0.93592 0.000 0.004 0.996
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000    0.97673 1.000 0.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     2  0.0424    0.90931 0.008 0.992 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.3879    0.82024 0.000 0.848 0.152
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000    0.97673 1.000 0.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000    0.91196 0.000 1.000 0.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.0237    0.93592 0.000 0.004 0.996
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     3  0.0237    0.93592 0.000 0.004 0.996
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0424    0.91147 0.000 0.992 0.008
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000    0.97673 1.000 0.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000    0.97673 1.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     3  0.0237    0.93592 0.000 0.004 0.996
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0237    0.97387 0.996 0.004 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.3686    0.82946 0.000 0.860 0.140
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000    0.97673 1.000 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000    0.97673 1.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000    0.97673 1.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0237    0.91226 0.000 0.996 0.004
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.0237    0.93592 0.000 0.004 0.996
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.0237    0.93592 0.000 0.004 0.996
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0237    0.91071 0.000 0.996 0.004
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.0237    0.93592 0.000 0.004 0.996
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.0237    0.93592 0.000 0.004 0.996
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000    0.97673 1.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.0237    0.93592 0.000 0.004 0.996
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000    0.97673 1.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.5465    0.61888 0.712 0.288 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.6309   -0.00463 0.496 0.504 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000    0.97673 1.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000    0.97673 1.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.5098    0.65592 0.752 0.000 0.248
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0237    0.97459 0.996 0.000 0.004
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0237    0.91071 0.000 0.996 0.004
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0237    0.91226 0.000 0.996 0.004
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.0475    0.97221 0.992 0.004 0.004
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0237    0.91226 0.000 0.996 0.004
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000    0.97673 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0237    0.93592 0.000 0.004 0.996
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000    0.97673 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000    0.91196 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0237    0.91071 0.000 0.996 0.004
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0237    0.93592 0.000 0.004 0.996
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0237    0.93592 0.000 0.004 0.996
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0237    0.91226 0.000 0.996 0.004
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.6309    0.12215 0.000 0.504 0.496
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0237    0.93592 0.000 0.004 0.996
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.6309   -0.10513 0.000 0.496 0.504
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0237    0.93592 0.000 0.004 0.996
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0661    0.96940 0.988 0.008 0.004
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0237    0.93592 0.000 0.004 0.996
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0000    0.93296 0.000 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0237    0.91226 0.000 0.996 0.004
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.4452    0.77818 0.000 0.808 0.192
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000    0.97673 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0000    0.93296 0.000 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0424    0.90931 0.008 0.992 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.2537    0.87432 0.000 0.920 0.080
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000    0.91196 0.000 1.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.3112    0.82223 0.096 0.900 0.004
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0237    0.93592 0.000 0.004 0.996
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000    0.97673 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.3619    0.81349 0.864 0.136 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000    0.97673 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.6192    0.24519 0.000 0.580 0.420
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0661    0.96940 0.988 0.008 0.004
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.97673 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.4750    0.74991 0.000 0.784 0.216
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000    0.97673 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.2878    0.86361 0.000 0.904 0.096
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000    0.97673 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.5291    0.67961 0.000 0.732 0.268
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4249    0.84118 0.028 0.864 0.108
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.0592    0.90733 0.012 0.988 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0237    0.91038 0.004 0.996 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.97673 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0237    0.91071 0.000 0.996 0.004
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.97673 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.4654    0.75957 0.000 0.792 0.208
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.1031    0.92119 0.000 0.024 0.976
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.97673 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0237    0.91038 0.004 0.996 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.97673 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.91196 0.000 1.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.97673 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.5178    0.62314 0.000 0.744 0.256
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4842    0.67490 0.000 0.224 0.776
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.3752    0.82161 0.856 0.144 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0237    0.91071 0.000 0.996 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.97673 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000    0.97673 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.5835    0.43376 0.000 0.340 0.660
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.97673 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0592    0.91063 0.000 0.988 0.012
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0424    0.91147 0.000 0.992 0.008
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000    0.97673 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.2878    0.86384 0.000 0.904 0.096
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0237    0.93592 0.000 0.004 0.996
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0237    0.91071 0.000 0.996 0.004
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0237    0.93592 0.000 0.004 0.996
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000    0.97673 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.97673 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0237    0.91226 0.000 0.996 0.004
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0237    0.97459 0.996 0.000 0.004
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0237    0.91071 0.000 0.996 0.004
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0237    0.93592 0.000 0.004 0.996
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0237    0.97459 0.996 0.000 0.004
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.1411    0.90003 0.000 0.964 0.036
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.97673 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3482    0.80965 0.000 0.872 0.128
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.4002    0.81193 0.000 0.840 0.160
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.3120    0.89055 0.908 0.080 0.012
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000    0.97673 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0237    0.91071 0.000 0.996 0.004
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.1289    0.89011 0.032 0.968 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0592    0.91033 0.000 0.988 0.012
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.97673 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.97673 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.97673 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0237    0.91226 0.000 0.996 0.004
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.97673 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.97673 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0237    0.91226 0.000 0.996 0.004
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0237    0.91071 0.000 0.996 0.004
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0237    0.91071 0.000 0.996 0.004
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.91196 0.000 1.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0424    0.91171 0.000 0.992 0.008
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0237    0.91226 0.000 0.996 0.004
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0237    0.91226 0.000 0.996 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0237    0.91071 0.000 0.996 0.004
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0237    0.91071 0.000 0.996 0.004
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0237    0.91226 0.000 0.996 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.3192    0.84384 0.000 0.112 0.888
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000    0.97673 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4504    0.77400 0.000 0.804 0.196
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.97673 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0237    0.93592 0.000 0.004 0.996
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0237    0.91071 0.000 0.996 0.004
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.5621    0.61440 0.000 0.692 0.308
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.1643    0.89593 0.000 0.956 0.044
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.91196 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0237    0.93592 0.000 0.004 0.996

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.2589     0.8587 0.000 0.116 0.000 0.884
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.1792     0.8636 0.068 0.932 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0336     0.9139 0.000 0.992 0.000 0.008
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0469     0.9130 0.000 0.988 0.000 0.012
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9544 0.000 0.000 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0469     0.9130 0.000 0.988 0.000 0.012
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.3610     0.7267 0.200 0.800 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9715 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9145 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.1637     0.8686 0.060 0.940 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9145 0.000 1.000 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9715 0.000 0.000 1.000 0.000
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#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0469     0.9130 0.000 0.988 0.000 0.012
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9145 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9145 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4406     0.5997 0.000 0.700 0.000 0.300
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.1940     0.8691 0.000 0.924 0.000 0.076
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.1557     0.9167 0.000 0.056 0.000 0.944
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.1867     0.9045 0.000 0.072 0.000 0.928
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0188     0.9143 0.000 0.996 0.000 0.004
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9145 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4761     0.4277 0.000 0.628 0.000 0.372
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.4040     0.6587 0.000 0.752 0.248 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.0000     0.9544 0.000 0.000 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9842 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9715 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0188     0.9143 0.000 0.996 0.000 0.004
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9544 0.000 0.000 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.0000     0.9544 0.000 0.000 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0336     0.9139 0.000 0.992 0.000 0.008
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9715 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.6006    0.41220 0.000 0.300 0.000 0.556 0.144
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6433   -0.24995 0.188 0.472 0.000 0.000 0.340
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0771    0.66379 0.000 0.976 0.000 0.004 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1106    0.66695 0.000 0.964 0.000 0.024 0.012
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0162    0.83598 0.000 0.000 0.000 0.996 0.004
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1830    0.66347 0.000 0.932 0.000 0.040 0.028
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.5847    0.00364 0.264 0.592 0.000 0.000 0.144
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.4380    0.24763 0.376 0.008 0.000 0.000 0.616
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1270    0.65898 0.000 0.948 0.000 0.000 0.052
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.1704    0.83080 0.928 0.004 0.000 0.000 0.068
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.5398    0.54825 0.716 0.032 0.000 0.144 0.108
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.6232   -0.02236 0.152 0.492 0.000 0.000 0.356
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.1341    0.65907 0.000 0.944 0.000 0.000 0.056
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.3300    0.74485 0.000 0.000 0.792 0.204 0.004
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.5043    0.65897 0.000 0.160 0.000 0.704 0.136
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.5834    0.20264 0.000 0.472 0.004 0.444 0.080
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.3210    0.70800 0.788 0.000 0.000 0.000 0.212
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1608    0.65078 0.000 0.928 0.000 0.000 0.072
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.6434    0.38332 0.368 0.180 0.000 0.000 0.452
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.2020    0.64599 0.000 0.900 0.000 0.000 0.100
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.3242    0.69989 0.784 0.000 0.000 0.000 0.216
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1410    0.82845 0.940 0.000 0.000 0.000 0.060
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3636    0.66638 0.000 0.000 0.728 0.272 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.2260    0.66249 0.000 0.908 0.000 0.064 0.028
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.4276    0.75018 0.000 0.036 0.780 0.164 0.020
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1608    0.81941 0.928 0.000 0.000 0.000 0.072
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0000    0.83608 0.000 0.000 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.3615    0.75215 0.036 0.000 0.000 0.808 0.156
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.1270    0.82596 0.948 0.000 0.000 0.000 0.052
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.6492    0.25678 0.008 0.296 0.520 0.000 0.176
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.2230    0.79740 0.884 0.000 0.000 0.000 0.116
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.4341    0.34713 0.000 0.000 0.364 0.628 0.008
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0510    0.83198 0.984 0.000 0.000 0.000 0.016
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0162    0.83598 0.000 0.000 0.000 0.996 0.004
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4211    0.42980 0.000 0.636 0.000 0.360 0.004
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.5370    0.40096 0.348 0.068 0.000 0.000 0.584
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.4434    0.17311 0.000 0.536 0.000 0.460 0.004
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0162    0.83598 0.000 0.000 0.000 0.996 0.004
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.2329    0.82874 0.000 0.000 0.876 0.124 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.3613    0.76727 0.000 0.016 0.012 0.812 0.160
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.2930    0.77300 0.000 0.004 0.000 0.832 0.164
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.2690    0.73432 0.844 0.000 0.000 0.000 0.156
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.6182   -0.03627 0.520 0.324 0.000 0.000 0.156
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.2153    0.87661 0.000 0.000 0.916 0.044 0.040
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.2648    0.77995 0.000 0.000 0.000 0.848 0.152
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3636    0.46199 0.000 0.728 0.000 0.000 0.272
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0703    0.83155 0.976 0.000 0.000 0.000 0.024
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.3109    0.72234 0.800 0.000 0.000 0.000 0.200
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4339    0.37294 0.012 0.652 0.000 0.000 0.336
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0290    0.83590 0.000 0.000 0.000 0.992 0.008
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0451    0.83559 0.000 0.004 0.000 0.988 0.008
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0000    0.83608 0.000 0.000 0.000 1.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.3395    0.61699 0.000 0.000 0.236 0.764 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.5144    0.52274 0.000 0.692 0.000 0.176 0.132
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.2462    0.79647 0.000 0.008 0.000 0.880 0.112
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.5418    0.39627 0.000 0.644 0.076 0.008 0.272
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.2074    0.80494 0.896 0.000 0.000 0.000 0.104
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.1608    0.81239 0.928 0.000 0.000 0.000 0.072
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0290    0.83590 0.000 0.000 0.000 0.992 0.008
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.3455    0.75239 0.000 0.008 0.000 0.784 0.208
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.5733    0.49988 0.000 0.256 0.000 0.608 0.136
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.5929    0.32374 0.000 0.584 0.156 0.000 0.260
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     5  0.4457    0.06074 0.000 0.368 0.000 0.012 0.620
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2411    0.62459 0.000 0.884 0.000 0.008 0.108
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0162    0.83606 0.000 0.000 0.000 0.996 0.004
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.1851    0.63871 0.000 0.912 0.000 0.000 0.088
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2020    0.80945 0.900 0.000 0.000 0.000 0.100
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.2648    0.74002 0.848 0.000 0.000 0.000 0.152
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.2036    0.80641 0.000 0.056 0.000 0.920 0.024
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.2852    0.74968 0.828 0.000 0.000 0.000 0.172
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.1018    0.66500 0.000 0.968 0.000 0.016 0.016
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0703    0.82985 0.976 0.000 0.000 0.000 0.024
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.6591    0.53288 0.000 0.164 0.616 0.156 0.064
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.2020    0.80945 0.900 0.000 0.000 0.000 0.100
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.4270    0.47596 0.004 0.656 0.000 0.004 0.336
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.6410    0.24571 0.000 0.320 0.000 0.488 0.192
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.4450    0.01378 0.508 0.004 0.000 0.000 0.488
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.4559    0.75646 0.000 0.088 0.048 0.792 0.072
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0290    0.83241 0.992 0.000 0.000 0.000 0.008
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.0290    0.92092 0.008 0.000 0.992 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.5570    0.45546 0.000 0.288 0.000 0.608 0.104
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.4979    0.57594 0.000 0.756 0.096 0.036 0.112
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.6253    0.16361 0.000 0.464 0.000 0.388 0.148
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.5546    0.40976 0.648 0.000 0.000 0.172 0.180
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     5  0.5178   -0.25095 0.000 0.476 0.000 0.040 0.484
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.4706    0.13810 0.004 0.496 0.000 0.008 0.492
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.6316    0.20499 0.000 0.356 0.000 0.480 0.164
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.4560    0.07333 0.008 0.508 0.000 0.000 0.484
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.6110    0.19596 0.000 0.476 0.000 0.396 0.128
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.2727    0.60145 0.000 0.868 0.116 0.000 0.016
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.3305    0.72787 0.776 0.000 0.000 0.000 0.224
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0000    0.83608 0.000 0.000 0.000 1.000 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     4  0.5682    0.61473 0.132 0.016 0.000 0.668 0.184
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.3707    0.48376 0.000 0.716 0.000 0.000 0.284
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0880    0.83322 0.968 0.000 0.000 0.000 0.032
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.3531    0.61976 0.000 0.816 0.000 0.036 0.148
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.7912   -0.01339 0.116 0.436 0.268 0.000 0.180
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0794    0.83211 0.972 0.000 0.000 0.000 0.028
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.1792    0.82296 0.916 0.000 0.000 0.000 0.084
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.6270    0.32933 0.000 0.568 0.016 0.288 0.128
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.5385    0.20695 0.000 0.512 0.000 0.432 0.056
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.3774    0.49577 0.000 0.704 0.000 0.000 0.296
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.4074    0.40551 0.000 0.636 0.000 0.000 0.364
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.3023    0.64530 0.000 0.868 0.028 0.008 0.096
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.2929    0.74138 0.820 0.000 0.000 0.000 0.180
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.1410    0.81943 0.940 0.000 0.000 0.000 0.060
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.1074    0.83052 0.000 0.016 0.004 0.968 0.012
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.2020    0.85768 0.000 0.000 0.900 0.000 0.100
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.3274    0.69814 0.780 0.000 0.000 0.000 0.220
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0510    0.83207 0.984 0.000 0.000 0.000 0.016
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0963    0.82945 0.964 0.000 0.000 0.000 0.036
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0880    0.66115 0.000 0.968 0.000 0.000 0.032
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0290    0.83590 0.000 0.000 0.000 0.992 0.008
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.6279   -0.08381 0.504 0.168 0.000 0.000 0.328
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.5060    0.43535 0.692 0.204 0.000 0.000 0.104
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.1638    0.81439 0.932 0.004 0.000 0.000 0.064
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.5546    0.16891 0.000 0.496 0.000 0.436 0.068
#> 113340B4-B092-4B8C-8A13-5932525B0C33     4  0.5983    0.40675 0.252 0.000 0.000 0.580 0.168
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#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0290    0.83590 0.000 0.000 0.000 0.992 0.008
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0703    0.82985 0.976 0.000 0.000 0.000 0.024
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.0290    0.92376 0.000 0.000 0.992 0.000 0.008
#> D902E43A-F384-432A-B690-D20BFCC78443     4  0.5134    0.69215 0.004 0.108 0.000 0.700 0.188
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0290    0.83590 0.000 0.000 0.000 0.992 0.008
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.6383    0.29877 0.000 0.488 0.000 0.328 0.184
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.3837    0.50418 0.000 0.692 0.000 0.000 0.308
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0609    0.83303 0.980 0.000 0.000 0.000 0.020
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     4  0.6370    0.18350 0.344 0.000 0.000 0.480 0.176
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.2127    0.78938 0.892 0.000 0.000 0.000 0.108
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.3368    0.59014 0.000 0.820 0.000 0.024 0.156
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.5505    0.10570 0.064 0.484 0.000 0.000 0.452
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0290    0.83220 0.992 0.000 0.000 0.000 0.008
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.2329    0.79656 0.000 0.000 0.000 0.876 0.124
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0510    0.83069 0.984 0.000 0.000 0.000 0.016
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0000    0.83608 0.000 0.000 0.000 1.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.1410    0.81898 0.940 0.000 0.000 0.000 0.060
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0000    0.83608 0.000 0.000 0.000 1.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4  0.3455    0.75389 0.008 0.000 0.000 0.784 0.208
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.7503    0.07163 0.524 0.124 0.000 0.192 0.160
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.4354    0.29811 0.008 0.624 0.000 0.000 0.368
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0880    0.82884 0.968 0.000 0.000 0.000 0.032
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.2424    0.63433 0.000 0.868 0.000 0.000 0.132
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0290    0.83203 0.992 0.000 0.000 0.000 0.008
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0290    0.83590 0.000 0.000 0.000 0.992 0.008
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0510    0.91739 0.000 0.000 0.984 0.016 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.3109    0.72308 0.800 0.000 0.000 0.000 0.200
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.5630    0.28751 0.000 0.560 0.000 0.088 0.352
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.3752    0.58687 0.708 0.000 0.000 0.000 0.292
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.2359    0.66402 0.000 0.904 0.000 0.036 0.060
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.2732    0.76620 0.840 0.000 0.000 0.000 0.160
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.1671    0.65761 0.000 0.924 0.000 0.000 0.076
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.1408    0.81951 0.000 0.000 0.044 0.948 0.008
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.5952    0.52884 0.252 0.164 0.000 0.000 0.584
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.1082    0.66367 0.000 0.964 0.000 0.008 0.028
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.2179    0.79745 0.888 0.000 0.000 0.000 0.112
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.4822    0.57176 0.664 0.000 0.000 0.048 0.288
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0671    0.83122 0.000 0.000 0.016 0.980 0.004
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0609    0.83383 0.980 0.000 0.000 0.000 0.020
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.4090    0.51403 0.000 0.716 0.000 0.268 0.016
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0324    0.83584 0.000 0.004 0.000 0.992 0.004
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.1478    0.81969 0.936 0.000 0.000 0.000 0.064
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000    0.83608 0.000 0.000 0.000 1.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.2648    0.62602 0.000 0.848 0.000 0.000 0.152
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.1952    0.80083 0.912 0.004 0.000 0.000 0.084
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.1197    0.83240 0.952 0.000 0.000 0.000 0.048
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.3182    0.75605 0.000 0.124 0.000 0.844 0.032
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.2605    0.77372 0.852 0.000 0.000 0.000 0.148
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2929    0.61424 0.000 0.820 0.000 0.000 0.180
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.1608    0.82111 0.928 0.000 0.000 0.000 0.072
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2329    0.79141 0.000 0.000 0.000 0.876 0.124
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.1544    0.81992 0.932 0.000 0.000 0.000 0.068
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3336    0.50911 0.000 0.772 0.000 0.000 0.228
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0162    0.83609 0.000 0.000 0.004 0.996 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.3495    0.56522 0.032 0.816 0.000 0.000 0.152
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.1908    0.80624 0.908 0.000 0.000 0.000 0.092
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2773    0.61843 0.000 0.836 0.000 0.000 0.164
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     5  0.4877   -0.03607 0.016 0.456 0.000 0.004 0.524
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0162    0.83598 0.000 0.000 0.000 0.996 0.004
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.3305    0.68953 0.776 0.000 0.000 0.000 0.224
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.2471    0.78221 0.864 0.000 0.000 0.000 0.136
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0609    0.83083 0.980 0.000 0.000 0.000 0.020
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.3010    0.60893 0.000 0.824 0.000 0.172 0.004
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.2377    0.78639 0.872 0.000 0.000 0.000 0.128
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.1965    0.80755 0.904 0.000 0.000 0.000 0.096
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.6188    0.26998 0.000 0.512 0.064 0.032 0.392
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1908    0.65314 0.000 0.908 0.000 0.000 0.092
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1608    0.65596 0.000 0.928 0.000 0.000 0.072
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4825    0.29450 0.000 0.568 0.000 0.408 0.024
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.7821    0.26544 0.000 0.476 0.160 0.144 0.220
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3849    0.62421 0.000 0.232 0.000 0.752 0.016
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.5766    0.22865 0.000 0.392 0.000 0.516 0.092
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0963    0.66207 0.000 0.964 0.000 0.000 0.036
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1197    0.65358 0.000 0.952 0.000 0.000 0.048
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.3246    0.59485 0.000 0.808 0.000 0.184 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.4538    0.18834 0.000 0.540 0.452 0.000 0.008
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0510    0.83282 0.984 0.000 0.000 0.000 0.016
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.3826    0.72437 0.004 0.008 0.000 0.752 0.236
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0404    0.83129 0.988 0.000 0.000 0.000 0.012
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1410    0.65983 0.000 0.940 0.000 0.000 0.060
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0162    0.83598 0.000 0.000 0.000 0.996 0.004
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.3280    0.76338 0.000 0.012 0.000 0.812 0.176
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1211    0.66608 0.000 0.960 0.000 0.016 0.024
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.92844 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.6539    0.43718 0.000 0.552 0.000 0.180 0.112 0.156
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.5265    0.51636 0.176 0.148 0.000 0.000 0.656 0.020
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0547    0.69908 0.000 0.980 0.000 0.000 0.000 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0935    0.69650 0.000 0.964 0.000 0.004 0.000 0.032
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000    0.78266 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1391    0.69707 0.000 0.944 0.000 0.016 0.000 0.040
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.7393   -0.31177 0.300 0.360 0.000 0.000 0.136 0.204
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.4472    0.39740 0.096 0.036 0.000 0.000 0.756 0.112
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000    0.92677 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1204    0.67971 0.000 0.944 0.000 0.000 0.000 0.056
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.4199    0.02561 0.600 0.000 0.000 0.000 0.380 0.020
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.4294    0.53877 0.780 0.004 0.000 0.072 0.104 0.040
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.5814    0.57208 0.152 0.168 0.000 0.000 0.056 0.624
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2706    0.63535 0.000 0.860 0.000 0.000 0.036 0.104
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.4057    0.30527 0.000 0.000 0.388 0.600 0.012 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.6993   -0.08026 0.000 0.340 0.000 0.388 0.080 0.192
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.3454    0.57671 0.000 0.208 0.000 0.768 0.000 0.024
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     5  0.3620    0.59067 0.352 0.000 0.000 0.000 0.648 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3956    0.41221 0.000 0.712 0.000 0.000 0.036 0.252
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.5270    0.57675 0.248 0.020 0.000 0.000 0.632 0.100
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1327    0.69989 0.000 0.936 0.000 0.000 0.000 0.064
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.92677 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     5  0.3695    0.57209 0.376 0.000 0.000 0.000 0.624 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3668    0.27933 0.668 0.000 0.000 0.000 0.328 0.004
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3464    0.47620 0.000 0.000 0.312 0.688 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1116    0.70586 0.000 0.960 0.000 0.008 0.004 0.028
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.4879    0.39278 0.000 0.008 0.608 0.340 0.016 0.028
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.3464    0.35937 0.688 0.000 0.000 0.000 0.312 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0363    0.78038 0.000 0.000 0.000 0.988 0.000 0.012
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.6942    0.31496 0.172 0.008 0.000 0.496 0.236 0.088
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.3531    0.31997 0.672 0.000 0.000 0.000 0.328 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.7779    0.44839 0.108 0.136 0.280 0.000 0.056 0.420
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     5  0.3862    0.39643 0.476 0.000 0.000 0.000 0.524 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3183    0.61358 0.000 0.008 0.200 0.788 0.004 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.3076    0.49878 0.760 0.000 0.000 0.000 0.240 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000    0.78266 0.000 0.000 0.000 1.000 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.2355    0.68805 0.000 0.876 0.000 0.112 0.004 0.008
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     6  0.5271    0.19123 0.060 0.020 0.000 0.000 0.372 0.548
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.2841    0.66159 0.000 0.824 0.000 0.164 0.000 0.012
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000    0.78266 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.3860    0.08876 0.000 0.000 0.528 0.472 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.7969    0.18695 0.028 0.208 0.020 0.420 0.232 0.092
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.7718    0.27905 0.124 0.080 0.000 0.464 0.236 0.096
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.5240    0.41537 0.640 0.000 0.000 0.032 0.252 0.076
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.6044    0.23991 0.556 0.100 0.000 0.000 0.060 0.284
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.5616    0.20037 0.000 0.000 0.504 0.368 0.008 0.120
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.7202    0.33388 0.044 0.116 0.000 0.512 0.236 0.092
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     6  0.3668    0.53518 0.000 0.328 0.000 0.004 0.000 0.668
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.2883    0.54162 0.788 0.000 0.000 0.000 0.212 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     5  0.3854    0.42345 0.464 0.000 0.000 0.000 0.536 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.5022    0.59274 0.040 0.256 0.000 0.000 0.048 0.656
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0405    0.78208 0.000 0.008 0.000 0.988 0.004 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0692    0.77737 0.000 0.020 0.000 0.976 0.004 0.000
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#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.4595    0.25683 0.000 0.352 0.000 0.608 0.028 0.012
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3854   -0.21323 0.536 0.000 0.000 0.000 0.464 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2968    0.60046 0.000 0.816 0.000 0.000 0.016 0.168
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.92677 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.3828   -0.12032 0.560 0.000 0.000 0.000 0.440 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.1588    0.75233 0.000 0.000 0.000 0.924 0.004 0.072
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.3515    0.32682 0.676 0.000 0.000 0.000 0.324 0.000
#> C543A527-3E25-4389-9722-E9325C733243     6  0.3890    0.42038 0.000 0.400 0.000 0.000 0.004 0.596
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0405    0.78230 0.000 0.004 0.000 0.988 0.000 0.008
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.6297   -0.00566 0.084 0.548 0.000 0.000 0.108 0.260
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2020    0.63495 0.896 0.000 0.000 0.000 0.096 0.008
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2869    0.60175 0.000 0.832 0.000 0.000 0.020 0.148
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.6006    0.16315 0.000 0.428 0.000 0.000 0.316 0.256
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000    0.78266 0.000 0.000 0.000 1.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     5  0.3659    0.58253 0.364 0.000 0.000 0.000 0.636 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     5  0.3810    0.50229 0.428 0.000 0.000 0.000 0.572 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.2278    0.61323 0.868 0.000 0.000 0.000 0.128 0.004
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.1624    0.70645 0.000 0.936 0.000 0.044 0.008 0.012
#> B9535625-504A-4FCD-B341-2985AE72508A     5  0.3843    0.45536 0.452 0.000 0.000 0.000 0.548 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     5  0.3864    0.38499 0.480 0.000 0.000 0.000 0.520 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     6  0.3566    0.52221 0.000 0.236 0.000 0.000 0.020 0.744
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2048    0.65983 0.000 0.880 0.000 0.000 0.000 0.120
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1714    0.66410 0.000 0.908 0.000 0.000 0.000 0.092
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.3384    0.66719 0.000 0.820 0.000 0.132 0.016 0.032
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5769    0.53413 0.000 0.640 0.092 0.024 0.032 0.212
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3616    0.60406 0.000 0.184 0.000 0.780 0.024 0.012
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.4503    0.63412 0.000 0.756 0.000 0.124 0.052 0.068
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0632    0.69958 0.000 0.976 0.000 0.000 0.000 0.024
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.3269    0.52524 0.000 0.792 0.000 0.000 0.024 0.184
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1268    0.70812 0.000 0.952 0.000 0.036 0.004 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.3996    0.05619 0.000 0.512 0.484 0.000 0.000 0.004
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.1957    0.63537 0.888 0.000 0.000 0.000 0.112 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.3841    0.58734 0.000 0.000 0.000 0.716 0.028 0.256
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1644    0.65016 0.920 0.000 0.000 0.000 0.076 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.92677 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.1411    0.70116 0.000 0.936 0.000 0.000 0.004 0.060
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000    0.78266 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.7983    0.23354 0.084 0.112 0.000 0.428 0.240 0.136
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0260    0.70052 0.000 0.992 0.000 0.000 0.000 0.008
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.92677 0.000 0.000 1.000 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)

plot of chunk tab-MAD-NMF-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-MAD-NMF-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-MAD-NMF-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-MAD-NMF-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-MAD-NMF-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-MAD-NMF-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-MAD-NMF-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-MAD-NMF-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-MAD-NMF-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-MAD-NMF-membership-heatmap-5

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)

plot of chunk tab-MAD-NMF-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-MAD-NMF-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-MAD-NMF-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-MAD-NMF-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-MAD-NMF-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-MAD-NMF-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-MAD-NMF-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-MAD-NMF-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-MAD-NMF-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-MAD-NMF-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk MAD-NMF-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-MAD-NMF-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-MAD-NMF-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-MAD-NMF-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-MAD-NMF-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-MAD-NMF-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk MAD-NMF-collect-classes

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.


ATC:hclust

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 17630 rows and 500 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)

plot of chunk ATC-hclust-collect-plots

The plots are:

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:

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)

plot of chunk ATC-hclust-select-partition-number

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 0.520           0.797       0.900         0.4640 0.506   0.506
#> 3 3 0.524           0.763       0.856         0.3124 0.836   0.687
#> 4 4 0.541           0.673       0.804         0.0919 0.973   0.929
#> 5 5 0.567           0.606       0.752         0.0515 0.972   0.921
#> 6 6 0.593           0.596       0.702         0.0527 0.924   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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.7602    0.71864 0.220 0.780
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.7745    0.73345 0.772 0.228
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4022    0.88908 0.080 0.920
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2236    0.90809 0.036 0.964
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000    0.91307 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0938    0.91275 0.012 0.988
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.9881    0.37026 0.564 0.436
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000    0.84209 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000    0.91307 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.5059    0.86558 0.112 0.888
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.9552    0.52129 0.624 0.376
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.8661    0.66904 0.712 0.288
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.8081    0.71392 0.752 0.248
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.9993    0.20684 0.516 0.484
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000    0.91307 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.4939    0.86734 0.108 0.892
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.2043    0.90977 0.032 0.968
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.84209 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.9248    0.47111 0.340 0.660
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.4815    0.81192 0.896 0.104
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.3733    0.89402 0.072 0.928
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000    0.91307 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.84209 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000    0.84209 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000    0.91307 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.4022    0.88945 0.080 0.920
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000    0.91307 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.84209 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4298    0.88145 0.088 0.912
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.9850    0.39472 0.572 0.428
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.84209 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.9209    0.59698 0.664 0.336
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0376    0.84199 0.996 0.004
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000    0.91307 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.84209 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000    0.91307 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4431    0.88065 0.092 0.908
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.7139    0.75883 0.804 0.196
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.3274    0.89983 0.060 0.940
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000    0.91307 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000    0.91307 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     1  0.9732    0.45902 0.596 0.404
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.9710    0.46857 0.600 0.400
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000    0.84209 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.8608    0.67337 0.716 0.284
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.4022    0.88931 0.080 0.920
#> EE4F9349-F750-4471-BFE7-7230784569E1     1  0.9795    0.42799 0.584 0.416
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1843    0.90894 0.028 0.972
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.84209 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.84209 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.9209    0.59698 0.664 0.336
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000    0.91307 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000    0.91307 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0938    0.91277 0.012 0.988
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000    0.91307 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.4022    0.88973 0.080 0.920
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.9881    0.14885 0.436 0.564
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.1843    0.90894 0.028 0.972
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.6148    0.78785 0.848 0.152
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.7453    0.74699 0.788 0.212
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000    0.91307 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.9552    0.51884 0.624 0.376
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.4161    0.88678 0.084 0.916
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.2043    0.90864 0.032 0.968
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.7219    0.75195 0.200 0.800
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.1633    0.91119 0.024 0.976
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#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.9393    0.42725 0.356 0.644
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.9710    0.46857 0.600 0.400
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000    0.91307 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.4161    0.88678 0.084 0.916
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.9358    0.43887 0.352 0.648
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000    0.91307 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0938    0.84132 0.988 0.012
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.9552    0.52107 0.624 0.376
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.8909    0.63877 0.692 0.308
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.4690    0.87157 0.100 0.900
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.8207    0.70570 0.744 0.256
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.84209 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     1  0.9552    0.51884 0.624 0.376
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0376    0.84201 0.996 0.004
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0938    0.91277 0.012 0.988
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.2043    0.83781 0.968 0.032
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000    0.91307 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.9552    0.51884 0.624 0.376
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.8608    0.67195 0.716 0.284
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.9954    0.29131 0.540 0.460
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.84209 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.4022    0.88914 0.080 0.920
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.84209 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000    0.91307 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0376    0.91273 0.004 0.996
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.84209 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.9909    0.10571 0.444 0.556
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.84209 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.3274    0.89968 0.060 0.940
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.84209 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0376    0.91273 0.004 0.996
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000    0.91307 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.6887    0.76810 0.816 0.184
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.4022    0.89045 0.080 0.920
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.84209 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000    0.84209 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000    0.91307 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.84209 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0672    0.91292 0.008 0.992
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000    0.91307 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.8081    0.71408 0.752 0.248
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000    0.91307 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000    0.91307 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.6247    0.81575 0.156 0.844
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000    0.91307 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.3431    0.82871 0.936 0.064
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.84209 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.3431    0.89816 0.064 0.936
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000    0.84209 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.8955    0.54134 0.312 0.688
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000    0.91307 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.9000    0.62958 0.684 0.316
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.1184    0.91210 0.016 0.984
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.84209 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.7299    0.74928 0.204 0.796
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000    0.91307 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.9963    0.27941 0.536 0.464
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.5519    0.80024 0.872 0.128
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.9427    0.41590 0.360 0.640
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.8713    0.66182 0.708 0.292
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000    0.91307 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.84209 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.84209 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.84209 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.3431    0.89775 0.064 0.936
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.84209 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.84209 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.2948    0.90277 0.052 0.948
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.4562    0.87895 0.096 0.904
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4939    0.86899 0.108 0.892
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.3733    0.89428 0.072 0.928
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5519    0.84724 0.128 0.872
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.1633    0.91119 0.024 0.976
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.8081    0.66893 0.248 0.752
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4022    0.88908 0.080 0.920
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.6048    0.82348 0.148 0.852
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.3114    0.90113 0.056 0.944
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0376    0.91273 0.004 0.996
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.8386    0.69226 0.732 0.268
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.9552    0.51884 0.624 0.376
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.84209 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000    0.91307 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.5842    0.83428 0.140 0.860
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000    0.91307 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.9710    0.46857 0.600 0.400
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.3733    0.89402 0.072 0.928
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000    0.91307 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.6267     0.2776 0.000 0.548 0.452
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     3  0.5921     0.6287 0.212 0.032 0.756
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4887     0.7808 0.000 0.772 0.228
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3192     0.8566 0.000 0.888 0.112
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.8648 0.000 1.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2959     0.8601 0.000 0.900 0.100
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     3  0.4994     0.7486 0.024 0.160 0.816
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0592     0.9008 0.988 0.000 0.012
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0424     0.8619 0.000 0.992 0.008
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.5138     0.7552 0.000 0.748 0.252
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     3  0.5416     0.7537 0.080 0.100 0.820
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     3  0.6062     0.6911 0.160 0.064 0.776
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     3  0.5746     0.6699 0.180 0.040 0.780
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     3  0.5318     0.7038 0.016 0.204 0.780
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.1643     0.8694 0.000 0.956 0.044
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.5098     0.7564 0.000 0.752 0.248
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3267     0.8575 0.000 0.884 0.116
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0424     0.9002 0.992 0.000 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     3  0.6168     0.2867 0.000 0.412 0.588
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.6489     0.2424 0.540 0.004 0.456
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4750     0.7917 0.000 0.784 0.216
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0424     0.8619 0.000 0.992 0.008
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0424     0.9002 0.992 0.000 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1643     0.8978 0.956 0.000 0.044
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0237     0.8636 0.000 0.996 0.004
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.4842     0.7841 0.000 0.776 0.224
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.1753     0.8700 0.000 0.952 0.048
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0424     0.9026 0.992 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4654     0.7938 0.000 0.792 0.208
#> A3153235-3128-40AC-9371-AFA1F61E3E59     3  0.4099     0.7427 0.008 0.140 0.852
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0424     0.9002 0.992 0.000 0.008
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.5657     0.7385 0.104 0.088 0.808
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.2356     0.8848 0.928 0.000 0.072
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0237     0.8636 0.000 0.996 0.004
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0237     0.9014 0.996 0.000 0.004
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.8648 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.4887     0.7768 0.000 0.772 0.228
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     3  0.6355     0.5262 0.280 0.024 0.696
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.4452     0.8121 0.000 0.808 0.192
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.8648 0.000 1.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0237     0.8636 0.000 0.996 0.004
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.3682     0.7516 0.008 0.116 0.876
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     3  0.3532     0.7500 0.008 0.108 0.884
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.1964     0.8938 0.944 0.000 0.056
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     3  0.6004     0.7058 0.156 0.064 0.780
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.4121     0.8301 0.000 0.832 0.168
#> EE4F9349-F750-4471-BFE7-7230784569E1     3  0.3896     0.7489 0.008 0.128 0.864
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3340     0.8548 0.000 0.880 0.120
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0592     0.9033 0.988 0.000 0.012
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0424     0.9002 0.992 0.000 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     3  0.5657     0.7385 0.104 0.088 0.808
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.2066     0.8669 0.000 0.940 0.060
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.8648 0.000 1.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.2878     0.8627 0.000 0.904 0.096
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0237     0.8636 0.000 0.996 0.004
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.4842     0.7857 0.000 0.776 0.224
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     3  0.5327     0.6018 0.000 0.272 0.728
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3340     0.8548 0.000 0.880 0.120
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     3  0.7276     0.2686 0.404 0.032 0.564
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     3  0.5982     0.6206 0.228 0.028 0.744
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.8648 0.000 1.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     3  0.4489     0.7563 0.036 0.108 0.856
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.4796     0.7897 0.000 0.780 0.220
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.3619     0.8476 0.000 0.864 0.136
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.6235     0.3200 0.000 0.564 0.436
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2959     0.8607 0.000 0.900 0.100
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.2066     0.8669 0.000 0.940 0.060
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     3  0.6225     0.2198 0.000 0.432 0.568
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.5098     0.7349 0.000 0.752 0.248
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2165     0.8908 0.936 0.000 0.064
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.6267     0.3501 0.548 0.000 0.452
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.2165     0.8668 0.000 0.936 0.064
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.1163     0.9016 0.972 0.000 0.028
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.2878     0.8620 0.000 0.904 0.096
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0592     0.9025 0.988 0.000 0.012
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.1753     0.8694 0.000 0.952 0.048
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0424     0.9022 0.992 0.000 0.008
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     3  0.6168     0.2880 0.000 0.412 0.588
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     3  0.6244     0.1893 0.000 0.440 0.560
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     3  0.5948     0.3378 0.360 0.000 0.640
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0237     0.8636 0.000 0.996 0.004
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#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0424     0.8619 0.000 0.992 0.008
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0892     0.8671 0.000 0.980 0.020
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0424     0.8619 0.000 0.992 0.008
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     3  0.4811     0.7544 0.024 0.148 0.828
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0424     0.8619 0.000 0.992 0.008
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.5785     0.5819 0.000 0.668 0.332
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.2796     0.8628 0.000 0.908 0.092
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.8648 0.000 1.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0747     0.9025 0.984 0.000 0.016
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.6140     0.3130 0.000 0.404 0.596
#> D902E43A-F384-432A-B690-D20BFCC78443     3  0.3532     0.7500 0.008 0.108 0.884
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.8648 0.000 1.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.4796     0.7897 0.000 0.780 0.220
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     3  0.6540     0.3023 0.008 0.408 0.584
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0424     0.8619 0.000 0.992 0.008
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.5016     0.7351 0.760 0.000 0.240
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     3  0.3886     0.7483 0.024 0.096 0.880
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     3  0.4887     0.7175 0.096 0.060 0.844
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.5016     0.7575 0.000 0.760 0.240
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     3  0.5631     0.6844 0.164 0.044 0.792
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0592     0.9033 0.988 0.000 0.012
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     3  0.4489     0.7563 0.036 0.108 0.856
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.2066     0.8933 0.940 0.000 0.060
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.2878     0.8627 0.000 0.904 0.096
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.6018     0.6008 0.684 0.008 0.308
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0237     0.8636 0.000 0.996 0.004
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     3  0.4489     0.7563 0.036 0.108 0.856
#> 1FB9316D-4674-4D97-A33B-649F53D09487     3  0.5408     0.6912 0.136 0.052 0.812
#> BF513557-1518-4843-9F62-837B557D4CAB     3  0.5581     0.7341 0.036 0.176 0.788
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.1643     0.8971 0.956 0.000 0.044
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.4887     0.7805 0.000 0.772 0.228
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0592     0.9029 0.988 0.000 0.012
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.8648 0.000 1.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.1964     0.8692 0.000 0.944 0.056
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0424     0.9002 0.992 0.000 0.008
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     3  0.6507     0.5971 0.028 0.284 0.688
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0424     0.9002 0.992 0.000 0.008
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.4399     0.8134 0.000 0.812 0.188
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0424     0.9002 0.992 0.000 0.008
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.2448     0.8671 0.000 0.924 0.076
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0237     0.8636 0.000 0.996 0.004
#> A541B123-A51C-4EF0-839E-8A9513311C98     3  0.7128     0.4322 0.344 0.036 0.620
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.4887     0.7822 0.000 0.772 0.228
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0424     0.9002 0.992 0.000 0.008
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.2066     0.8923 0.940 0.000 0.060
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.8648 0.000 1.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0592     0.9031 0.988 0.000 0.012
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.2066     0.8683 0.000 0.940 0.060
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.2066     0.8669 0.000 0.940 0.060
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     3  0.7770     0.5418 0.292 0.080 0.628
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.2066     0.8669 0.000 0.940 0.060
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0424     0.8619 0.000 0.992 0.008
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.5560     0.6796 0.000 0.700 0.300
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0424     0.8619 0.000 0.992 0.008
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.6460     0.3448 0.556 0.004 0.440
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0237     0.9006 0.996 0.000 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.4654     0.7997 0.000 0.792 0.208
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1643     0.8978 0.956 0.000 0.044
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     3  0.6267     0.1382 0.000 0.452 0.548
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0424     0.8619 0.000 0.992 0.008
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     3  0.5093     0.7362 0.088 0.076 0.836
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.2537     0.8646 0.000 0.920 0.080
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0424     0.9002 0.992 0.000 0.008
#> C543A527-3E25-4389-9722-E9325C733243     2  0.5988     0.5296 0.000 0.632 0.368
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1860     0.8681 0.000 0.948 0.052
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     3  0.4755     0.7231 0.008 0.184 0.808
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     3  0.6379     0.2859 0.368 0.008 0.624
#> 896B5096-D888-4DC3-9C70-152BDE083E26     3  0.6079     0.3565 0.000 0.388 0.612
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     3  0.5831     0.7252 0.128 0.076 0.796
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.8648 0.000 1.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0424     0.9002 0.992 0.000 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0424     0.9002 0.992 0.000 0.008
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0892     0.9032 0.980 0.000 0.020
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4654     0.8001 0.000 0.792 0.208
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0424     0.9002 0.992 0.000 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.2066     0.8911 0.940 0.000 0.060
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.4178     0.8283 0.000 0.828 0.172
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.4931     0.7763 0.000 0.768 0.232
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.5098     0.7594 0.000 0.752 0.248
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.4605     0.8021 0.000 0.796 0.204
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.5465     0.6922 0.000 0.712 0.288
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.2959     0.8607 0.000 0.900 0.100
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.6308     0.1128 0.000 0.508 0.492
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.4887     0.7808 0.000 0.772 0.228
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.5497     0.6809 0.000 0.708 0.292
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.4178     0.8252 0.000 0.828 0.172
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.2165     0.8686 0.000 0.936 0.064
#> A280A4AF-0687-40CA-8804-C6173B33E732     3  0.5558     0.6921 0.152 0.048 0.800
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.4489     0.7563 0.036 0.108 0.856
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0592     0.9033 0.988 0.000 0.012
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0424     0.8619 0.000 0.992 0.008
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.5650     0.6514 0.000 0.688 0.312
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.1163     0.8684 0.000 0.972 0.028
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     3  0.3532     0.7500 0.008 0.108 0.884
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.4702     0.7950 0.000 0.788 0.212
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0424     0.8619 0.000 0.992 0.008

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.7746    0.19520 0.000 0.288 0.272 0.440
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6697    0.32112 0.140 0.640 0.212 0.008
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.5522    0.70771 0.000 0.288 0.044 0.668
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.3946    0.79971 0.000 0.168 0.020 0.812
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.3708    0.80564 0.000 0.148 0.020 0.832
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4142    0.39431 0.012 0.844 0.080 0.064
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.1004    0.88397 0.972 0.004 0.024 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.0927    0.81200 0.000 0.008 0.016 0.976
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.5619    0.67443 0.000 0.320 0.040 0.640
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.5554    0.37358 0.068 0.772 0.116 0.044
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.7726    0.16817 0.116 0.544 0.300 0.040
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.5937    0.37133 0.112 0.704 0.180 0.004
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5321    0.32765 0.008 0.764 0.128 0.100
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2480    0.81990 0.000 0.088 0.008 0.904
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.5925    0.68432 0.000 0.284 0.068 0.648
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4095    0.80046 0.000 0.172 0.024 0.804
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.6004    0.32161 0.000 0.648 0.076 0.276
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.7356    0.11972 0.468 0.368 0.164 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     4  0.5497    0.71247 0.000 0.284 0.044 0.672
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.1820    0.88015 0.944 0.020 0.036 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0469    0.80946 0.000 0.000 0.012 0.988
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.5742    0.70525 0.000 0.276 0.060 0.664
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.2402    0.81944 0.000 0.076 0.012 0.912
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0469    0.88725 0.988 0.000 0.012 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4983    0.72767 0.000 0.272 0.024 0.704
#> A3153235-3128-40AC-9371-AFA1F61E3E59     3  0.5802    0.79137 0.012 0.264 0.680 0.044
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5359    0.40112 0.052 0.768 0.152 0.028
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.2670    0.86516 0.904 0.024 0.072 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0336    0.81063 0.000 0.000 0.008 0.992
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0469    0.88694 0.988 0.000 0.012 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.5799    0.70051 0.000 0.264 0.068 0.668
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.7171    0.24528 0.212 0.556 0.232 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.5619    0.72765 0.000 0.248 0.064 0.688
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.0469    0.80946 0.000 0.000 0.012 0.988
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.5321    0.81780 0.012 0.272 0.696 0.020
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     3  0.5188    0.82602 0.012 0.268 0.704 0.016
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.2048    0.87613 0.928 0.008 0.064 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.6256    0.38555 0.096 0.704 0.176 0.024
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.4610    0.76682 0.000 0.236 0.020 0.744
#> EE4F9349-F750-4471-BFE7-7230784569E1     3  0.5606    0.80822 0.012 0.272 0.684 0.032
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.3681    0.80141 0.000 0.176 0.008 0.816
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0469    0.88813 0.988 0.000 0.012 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.5359    0.40112 0.052 0.768 0.152 0.028
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2737    0.81727 0.000 0.104 0.008 0.888
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.3862    0.80655 0.000 0.152 0.024 0.824
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0336    0.81063 0.000 0.000 0.008 0.992
#> DD028798-C4CB-43A8-81D7-711E015E23B5     4  0.5877    0.69846 0.000 0.276 0.068 0.656
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.6691    0.28665 0.000 0.612 0.236 0.152
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.3681    0.80141 0.000 0.176 0.008 0.816
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     2  0.7845    0.05585 0.344 0.428 0.224 0.004
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     2  0.6240    0.34502 0.156 0.668 0.176 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.4594    0.28318 0.000 0.712 0.280 0.008
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.5851    0.70272 0.000 0.272 0.068 0.660
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     4  0.3972    0.78835 0.000 0.204 0.008 0.788
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#> 7C225672-8372-4202-A749-3D8E9A0747CC     4  0.1297    0.81887 0.000 0.020 0.016 0.964
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.2867    0.85596 0.884 0.012 0.104 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     4  0.4086    0.77929 0.000 0.216 0.008 0.776
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.7503    0.18807 0.228 0.496 0.276 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.7537    0.28469 0.492 0.180 0.324 0.004
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.3895    0.81904 0.832 0.036 0.132 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0817    0.88640 0.976 0.000 0.024 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     4  0.5137    0.74572 0.000 0.244 0.040 0.716
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 56D3154E-E779-4C27-8305-FEE7310B6762     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     4  0.5926    0.66853 0.000 0.308 0.060 0.632
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.3581    0.83942 0.852 0.032 0.116 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.7785    0.06437 0.260 0.420 0.320 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.6056    0.33857 0.032 0.724 0.168 0.076
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0817    0.88640 0.976 0.000 0.024 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0592    0.88449 0.984 0.000 0.016 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     3  0.5899    0.81549 0.024 0.256 0.684 0.036
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0592    0.88449 0.984 0.000 0.016 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.5732    0.34188 0.000 0.672 0.064 0.264
#> FC2F983B-2530-4886-B759-E2C571E2D068     4  0.3280    0.81449 0.000 0.124 0.016 0.860
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.3679    0.38965 0.000 0.856 0.084 0.060
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     4  0.5705    0.71733 0.000 0.260 0.064 0.676
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.1807    0.88267 0.940 0.008 0.052 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.1004    0.88719 0.972 0.004 0.024 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     4  0.6188    0.51995 0.000 0.396 0.056 0.548
#> 72781523-C5BA-4B54-8410-E238B5F441B4     4  0.6387    0.39181 0.000 0.444 0.064 0.492
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     4  0.0657    0.81047 0.000 0.004 0.012 0.984
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     4  0.5102    0.75647 0.000 0.220 0.048 0.732
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0336    0.81063 0.000 0.000 0.008 0.992
#> AE988295-3046-4778-81C5-B787CAC92268     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.1297    0.81887 0.000 0.020 0.016 0.964
#> B11FF528-846E-4E40-9E32-E5820ECB5504     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.4199    0.39887 0.008 0.836 0.096 0.060
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     4  0.5784    0.45876 0.000 0.412 0.032 0.556
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.3428    0.81004 0.000 0.144 0.012 0.844
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0921    0.88619 0.972 0.000 0.028 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.5890    0.33158 0.000 0.660 0.072 0.268
#> D902E43A-F384-432A-B690-D20BFCC78443     3  0.5216    0.82482 0.012 0.272 0.700 0.016
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.5851    0.70272 0.000 0.272 0.068 0.660
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.6092    0.33176 0.004 0.652 0.072 0.272
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.5168    0.68478 0.712 0.040 0.248 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     3  0.5102    0.83114 0.016 0.256 0.716 0.012
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     3  0.6071    0.78853 0.076 0.240 0.676 0.008
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.5186    0.65720 0.000 0.344 0.016 0.640
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.5834    0.37976 0.092 0.716 0.184 0.008
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0469    0.88813 0.988 0.000 0.012 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.4594    0.28318 0.000 0.712 0.280 0.008
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.2596    0.87113 0.908 0.024 0.068 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.3862    0.80655 0.000 0.152 0.024 0.824
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.6715    0.54154 0.604 0.144 0.252 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0336    0.81063 0.000 0.000 0.008 0.992
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.4594    0.28318 0.000 0.712 0.280 0.008
#> 1FB9316D-4674-4D97-A33B-649F53D09487     3  0.6634    0.73386 0.124 0.212 0.652 0.012
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.5759    0.33288 0.028 0.748 0.144 0.080
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.1824    0.87980 0.936 0.004 0.060 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     4  0.5624    0.70822 0.000 0.280 0.052 0.668
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0817    0.88790 0.976 0.000 0.024 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.2976    0.81726 0.000 0.120 0.008 0.872
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.6747    0.30430 0.020 0.660 0.136 0.184
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     4  0.5434    0.73213 0.000 0.252 0.052 0.696
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0592    0.88449 0.984 0.000 0.016 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.3428    0.81089 0.000 0.144 0.012 0.844
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0336    0.81063 0.000 0.000 0.008 0.992
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.7820    0.03798 0.276 0.412 0.312 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.5389    0.69852 0.000 0.308 0.032 0.660
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.2124    0.87424 0.924 0.008 0.068 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0188    0.81412 0.000 0.000 0.004 0.996
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0779    0.88853 0.980 0.004 0.016 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.2799    0.81784 0.000 0.108 0.008 0.884
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2737    0.81727 0.000 0.104 0.008 0.888
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     3  0.8427    0.28530 0.248 0.332 0.396 0.024
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2611    0.81827 0.000 0.096 0.008 0.896
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     4  0.5387    0.57889 0.000 0.400 0.016 0.584
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.7537    0.28469 0.492 0.180 0.324 0.004
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0469    0.88561 0.988 0.000 0.012 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.5417    0.71597 0.000 0.284 0.040 0.676
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1820    0.88015 0.944 0.020 0.036 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.6116    0.26581 0.000 0.612 0.068 0.320
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.4936    0.39013 0.028 0.784 0.160 0.028
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.3249    0.81116 0.000 0.140 0.008 0.852
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> C543A527-3E25-4389-9722-E9325C733243     4  0.5693    0.38861 0.000 0.472 0.024 0.504
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.2610    0.81896 0.000 0.088 0.012 0.900
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.3966    0.39029 0.000 0.840 0.072 0.088
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     3  0.8073    0.19402 0.308 0.268 0.416 0.008
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.5732    0.34188 0.000 0.672 0.064 0.264
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.6164    0.32245 0.080 0.680 0.228 0.012
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0336    0.81481 0.000 0.000 0.008 0.992
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0592    0.88449 0.984 0.000 0.016 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0804    0.88775 0.980 0.008 0.012 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.5444    0.72710 0.000 0.264 0.048 0.688
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0469    0.88464 0.988 0.000 0.012 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.2660    0.86532 0.908 0.036 0.056 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.4452    0.75582 0.000 0.260 0.008 0.732
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.5785    0.70233 0.000 0.272 0.064 0.664
#> 33060001-05C9-4751-AA58-F194207ACC08     4  0.5678    0.67711 0.000 0.316 0.044 0.640
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     4  0.5508    0.72928 0.000 0.252 0.056 0.692
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.6150    0.58552 0.000 0.360 0.060 0.580
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3672    0.80457 0.000 0.164 0.012 0.824
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.7855    0.05680 0.000 0.300 0.300 0.400
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     4  0.5599    0.70368 0.000 0.288 0.048 0.664
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     4  0.5465    0.57369 0.000 0.392 0.020 0.588
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.5102    0.75647 0.000 0.220 0.048 0.732
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.2888    0.81685 0.000 0.124 0.004 0.872
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.6024    0.36184 0.084 0.700 0.204 0.012
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4594    0.28318 0.000 0.712 0.280 0.008
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0469    0.88813 0.988 0.000 0.012 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     4  0.0592    0.80852 0.000 0.000 0.016 0.984
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.6158    0.54293 0.000 0.384 0.056 0.560
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1767    0.81980 0.000 0.044 0.012 0.944
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     3  0.5188    0.82602 0.012 0.268 0.704 0.016
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.5392    0.71968 0.000 0.280 0.040 0.680
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     4  0.0592    0.80852 0.000 0.000 0.016 0.984

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.7063   0.087533 0.000 0.256 0.012 0.384 0.348
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.6011   0.201854 0.044 0.588 0.316 0.000 0.052
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.5379   0.638935 0.000 0.340 0.008 0.600 0.052
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.4001   0.758072 0.000 0.208 0.004 0.764 0.024
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0290   0.782828 0.000 0.000 0.000 0.992 0.008
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.3759   0.767425 0.000 0.180 0.004 0.792 0.024
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.3396   0.313606 0.000 0.844 0.112 0.036 0.008
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.1331   0.836595 0.952 0.000 0.040 0.000 0.008
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.1306   0.776832 0.000 0.008 0.016 0.960 0.016
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.5406   0.601399 0.000 0.368 0.008 0.576 0.048
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.4275   0.298037 0.020 0.792 0.152 0.008 0.028
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.7230   0.142965 0.032 0.508 0.244 0.008 0.208
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.4866   0.205500 0.036 0.620 0.344 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.4460   0.326571 0.000 0.792 0.048 0.044 0.116
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2583   0.785901 0.000 0.132 0.004 0.864 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.5762   0.621568 0.000 0.308 0.004 0.588 0.100
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4074   0.765277 0.000 0.188 0.004 0.772 0.036
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0865   0.842755 0.972 0.000 0.024 0.000 0.004
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#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0865   0.841490 0.972 0.000 0.024 0.000 0.004
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.3391   0.771426 0.000 0.188 0.000 0.800 0.012
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0451   0.777491 0.000 0.000 0.008 0.988 0.004
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.8233  -0.057121 0.140 0.356 0.308 0.000 0.196
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.5139   0.630576 0.000 0.360 0.004 0.596 0.040
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0771   0.841754 0.976 0.000 0.020 0.000 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.2438   0.830411 0.900 0.000 0.040 0.000 0.060
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0162   0.782126 0.000 0.000 0.000 0.996 0.004
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.1522   0.847390 0.944 0.000 0.044 0.000 0.012
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.2953   0.781682 0.000 0.144 0.000 0.844 0.012
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2864   0.782050 0.000 0.136 0.000 0.852 0.012
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.8291   0.162816 0.124 0.252 0.204 0.008 0.412
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2723   0.783955 0.000 0.124 0.000 0.864 0.012
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     4  0.0807   0.773619 0.000 0.000 0.012 0.976 0.012
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     4  0.5148   0.488895 0.000 0.452 0.008 0.516 0.024
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     4  0.0912   0.771898 0.000 0.000 0.016 0.972 0.012
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.8416  -0.067294 0.304 0.152 0.296 0.000 0.248
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0771   0.842713 0.976 0.000 0.020 0.000 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.5187   0.653239 0.000 0.336 0.004 0.612 0.048
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3291   0.818859 0.856 0.028 0.100 0.000 0.016
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.6908   0.273804 0.000 0.560 0.084 0.256 0.100
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     4  0.0912   0.771898 0.000 0.000 0.016 0.972 0.012
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.4054   0.236871 0.000 0.744 0.236 0.008 0.012
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.3304   0.774920 0.000 0.168 0.000 0.816 0.016
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0771   0.843557 0.976 0.000 0.020 0.000 0.004
#> C543A527-3E25-4389-9722-E9325C733243     2  0.5474  -0.275705 0.000 0.520 0.020 0.432 0.028
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.2674   0.784806 0.000 0.120 0.000 0.868 0.012
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.3038   0.319751 0.000 0.872 0.080 0.040 0.008
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.8654  -0.012963 0.192 0.188 0.284 0.008 0.328
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.6560   0.294954 0.000 0.616 0.096 0.204 0.084
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     3  0.6984   0.377321 0.052 0.300 0.528 0.004 0.116
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0290   0.782828 0.000 0.000 0.000 0.992 0.008
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0865   0.841490 0.972 0.000 0.024 0.000 0.004
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0865   0.842755 0.972 0.000 0.024 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1710   0.847346 0.940 0.016 0.040 0.000 0.004
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.5097   0.662706 0.000 0.320 0.000 0.624 0.056
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0771   0.843557 0.976 0.000 0.020 0.000 0.004
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.4210   0.730414 0.756 0.036 0.204 0.000 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.4645   0.699495 0.000 0.300 0.016 0.672 0.012
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.5587   0.636318 0.000 0.320 0.008 0.600 0.072
#> 33060001-05C9-4751-AA58-F194207ACC08     4  0.5455   0.604574 0.000 0.364 0.008 0.576 0.052
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     4  0.5430   0.667592 0.000 0.296 0.008 0.628 0.068
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.6026   0.501717 0.000 0.388 0.012 0.516 0.084
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3745   0.764726 0.000 0.196 0.000 0.780 0.024
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     5  0.7035  -0.100199 0.000 0.248 0.012 0.340 0.400
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     4  0.5438   0.634181 0.000 0.340 0.008 0.596 0.056
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     4  0.4992   0.474661 0.000 0.460 0.008 0.516 0.016
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.4993   0.699937 0.000 0.268 0.004 0.672 0.056
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.2970   0.779220 0.000 0.168 0.000 0.828 0.004
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.4991   0.221828 0.004 0.636 0.320 0.000 0.040
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.6308   0.427321 0.000 0.196 0.552 0.004 0.248
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1059   0.848487 0.968 0.008 0.020 0.000 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     4  0.0912   0.771898 0.000 0.000 0.016 0.972 0.012
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.5886   0.444949 0.000 0.424 0.008 0.492 0.076
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.1670   0.788081 0.000 0.052 0.000 0.936 0.012
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.2466   0.740825 0.000 0.076 0.012 0.012 0.900
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.5334   0.652712 0.000 0.328 0.008 0.612 0.052
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     4  0.0912   0.771898 0.000 0.000 0.016 0.972 0.012

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2 p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2   0.566    0.15454 0.000 0.536 NA 0.012 0.368 0.024
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     6   0.471    0.56367 0.016 0.052 NA 0.052 0.048 0.788
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2   0.283    0.61640 0.000 0.876 NA 0.000 0.028 0.048
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2   0.324    0.69730 0.000 0.816 NA 0.000 0.008 0.024
#> CA366342-0949-4941-8AE6-984BAF032886     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2   0.285    0.70153 0.000 0.828 NA 0.000 0.008 0.004
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6   0.542    0.43304 0.000 0.208 NA 0.012 0.004 0.632
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1   0.233    0.81917 0.908 0.000 NA 0.044 0.012 0.008
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2   0.399    0.66042 0.000 0.528 NA 0.000 0.004 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2   0.354    0.58379 0.000 0.836 NA 0.004 0.032 0.064
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     6   0.546    0.50120 0.004 0.168 NA 0.024 0.024 0.688
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     6   0.610    0.48797 0.016 0.064 NA 0.036 0.208 0.640
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6   0.307    0.54025 0.008 0.044 NA 0.056 0.000 0.868
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     6   0.653    0.38814 0.000 0.268 NA 0.004 0.116 0.528
#> EA485E4A-5956-430C-8584-E14D865E3758     2   0.363    0.71024 0.000 0.704 NA 0.004 0.000 0.004
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2   0.355    0.60053 0.000 0.836 NA 0.008 0.080 0.028
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2   0.396    0.69945 0.000 0.768 NA 0.012 0.024 0.012
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1   0.162    0.82996 0.944 0.000 NA 0.016 0.012 0.008
#> 022275BA-F672-49C5-887B-CCF24A20848F     2   0.818   -0.25777 0.000 0.416 NA 0.140 0.084 0.184
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     6   0.648    0.36812 0.216 0.012 NA 0.160 0.012 0.568
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2   0.270    0.61264 0.000 0.884 NA 0.000 0.028 0.044
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1   0.153    0.82999 0.948 0.000 NA 0.016 0.012 0.008
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1   0.400    0.77325 0.776 0.000 NA 0.148 0.004 0.064
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2   0.382    0.67459 0.000 0.568 NA 0.000 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2   0.285    0.61314 0.000 0.876 NA 0.000 0.040 0.036
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2   0.374    0.70805 0.000 0.680 NA 0.004 0.000 0.004
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1   0.104    0.83830 0.964 0.000 NA 0.024 0.000 0.008
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2   0.495    0.60515 0.000 0.720 NA 0.048 0.024 0.032
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5   0.201    0.70338 0.000 0.084 NA 0.008 0.904 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1   0.162    0.82996 0.944 0.000 NA 0.016 0.012 0.008
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6   0.386    0.51968 0.000 0.100 NA 0.020 0.012 0.812
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1   0.508    0.72019 0.708 0.000 NA 0.160 0.036 0.088
#> E6090BC6-D29D-4401-990A-251930CC6853     2   0.380    0.67679 0.000 0.576 NA 0.000 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1   0.159    0.83678 0.944 0.000 NA 0.024 0.012 0.004
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2   0.351    0.61151 0.000 0.832 NA 0.000 0.068 0.032
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     6   0.473    0.54350 0.024 0.028 NA 0.104 0.060 0.772
#> 743F5644-F650-437A-B4AE-4972F88606D8     2   0.280    0.61957 0.000 0.880 NA 0.008 0.040 0.012
#> 19EBA5E0-D299-4166-834A-256294572121     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2   0.382    0.67459 0.000 0.568 NA 0.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5   0.169    0.74514 0.000 0.048 NA 0.008 0.932 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5   0.148    0.74898 0.000 0.036 NA 0.008 0.944 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1   0.335    0.80574 0.840 0.000 NA 0.076 0.060 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     6   0.399    0.54549 0.016 0.060 NA 0.052 0.008 0.824
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2   0.436    0.66973 0.000 0.760 NA 0.020 0.020 0.036
#> EE4F9349-F750-4471-BFE7-7230784569E1     5   0.188    0.73164 0.000 0.060 NA 0.008 0.920 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2   0.337    0.69790 0.000 0.772 NA 0.000 0.000 0.020
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1   0.105    0.83946 0.964 0.000 NA 0.012 0.000 0.020
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1   0.153    0.82999 0.948 0.000 NA 0.016 0.012 0.008
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6   0.386    0.51968 0.000 0.100 NA 0.020 0.012 0.812
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2   0.352    0.70582 0.000 0.760 NA 0.016 0.004 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2   0.374    0.68831 0.000 0.772 NA 0.016 0.024 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2   0.380    0.67679 0.000 0.576 NA 0.000 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2   0.360    0.60066 0.000 0.840 NA 0.016 0.052 0.032
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4   0.777    0.55924 0.000 0.168 NA 0.448 0.188 0.040
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2   0.337    0.69790 0.000 0.772 NA 0.000 0.000 0.020
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     6   0.686    0.43487 0.148 0.024 NA 0.112 0.136 0.576
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     6   0.414    0.53549 0.028 0.044 NA 0.104 0.000 0.800
#> 332283CB-F855-4493-A259-7852FD37B9DC     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4   0.635    0.71669 0.000 0.016 NA 0.604 0.164 0.076
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2   0.351    0.59994 0.000 0.844 NA 0.016 0.056 0.024
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2   0.350    0.67971 0.000 0.768 NA 0.000 0.000 0.028
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2   0.696    0.13623 0.000 0.568 NA 0.060 0.072 0.136
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2   0.373    0.69465 0.000 0.784 NA 0.016 0.012 0.012
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2   0.354    0.70602 0.000 0.756 NA 0.016 0.004 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2   0.795   -0.22134 0.000 0.428 NA 0.136 0.056 0.208
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2   0.515    0.54078 0.000 0.612 NA 0.004 0.000 0.112
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1   0.462    0.77344 0.756 0.000 NA 0.136 0.044 0.052
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5   0.725    0.27343 0.276 0.000 NA 0.184 0.452 0.036
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2   0.366    0.70617 0.000 0.756 NA 0.016 0.004 0.004
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1   0.246    0.83641 0.896 0.000 NA 0.056 0.004 0.036
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2   0.326    0.70590 0.000 0.796 NA 0.000 0.012 0.008
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1   0.158    0.83456 0.936 0.000 NA 0.048 0.004 0.012
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2   0.350    0.71011 0.000 0.728 NA 0.004 0.000 0.004
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1   0.186    0.83672 0.932 0.000 NA 0.032 0.008 0.012
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2   0.818   -0.28682 0.000 0.404 NA 0.160 0.068 0.188
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2   0.814   -0.26062 0.000 0.420 NA 0.176 0.076 0.164
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     4   0.667    0.45740 0.192 0.000 NA 0.556 0.008 0.116
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2   0.382    0.67749 0.000 0.568 NA 0.000 0.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1   0.118    0.84050 0.960 0.000 NA 0.024 0.004 0.008
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1   0.715    0.41270 0.528 0.000 NA 0.220 0.100 0.104
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2   0.322    0.61198 0.000 0.860 NA 0.012 0.052 0.020
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2   0.407    0.65121 0.000 0.776 NA 0.016 0.012 0.036
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2   0.402    0.54476 0.000 0.804 NA 0.008 0.036 0.056
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#> 2F382D6A-B26F-450A-A156-9407D14538CD     6   0.796    0.09522 0.204 0.004 NA 0.220 0.244 0.320
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1   0.593    0.64773 0.628 0.000 NA 0.184 0.108 0.076
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1   0.164    0.83450 0.932 0.000 NA 0.052 0.004 0.012
#> 7779D220-647F-4D6C-890B-022208B51F57     2   0.230    0.64155 0.000 0.904 NA 0.000 0.024 0.020
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2   0.385    0.66845 0.000 0.544 NA 0.000 0.000 0.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2   0.336    0.59359 0.000 0.844 NA 0.000 0.052 0.064
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2   0.386    0.66114 0.000 0.532 NA 0.000 0.000 0.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2   0.386    0.66114 0.000 0.532 NA 0.000 0.000 0.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1   0.553    0.70415 0.676 0.000 NA 0.164 0.076 0.076
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2   0.386    0.66114 0.000 0.532 NA 0.000 0.000 0.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1   0.153    0.82999 0.948 0.000 NA 0.016 0.012 0.008
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     6   0.697    0.42765 0.060 0.020 NA 0.120 0.184 0.580
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     6   0.634    0.44883 0.000 0.212 NA 0.008 0.128 0.580
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1   0.164    0.83394 0.932 0.000 NA 0.052 0.004 0.012
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1   0.179    0.82782 0.936 0.000 NA 0.024 0.012 0.008
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5   0.281    0.71616 0.000 0.084 NA 0.004 0.868 0.040
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1   0.179    0.82782 0.936 0.000 NA 0.024 0.012 0.008
#> A061C2FD-B726-422D-9470-43249B49F5BD     2   0.801   -0.30374 0.000 0.376 NA 0.096 0.072 0.296
#> FC2F983B-2530-4886-B759-E2C571E2D068     2   0.318    0.70844 0.000 0.788 NA 0.000 0.008 0.004
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#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1   0.351    0.80180 0.816 0.000 NA 0.128 0.024 0.032
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
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#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2   0.386    0.65731 0.000 0.520 NA 0.000 0.000 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2   0.382    0.67749 0.000 0.568 NA 0.000 0.000 0.000
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#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
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#> D5E8379B-621C-4551-9B13-E63B1B068488     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
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#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
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#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5   0.307    0.73021 0.004 0.016 NA 0.040 0.872 0.056
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2   0.431    0.56553 0.000 0.744 NA 0.012 0.000 0.080
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     6   0.311    0.53581 0.004 0.048 NA 0.052 0.000 0.864
#> 9BFF7746-9003-4941-9590-0B813E00B326     1   0.105    0.83946 0.964 0.000 NA 0.012 0.000 0.020
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4   0.635    0.71669 0.000 0.016 NA 0.604 0.164 0.076
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1   0.447    0.76849 0.752 0.000 NA 0.156 0.024 0.060
#> 1C94EA93-563D-4F65-B857-85EF91127874     2   0.374    0.68831 0.000 0.772 NA 0.016 0.024 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1   0.786    0.06675 0.348 0.000 NA 0.228 0.156 0.252
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2   0.380    0.67679 0.000 0.576 NA 0.000 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     4   0.635    0.71669 0.000 0.016 NA 0.604 0.164 0.076
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5   0.408    0.70147 0.048 0.024 NA 0.032 0.828 0.036
#> BF513557-1518-4843-9F62-837B557D4CAB     6   0.648    0.43114 0.000 0.228 NA 0.008 0.124 0.560
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1   0.382    0.79367 0.808 0.000 NA 0.116 0.036 0.036
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2   0.292    0.61687 0.000 0.872 NA 0.000 0.036 0.044
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1   0.174    0.83981 0.936 0.000 NA 0.036 0.008 0.012
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2   0.344    0.70952 0.000 0.752 NA 0.004 0.000 0.008
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1   0.153    0.83138 0.948 0.000 NA 0.016 0.012 0.008
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     6   0.683    0.30169 0.000 0.340 NA 0.008 0.128 0.448
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1   0.153    0.82999 0.948 0.000 NA 0.016 0.012 0.008
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2   0.261    0.62842 0.000 0.888 NA 0.000 0.036 0.024
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1   0.179    0.82782 0.936 0.000 NA 0.024 0.012 0.008
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2   0.309    0.70335 0.000 0.800 NA 0.000 0.004 0.008
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2   0.380    0.67679 0.000 0.576 NA 0.000 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     6   0.712    0.40179 0.064 0.020 NA 0.128 0.200 0.556
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2   0.266    0.60462 0.000 0.884 NA 0.000 0.020 0.056
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1   0.153    0.82999 0.948 0.000 NA 0.016 0.012 0.008
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1   0.368    0.79635 0.824 0.000 NA 0.084 0.060 0.004
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2   0.370    0.69142 0.000 0.624 NA 0.000 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1   0.192    0.83427 0.916 0.000 NA 0.064 0.004 0.016
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2   0.302    0.70997 0.000 0.784 NA 0.000 0.000 0.004
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2   0.352    0.70582 0.000 0.760 NA 0.016 0.004 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5   0.786    0.04862 0.076 0.048 NA 0.116 0.424 0.312
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2   0.357    0.70655 0.000 0.752 NA 0.016 0.004 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2   0.383    0.67090 0.000 0.556 NA 0.000 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2   0.408    0.50312 0.000 0.776 NA 0.004 0.008 0.120
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     6   0.796    0.09522 0.204 0.004 NA 0.220 0.244 0.320
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1   0.171    0.82941 0.940 0.000 NA 0.020 0.012 0.008
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2   0.241    0.61990 0.000 0.900 NA 0.000 0.024 0.032
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1   0.400    0.77325 0.776 0.000 NA 0.148 0.004 0.064
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2   0.779   -0.15475 0.000 0.452 NA 0.092 0.068 0.216
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     6   0.466    0.49543 0.000 0.072 NA 0.044 0.000 0.736
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2   0.359    0.70192 0.000 0.776 NA 0.016 0.008 0.004
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1   0.153    0.83115 0.948 0.000 NA 0.016 0.012 0.008
#> C543A527-3E25-4389-9722-E9325C733243     2   0.530    0.34371 0.000 0.668 NA 0.016 0.008 0.160
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2   0.346    0.70835 0.000 0.748 NA 0.008 0.004 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6   0.564    0.39308 0.000 0.248 NA 0.008 0.004 0.584
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     6   0.760    0.04005 0.124 0.004 NA 0.160 0.336 0.364
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2   0.801   -0.30374 0.000 0.376 NA 0.096 0.072 0.296
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     4   0.762    0.45469 0.040 0.020 NA 0.448 0.076 0.308
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2   0.366    0.69390 0.000 0.636 NA 0.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1   0.179    0.82782 0.936 0.000 NA 0.024 0.012 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1   0.151    0.83268 0.948 0.000 NA 0.016 0.012 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1   0.230    0.83717 0.908 0.000 NA 0.036 0.012 0.040
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2   0.257    0.62553 0.000 0.892 NA 0.000 0.032 0.032
#> B9535625-504A-4FCD-B341-2985AE72508A     1   0.153    0.83115 0.948 0.000 NA 0.016 0.012 0.008
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1   0.597    0.61588 0.616 0.000 NA 0.172 0.012 0.164
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2   0.361    0.64945 0.000 0.768 NA 0.004 0.000 0.028
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2   0.341    0.61044 0.000 0.840 NA 0.000 0.052 0.040
#> 33060001-05C9-4751-AA58-F194207ACC08     2   0.340    0.58525 0.000 0.840 NA 0.000 0.032 0.064
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2   0.298    0.62911 0.000 0.868 NA 0.000 0.044 0.036
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2   0.480    0.49404 0.000 0.752 NA 0.016 0.048 0.072
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2   0.377    0.69618 0.000 0.780 NA 0.016 0.012 0.012
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2   0.569    0.00833 0.000 0.480 NA 0.012 0.428 0.024
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2   0.284    0.61013 0.000 0.876 NA 0.000 0.032 0.048
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2   0.439    0.50325 0.000 0.748 NA 0.008 0.004 0.120
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2   0.255    0.64871 0.000 0.888 NA 0.000 0.032 0.016
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2   0.324    0.70939 0.000 0.764 NA 0.000 0.000 0.008
#> A280A4AF-0687-40CA-8804-C6173B33E732     6   0.310    0.55014 0.000 0.044 NA 0.028 0.036 0.872
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4   0.635    0.71669 0.000 0.016 NA 0.604 0.164 0.076
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1   0.105    0.83946 0.964 0.000 NA 0.012 0.000 0.020
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2   0.387    0.65347 0.000 0.516 NA 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2   0.498    0.45158 0.000 0.728 NA 0.012 0.036 0.096
#> 293E6D35-8392-4C44-BC18-F917989516B0     2   0.379    0.70620 0.000 0.688 NA 0.008 0.004 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5   0.148    0.74898 0.000 0.036 NA 0.008 0.944 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2   0.262    0.62140 0.000 0.888 NA 0.000 0.024 0.040
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2   0.387    0.65347 0.000 0.516 NA 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)

plot of chunk tab-ATC-hclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-ATC-hclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-ATC-hclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-ATC-hclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-ATC-hclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-ATC-hclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-ATC-hclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-ATC-hclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-ATC-hclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-ATC-hclust-membership-heatmap-5

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)

plot of chunk tab-ATC-hclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-ATC-hclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-ATC-hclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-ATC-hclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-ATC-hclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-ATC-hclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-ATC-hclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-ATC-hclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-ATC-hclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-ATC-hclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk ATC-hclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-ATC-hclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-ATC-hclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-ATC-hclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-ATC-hclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-ATC-hclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk ATC-hclust-collect-classes

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.


ATC:kmeans**

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 17630 rows and 500 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 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)

plot of chunk ATC-kmeans-collect-plots

The plots are:

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:

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)

plot of chunk ATC-kmeans-select-partition-number

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           0.993       0.997         0.4713 0.530   0.530
#> 3 3 0.685           0.648       0.860         0.3725 0.711   0.499
#> 4 4 0.766           0.840       0.918         0.1335 0.785   0.468
#> 5 5 0.705           0.591       0.748         0.0588 0.946   0.805
#> 6 6 0.702           0.597       0.707         0.0429 0.892   0.585

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.997 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.998 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.997 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.997 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.997 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.997 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.6623      0.791 0.172 0.828
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.998 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000      0.997 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.997 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000      0.998 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.9552      0.397 0.376 0.624
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.998 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.997 0.000 1.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.997 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.997 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.997 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.998 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.997 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.998 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.997 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000      0.997 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.998 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.998 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000      0.997 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.997 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000      0.997 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.998 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.997 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000      0.997 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.998 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.0000      0.997 0.000 1.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.998 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.997 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.998 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.997 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.997 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000      0.998 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.997 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.997 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000      0.997 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000      0.997 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000      0.997 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.998 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.998 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000      0.997 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000      0.997 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.997 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.998 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.998 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0000      0.997 0.000 1.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.997 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.997 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000      0.997 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.997 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.997 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000      0.997 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.997 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.998 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.998 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.997 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000      0.997 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.997 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.997 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.997 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.997 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.997 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.997 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000      0.997 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.998 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.998 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.997 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.998 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.997 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.998 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000      0.997 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.998 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.997 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.997 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.998 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.997 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.998 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000      0.998 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.997 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.997 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.997 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000      0.997 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.998 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.997 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     1  0.7883      0.691 0.764 0.236
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.997 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.0000      0.998 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.997 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000      0.997 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.998 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000      0.997 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.5519      0.853 0.872 0.128
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000      0.997 0.000 1.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.998 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.997 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.0000      0.997 0.000 1.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.998 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.998 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000      0.997 0.000 1.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000      0.997 0.000 1.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000      0.997 0.000 1.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000      0.997 0.000 1.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000      0.997 0.000 1.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000      0.997 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000      0.998 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000      0.998 1.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000      0.997 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.0000      0.997 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000      0.998 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000      0.998 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000      0.998 1.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000      0.997 0.000 1.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000      0.997 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000      0.997 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000      0.997 0.000 1.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000      0.998 1.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000      0.998 1.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000      0.998 1.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000      0.997 0.000 1.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.0000      0.998 1.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.0000      0.997 0.000 1.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000      0.997 0.000 1.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     2  0.0000      0.997 0.000 1.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000      0.998 1.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000      0.998 1.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000      0.998 1.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0000      0.997 0.000 1.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000      0.998 1.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0000      0.997 0.000 1.000
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     2  0.0000      0.997 0.000 1.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000      0.997 0.000 1.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000      0.998 1.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0000      0.997 0.000 1.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.0000      0.997 0.000 1.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.0376      0.993 0.004 0.996
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000      0.998 1.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.0000      0.997 0.000 1.000
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#> 5C40F9B6-4A54-4861-9DE5-8852BF4B13E7     1  0.0000      0.998 1.000 0.000
#> B1E5EF8F-A11D-422A-A3CD-EC70CCC440D5     2  0.0000      0.997 0.000 1.000
#> 57AA1143-0FA1-4197-8CBE-517F6B885753     2  0.0000      0.997 0.000 1.000
#> B6C02F90-8F0E-46F5-B82D-240B3A4B44DD     2  0.0000      0.997 0.000 1.000
#> 387C53ED-A9ED-481F-87D9-87090B690E0E     2  0.0000      0.997 0.000 1.000
#> 443B751F-4F0B-45A1-BC83-24E446E8E573     2  0.0000      0.997 0.000 1.000
#> 74897E26-10A5-4484-A867-CE7C86DDB7E2     2  0.0000      0.997 0.000 1.000
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#> D42E39B0-7962-4880-A182-4596DB01B202     2  0.0000      0.997 0.000 1.000
#> 84778027-9C8E-4364-9069-70D8B86D6916     2  0.0000      0.997 0.000 1.000
#> C635C019-A66D-42B7-911C-4D0742CAF95A     1  0.0000      0.998 1.000 0.000
#> 1667B17C-C5E2-4E65-98FF-A6DDE44CC4B6     2  0.0000      0.997 0.000 1.000
#> 1C62E679-3A4E-4D10-8BFB-5BFBF2A3B4B6     1  0.0000      0.998 1.000 0.000
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#> AC25E68C-76EA-40E0-912F-29C632BC0996     1  0.0000      0.998 1.000 0.000
#> 3DA19761-6FF3-4E8C-AA0F-C04CE2CE7037     2  0.0000      0.997 0.000 1.000
#> 2E401C42-010F-4AFC-A362-B69426418626     1  0.0000      0.998 1.000 0.000
#> 913D6292-6507-4F86-A120-137CEACE5C9F     2  0.0000      0.997 0.000 1.000
#> F35F85A8-B3CD-4116-990F-94B2E432F902     2  0.0000      0.997 0.000 1.000
#> EEE5E45B-D2E3-4CFA-AC5F-8AE1EC2CB61C     2  0.0000      0.997 0.000 1.000
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#> 9E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C     2  0.0000      0.997 0.000 1.000
#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     2  0.0000      0.997 0.000 1.000
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#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0000      0.998 1.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     2  0.0000      0.997 0.000 1.000
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000      0.998 1.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.0000      0.998 1.000 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     2  0.0000      0.997 0.000 1.000
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000      0.998 1.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     2  0.0000      0.997 0.000 1.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     2  0.0000      0.997 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     2  0.0000      0.997 0.000 1.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     2  0.0000      0.997 0.000 1.000
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000      0.998 1.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000      0.998 1.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     2  0.0000      0.997 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000      0.998 1.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     2  0.0000      0.997 0.000 1.000
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000      0.998 1.000 0.000
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#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000      0.998 1.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0000      0.997 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     2  0.0000      0.997 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     2  0.0000      0.997 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0000      0.997 0.000 1.000
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     2  0.0000      0.997 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     2  0.0000      0.997 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000      0.998 1.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     2  0.0000      0.997 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000      0.998 1.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000      0.998 1.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.9933      0.174 0.452 0.548
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000      0.998 1.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000      0.998 1.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.0000      0.997 0.000 1.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000      0.998 1.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0000      0.997 0.000 1.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0000      0.997 0.000 1.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.0000      0.997 0.000 1.000
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000      0.997 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000      0.998 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000      0.997 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000      0.998 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000      0.997 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000      0.997 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000      0.997 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000      0.997 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000      0.997 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000      0.997 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000      0.997 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000      0.997 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000      0.997 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000      0.998 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000      0.997 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000      0.997 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000      0.997 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000      0.997 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000      0.998 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000      0.997 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0000      0.997 0.000 1.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000      0.997 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000      0.997 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.0000      0.997 0.000 1.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000      0.997 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000      0.998 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000      0.998 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000      0.998 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000      0.997 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000      0.998 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000      0.998 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.0000      0.997 0.000 1.000
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000      0.998 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000      0.997 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000      0.998 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000      0.997 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.0000      0.998 1.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000      0.998 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0000      0.997 0.000 1.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000      0.998 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000      0.997 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000      0.998 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000      0.997 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000      0.997 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000      0.998 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0000      0.997 0.000 1.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000      0.998 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000      0.997 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000      0.998 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000      0.997 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000      0.997 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000      0.998 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000      0.997 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000      0.998 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000      0.998 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000      0.997 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000      0.998 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000      0.997 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000      0.997 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000      0.998 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000      0.997 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000      0.997 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000      0.997 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000      0.997 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000      0.998 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000      0.998 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000      0.997 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000      0.998 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000      0.997 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000      0.997 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000      0.998 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000      0.997 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000      0.998 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000      0.997 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000      0.997 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0000      0.997 0.000 1.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000      0.998 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000      0.997 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000      0.998 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000      0.997 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000      0.998 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000      0.998 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000      0.998 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000      0.997 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000      0.998 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000      0.998 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000      0.997 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000      0.997 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000      0.997 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000      0.997 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000      0.997 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000      0.997 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000      0.997 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000      0.997 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000      0.997 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.997 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.997 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.998 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.997 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.998 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000      0.997 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.997 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.997 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.997 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.997 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000      0.997 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.5948    0.35444 0.000 0.640 0.360
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.4974    0.43440 0.236 0.764 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     3  0.6295    0.15842 0.000 0.472 0.528
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     3  0.6267    0.22483 0.000 0.452 0.548
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.2261    0.81915 0.000 0.068 0.932
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#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000    0.70151 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.93212 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.82721 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.6192    0.22985 0.000 0.580 0.420
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.2711    0.81382 0.000 0.088 0.912
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000    0.70151 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.6308   -0.02149 0.000 0.508 0.492
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.82721 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0188    0.89768 0.000 0.996 0.000 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     4  0.0000    0.92707 0.000 0.000 0.000 1.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.4500    0.71563 0.000 0.316 0.684 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     4  0.0592    0.92143 0.000 0.016 0.000 0.984
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.1637    0.79481 0.000 0.060 0.940 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     4  0.0000    0.92707 0.000 0.000 0.000 1.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     4  0.0188    0.92688 0.000 0.000 0.004 0.996
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     4  0.0188    0.92651 0.000 0.004 0.000 0.996
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.4103    0.68283 0.000 0.744 0.000 0.256
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.3024    0.80618 0.000 0.148 0.852 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.4356    0.62128 0.000 0.708 0.000 0.292
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     4  0.0469    0.92546 0.012 0.000 0.000 0.988
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0707    0.96048 0.980 0.000 0.000 0.020
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3024    0.80646 0.000 0.148 0.852 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3024    0.80618 0.000 0.148 0.852 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.5028    0.37851 0.000 0.400 0.004 0.596
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     4  0.0469    0.92373 0.000 0.012 0.000 0.988
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.3024    0.80646 0.000 0.148 0.852 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.2281    0.80701 0.000 0.904 0.096 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     4  0.0000    0.92707 0.000 0.000 0.000 1.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.4605    0.69861 0.000 0.336 0.664 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.1004    0.88768 0.000 0.972 0.004 0.024
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.5016    0.38639 0.000 0.396 0.004 0.600
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     4  0.0188    0.92651 0.000 0.004 0.000 0.996
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0524    0.89688 0.000 0.988 0.004 0.008
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.2999    0.79628 0.000 0.864 0.004 0.132
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1211    0.86850 0.000 0.960 0.040 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     4  0.1389    0.89832 0.000 0.048 0.000 0.952
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.4925    0.52811 0.000 0.428 0.572 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.4624    0.69382 0.000 0.340 0.660 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.3024    0.80646 0.000 0.148 0.852 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.3266    0.78922 0.000 0.832 0.000 0.168
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3610    0.64452 0.000 0.800 0.200 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     4  0.0336    0.92660 0.008 0.000 0.000 0.992
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     4  0.0524    0.92520 0.008 0.004 0.000 0.988
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.4585    0.70224 0.000 0.332 0.668 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.4304    0.64569 0.000 0.716 0.000 0.284
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.3444    0.77513 0.000 0.816 0.000 0.184
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     3  0.4624    0.69382 0.000 0.340 0.660 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.3311    0.78604 0.000 0.828 0.000 0.172
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4331    0.52378 0.000 0.288 0.712 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     4  0.3710    0.74326 0.192 0.000 0.004 0.804
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.4746    0.18272 0.000 0.632 0.368 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.4624    0.69382 0.000 0.340 0.660 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.3569    0.76137 0.000 0.804 0.000 0.196
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.3219    0.79246 0.000 0.836 0.000 0.164
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.1557    0.85337 0.000 0.944 0.056 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     4  0.4679    0.47160 0.352 0.000 0.000 0.648
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000    0.89773 0.000 1.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     4  0.0524    0.92608 0.008 0.000 0.004 0.988
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.3266    0.78922 0.000 0.832 0.000 0.168
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     4  0.2921    0.80380 0.000 0.140 0.000 0.860
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000    0.89773 0.000 1.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     4  0.0469    0.92373 0.000 0.012 0.000 0.988
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.4898    0.28261 0.000 0.584 0.416 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.3610    0.75027 0.800 0.000 0.000 0.200
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.2814    0.80967 0.000 0.132 0.868 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     4  0.0524    0.92403 0.000 0.008 0.004 0.988
#> 9ECB653A-A04F-457C-92FC-D13424511A47     4  0.0336    0.92465 0.000 0.008 0.000 0.992
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     4  0.3356    0.76619 0.176 0.000 0.000 0.824
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000    0.89773 0.000 1.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     4  0.1792    0.88081 0.000 0.068 0.000 0.932
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.4679    0.45728 0.648 0.000 0.000 0.352
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.3486    0.66638 0.000 0.812 0.188 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.3024    0.80405 0.000 0.852 0.000 0.148
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.3311    0.78604 0.000 0.828 0.000 0.172
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.3311    0.78604 0.000 0.828 0.000 0.172
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0336    0.97047 0.992 0.000 0.000 0.008
#> 37A8E941-F86F-449A-86E4-833AC349111F     3  0.4477    0.71861 0.000 0.312 0.688 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.4522    0.45896 0.000 0.320 0.680 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     4  0.3311    0.77017 0.172 0.000 0.000 0.828
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     3  0.4522    0.71244 0.000 0.320 0.680 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     4  0.0336    0.92660 0.008 0.000 0.000 0.992
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     4  0.0000    0.92707 0.000 0.000 0.000 1.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     4  0.0336    0.92660 0.008 0.000 0.000 0.992
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.3907    0.72074 0.000 0.768 0.000 0.232
#> 113340B4-B092-4B8C-8A13-5932525B0C33     4  0.0524    0.92608 0.008 0.000 0.004 0.988
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.4605    0.69861 0.000 0.336 0.664 0.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.4222    0.65133 0.000 0.728 0.000 0.272
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.3764    0.69119 0.000 0.784 0.216 0.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.3649    0.75597 0.000 0.796 0.000 0.204
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     3  0.4624    0.69382 0.000 0.340 0.660 0.000
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.2345    0.80173 0.000 0.900 0.100 0.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     4  0.0817    0.91446 0.000 0.024 0.000 0.976
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.4222    0.65133 0.000 0.728 0.000 0.272
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     3  0.3123    0.80382 0.000 0.156 0.844 0.000
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#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     3  0.4989    0.41621 0.000 0.472 0.528 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     4  0.0524    0.92608 0.008 0.000 0.004 0.988
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.4624    0.69382 0.000 0.340 0.660 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     4  0.0524    0.92608 0.008 0.000 0.004 0.988
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.3311    0.78604 0.000 0.828 0.000 0.172
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     4  0.0188    0.92651 0.000 0.004 0.000 0.996
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.4624    0.69382 0.000 0.340 0.660 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.4522    0.55905 0.000 0.680 0.000 0.320
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     4  0.0524    0.92608 0.008 0.000 0.004 0.988
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.3569    0.76137 0.000 0.804 0.000 0.196
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     4  0.0469    0.92373 0.000 0.012 0.000 0.988
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.3123    0.72088 0.000 0.844 0.156 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0469    0.89399 0.000 0.988 0.000 0.012
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0376    0.89633 0.000 0.992 0.004 0.004
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.4989    0.32884 0.000 0.472 0.528 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     4  0.0000    0.92707 0.000 0.000 0.000 1.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.4331    0.63861 0.000 0.712 0.000 0.288
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.97677 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0188    0.81874 0.000 0.004 0.996 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0336    0.89593 0.000 0.992 0.000 0.008
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.4605    0.69861 0.000 0.336 0.664 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.3402    0.80021 0.000 0.164 0.004 0.832
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0188    0.89858 0.000 0.996 0.004 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0188    0.81874 0.000 0.004 0.996 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0162    0.74197 0.000 0.996 0.000 0.004 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.3480    0.54980 0.000 0.000 0.000 0.248 0.752
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0162    0.74220 0.000 0.996 0.000 0.004 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.74179 0.000 1.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.3876    0.58362 0.000 0.316 0.684 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.74179 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     4  0.5868    0.42336 0.000 0.104 0.000 0.516 0.380
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0404    0.92704 0.988 0.000 0.000 0.012 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.4777    0.58595 0.000 0.052 0.680 0.268 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0510    0.73987 0.000 0.984 0.000 0.016 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.3534    0.54262 0.000 0.000 0.000 0.256 0.744
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.1638    0.67514 0.000 0.004 0.000 0.064 0.932
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.3636    0.51597 0.000 0.000 0.000 0.272 0.728
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5122    0.14707 0.000 0.628 0.000 0.312 0.060
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.3636    0.60888 0.000 0.272 0.728 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0162    0.74197 0.000 0.996 0.000 0.004 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3636    0.48268 0.000 0.728 0.272 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     4  0.5500    0.48985 0.000 0.376 0.000 0.552 0.072
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.3461    0.56347 0.004 0.000 0.000 0.224 0.772
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.2732    0.62796 0.000 0.840 0.000 0.160 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.4937    0.62330 0.672 0.000 0.000 0.064 0.264
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.3366    0.62532 0.000 0.232 0.768 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0162    0.74197 0.000 0.996 0.000 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.3395    0.62392 0.000 0.236 0.764 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0609    0.92782 0.980 0.000 0.000 0.020 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4010    0.58875 0.000 0.760 0.032 0.208 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.5733    0.40867 0.000 0.220 0.000 0.160 0.620
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     4  0.4644    0.22872 0.000 0.012 0.000 0.528 0.460
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.3033    0.87091 0.864 0.000 0.000 0.052 0.084
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.3366    0.62532 0.000 0.232 0.768 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.3796    0.42609 0.000 0.700 0.300 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0162    0.74197 0.000 0.996 0.000 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.3452    0.55806 0.000 0.000 0.000 0.244 0.756
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0162    0.74220 0.000 0.996 0.000 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.3932    0.57420 0.000 0.328 0.672 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0162    0.63543 0.000 0.004 0.996 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.5195    0.36322 0.000 0.688 0.000 0.144 0.168
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.5783    0.39320 0.000 0.228 0.000 0.160 0.612
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.3012    0.84781 0.860 0.000 0.000 0.036 0.104
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.3508    0.54552 0.000 0.000 0.000 0.252 0.748
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.3977    0.59269 0.000 0.764 0.032 0.204 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.6334   -0.15459 0.000 0.452 0.000 0.160 0.388
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3534    0.51696 0.000 0.744 0.256 0.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0162    0.92687 0.996 0.000 0.000 0.004 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     4  0.6024    0.52271 0.000 0.148 0.000 0.556 0.296
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.4114    0.49023 0.000 0.376 0.624 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.3932    0.57420 0.000 0.328 0.672 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.3661    0.47581 0.000 0.724 0.276 0.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.3366    0.62532 0.000 0.232 0.768 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0404    0.74097 0.000 0.988 0.000 0.012 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.5192   -0.19562 0.000 0.492 0.004 0.472 0.032
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.4210    0.15050 0.000 0.588 0.412 0.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.1704    0.67319 0.004 0.000 0.000 0.068 0.928
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.4276    0.50642 0.032 0.000 0.000 0.244 0.724
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.3895    0.58056 0.000 0.320 0.680 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     4  0.5566    0.52897 0.000 0.332 0.000 0.580 0.088
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0162    0.74197 0.000 0.996 0.000 0.004 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0162    0.74220 0.000 0.996 0.000 0.004 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.5047   -0.19239 0.000 0.496 0.000 0.472 0.032
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.3495    0.63733 0.000 0.812 0.028 0.160 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     3  0.3949    0.56943 0.000 0.332 0.668 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.5047   -0.19239 0.000 0.496 0.000 0.472 0.032
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.6071    0.44298 0.000 0.160 0.556 0.284 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.1836    0.90472 0.932 0.000 0.000 0.036 0.032
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.3578    0.64336 0.048 0.000 0.000 0.132 0.820
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.4300   -0.09737 0.000 0.524 0.476 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000    0.74179 0.000 1.000 0.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0794    0.92212 0.972 0.000 0.000 0.028 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.3949    0.56943 0.000 0.332 0.668 0.000 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0404    0.92704 0.988 0.000 0.000 0.012 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     4  0.5114    0.22487 0.000 0.476 0.000 0.488 0.036
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.5039   -0.14408 0.000 0.512 0.000 0.456 0.032
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.1012    0.92664 0.968 0.000 0.000 0.020 0.012
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.3586    0.48241 0.000 0.736 0.264 0.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0404    0.92704 0.988 0.000 0.000 0.012 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.5396    0.52206 0.220 0.000 0.000 0.124 0.656
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0162    0.74197 0.000 0.996 0.000 0.004 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0290    0.74209 0.000 0.992 0.000 0.008 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.1478    0.71287 0.000 0.936 0.000 0.064 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.3412    0.65785 0.000 0.028 0.000 0.152 0.820
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.5046   -0.17840 0.000 0.500 0.000 0.468 0.032
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     4  0.6001    0.54754 0.000 0.176 0.000 0.580 0.244
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0290    0.74184 0.000 0.992 0.000 0.008 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     4  0.4641    0.23652 0.000 0.012 0.000 0.532 0.456
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0290    0.74184 0.000 0.992 0.000 0.008 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.4192    0.51332 0.000 0.736 0.232 0.032 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.5865    0.37060 0.552 0.000 0.000 0.116 0.332
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.3366    0.62532 0.000 0.232 0.768 0.000 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.3495    0.65204 0.000 0.028 0.000 0.160 0.812
#> 9ECB653A-A04F-457C-92FC-D13424511A47     5  0.6312   -0.27915 0.000 0.156 0.000 0.392 0.452
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#> 61521A02-8D3F-48D5-BBDE-4D874A633059     5  0.3370    0.66514 0.000 0.028 0.000 0.148 0.824
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0963    0.91960 0.964 0.000 0.000 0.036 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0404    0.92704 0.988 0.000 0.000 0.012 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5  0.3535    0.65066 0.000 0.028 0.000 0.164 0.808
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.5047   -0.20276 0.000 0.496 0.000 0.472 0.032
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.1270    0.71367 0.000 0.948 0.052 0.000 0.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     4  0.6205    0.49417 0.000 0.156 0.000 0.512 0.332
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0290    0.74184 0.000 0.992 0.000 0.008 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.2074    0.89800 0.920 0.000 0.000 0.036 0.044
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0703    0.92731 0.976 0.000 0.000 0.024 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.4192    0.11849 0.000 0.596 0.000 0.404 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.4443   -0.10200 0.000 0.524 0.000 0.472 0.004
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.4147    0.58364 0.000 0.316 0.676 0.008 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000    0.74179 0.000 1.000 0.000 0.000 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.3857    0.58667 0.000 0.312 0.688 0.000 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.3508    0.61805 0.000 0.252 0.748 0.000 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     5  0.4283   -0.00876 0.000 0.000 0.000 0.456 0.544
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     4  0.5235    0.31552 0.000 0.408 0.008 0.552 0.032
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.3305    0.55783 0.000 0.776 0.224 0.000 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     3  0.3895    0.58056 0.000 0.320 0.680 0.000 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0794    0.92212 0.972 0.000 0.000 0.028 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.5114   -0.20499 0.000 0.492 0.000 0.472 0.036
#> D902E43A-F384-432A-B690-D20BFCC78443     5  0.5411    0.47759 0.000 0.176 0.000 0.160 0.664
#> D5E8379B-621C-4551-9B13-E63B1B068488     3  0.3932    0.57420 0.000 0.328 0.672 0.000 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0609    0.73937 0.000 0.980 0.000 0.020 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     4  0.5813    0.55629 0.000 0.328 0.000 0.560 0.112
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     5  0.4547    0.50545 0.252 0.000 0.000 0.044 0.704
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.3370    0.65651 0.000 0.028 0.000 0.148 0.824
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.3506    0.64535 0.044 0.000 0.000 0.132 0.824
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.4637    0.61260 0.000 0.740 0.100 0.160 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     4  0.4655    0.19820 0.000 0.012 0.000 0.512 0.476
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0510    0.92784 0.984 0.000 0.000 0.016 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.5352    0.41763 0.000 0.408 0.000 0.536 0.056
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.2074    0.89800 0.920 0.000 0.000 0.036 0.044
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.4307   -0.15396 0.000 0.504 0.496 0.000 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.2850    0.86217 0.872 0.000 0.000 0.036 0.092
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     3  0.3876    0.58362 0.000 0.316 0.684 0.000 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.4383    0.32666 0.004 0.000 0.000 0.424 0.572
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.3474    0.66203 0.008 0.020 0.000 0.148 0.824
#> BF513557-1518-4843-9F62-837B557D4CAB     5  0.6802   -0.28807 0.000 0.336 0.000 0.296 0.368
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0963    0.91960 0.964 0.000 0.000 0.036 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0510    0.73987 0.000 0.984 0.000 0.016 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0794    0.92212 0.972 0.000 0.000 0.028 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     3  0.3932    0.57420 0.000 0.328 0.672 0.000 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.4015    0.55392 0.000 0.348 0.652 0.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     4  0.6684    0.42065 0.000 0.288 0.000 0.436 0.276
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0404    0.74097 0.000 0.988 0.000 0.012 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0404    0.92704 0.988 0.000 0.000 0.012 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.1341    0.71668 0.000 0.944 0.000 0.056 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.3366    0.62532 0.000 0.232 0.768 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.2629    0.66723 0.004 0.000 0.000 0.136 0.860
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.2732    0.62989 0.000 0.840 0.000 0.160 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.3958    0.77148 0.780 0.000 0.000 0.044 0.176
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.3837    0.58926 0.000 0.308 0.692 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0290    0.92680 0.992 0.000 0.000 0.008 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000    0.74179 0.000 1.000 0.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     3  0.4161    0.45631 0.000 0.392 0.608 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.2597    0.67372 0.000 0.024 0.000 0.092 0.884
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.3932    0.57420 0.000 0.328 0.672 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3336    0.62829 0.000 0.000 0.772 0.228 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.3039    0.58674 0.000 0.808 0.000 0.192 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.0451    0.67855 0.004 0.000 0.000 0.008 0.988
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0162    0.74220 0.000 0.996 0.000 0.004 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1661    0.91519 0.940 0.000 0.000 0.024 0.036
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.5036   -0.13920 0.000 0.516 0.000 0.452 0.032
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.4287   -0.01925 0.000 0.000 0.000 0.460 0.540
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.3741    0.49504 0.000 0.732 0.264 0.004 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3160    0.60528 0.000 0.808 0.000 0.188 0.004
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.3949    0.56943 0.000 0.332 0.668 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     4  0.5644    0.36641 0.000 0.440 0.000 0.484 0.076
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.2712    0.66352 0.032 0.000 0.000 0.088 0.880
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.5036   -0.14034 0.000 0.516 0.000 0.452 0.032
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     4  0.4937    0.28302 0.000 0.028 0.000 0.544 0.428
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.3895    0.38003 0.000 0.680 0.320 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0609    0.92782 0.980 0.000 0.000 0.020 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0290    0.74184 0.000 0.992 0.000 0.008 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0794    0.92672 0.972 0.000 0.000 0.028 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0510    0.92784 0.984 0.000 0.000 0.016 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0609    0.73945 0.000 0.980 0.000 0.020 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0290    0.74184 0.000 0.992 0.000 0.008 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1732    0.70097 0.000 0.920 0.000 0.080 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0404    0.74131 0.000 0.988 0.000 0.012 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3336    0.56163 0.000 0.772 0.000 0.228 0.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.4197    0.63938 0.000 0.776 0.076 0.148 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0290    0.74126 0.000 0.992 0.000 0.008 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0290    0.74184 0.000 0.992 0.000 0.008 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.2690    0.63204 0.000 0.844 0.000 0.156 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1410    0.70805 0.000 0.940 0.060 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.2377    0.64577 0.000 0.872 0.128 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.3424    0.56004 0.000 0.000 0.000 0.240 0.760
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.5717    0.49922 0.000 0.368 0.000 0.540 0.092
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1043    0.92513 0.960 0.000 0.000 0.040 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.3074    0.59989 0.000 0.804 0.000 0.196 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.3932    0.57420 0.000 0.328 0.672 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.5237    0.51144 0.000 0.156 0.000 0.160 0.684
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0162    0.74220 0.000 0.996 0.000 0.004 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.3661    0.62497 0.000 0.000 0.724 0.276 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0713    0.78124 0.000 0.972 0.000 0.000 0.028 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.5984    0.46583 0.000 0.000 0.000 0.272 0.444 0.284
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.5787    0.79443 0.000 0.252 0.244 0.504 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.4402    0.31865 0.000 0.008 0.000 0.188 0.080 0.724
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0405    0.85492 0.988 0.000 0.000 0.008 0.000 0.004
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.2812    0.83183 0.000 0.040 0.872 0.016 0.000 0.072
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.6024    0.43882 0.000 0.000 0.000 0.268 0.424 0.308
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.4996    0.56029 0.000 0.000 0.000 0.200 0.644 0.156
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     6  0.6067   -0.32513 0.000 0.000 0.000 0.272 0.332 0.396
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.5468    0.35946 0.000 0.660 0.000 0.104 0.056 0.180
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.5786    0.78319 0.000 0.240 0.256 0.504 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3864   -0.36799 0.000 0.520 0.000 0.480 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     6  0.1814    0.58575 0.000 0.100 0.000 0.000 0.000 0.900
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.6547    0.39455 0.020 0.000 0.000 0.308 0.352 0.320
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.2664    0.62907 0.000 0.816 0.000 0.000 0.000 0.184
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000    0.94186 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     4  0.6932   -0.55328 0.224 0.000 0.000 0.456 0.236 0.084
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.5786    0.78277 0.000 0.240 0.256 0.504 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.5786    0.78277 0.000 0.240 0.256 0.504 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1493    0.85507 0.936 0.000 0.000 0.056 0.004 0.004
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#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0405    0.85492 0.988 0.000 0.000 0.008 0.000 0.004
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0790    0.77983 0.000 0.968 0.000 0.000 0.000 0.032
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.5786    0.78277 0.000 0.240 0.256 0.504 0.000 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.1480    0.57514 0.000 0.000 0.000 0.040 0.940 0.020
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.2697    0.62504 0.000 0.812 0.000 0.000 0.000 0.188
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.5702    0.57081 0.548 0.000 0.000 0.216 0.232 0.004
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.5787    0.79443 0.000 0.252 0.244 0.504 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.1858    0.84927 0.904 0.000 0.000 0.092 0.004 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.5669    0.75423 0.000 0.320 0.176 0.504 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.2812    0.58334 0.000 0.000 0.000 0.096 0.856 0.048
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.5787    0.79443 0.000 0.252 0.244 0.504 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.1814    0.82752 0.000 0.000 0.900 0.100 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.2793    0.60850 0.000 0.800 0.000 0.000 0.000 0.200
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000    0.94186 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.5396    0.56671 0.000 0.000 0.000 0.292 0.560 0.148
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.2203    0.84233 0.896 0.000 0.000 0.084 0.016 0.004
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     6  0.3907    0.28180 0.000 0.408 0.000 0.004 0.000 0.588
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000    0.94186 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     6  0.5146    0.13154 0.000 0.000 0.000 0.236 0.148 0.616
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.4648   -0.36634 0.000 0.496 0.000 0.464 0.000 0.040
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3428    0.47686 0.000 0.696 0.000 0.000 0.000 0.304
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.5781    0.79470 0.000 0.264 0.232 0.504 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.5700    0.43178 0.000 0.324 0.000 0.132 0.012 0.532
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.4061    0.58027 0.000 0.000 0.000 0.248 0.708 0.044
#> 896B5096-D888-4DC3-9C70-152BDE083E26     6  0.3979    0.16894 0.000 0.456 0.000 0.004 0.000 0.540
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     6  0.2113    0.48734 0.000 0.008 0.000 0.032 0.048 0.912
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.4097    0.44020 0.000 0.488 0.008 0.504 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0260    0.85366 0.992 0.000 0.000 0.000 0.000 0.008
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.1732    0.85235 0.920 0.000 0.000 0.072 0.004 0.004
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0146    0.85447 0.996 0.000 0.000 0.000 0.000 0.004
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.1155    0.85641 0.956 0.000 0.000 0.036 0.004 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1765    0.74167 0.000 0.904 0.000 0.000 0.000 0.096
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.1501    0.74738 0.000 0.924 0.000 0.000 0.000 0.076
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3756    0.29793 0.000 0.600 0.000 0.000 0.000 0.400
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.5982    0.16939 0.000 0.436 0.000 0.316 0.000 0.248
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1075    0.76878 0.000 0.952 0.000 0.000 0.048 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.2823    0.61007 0.000 0.796 0.000 0.000 0.000 0.204
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0260    0.79114 0.000 0.992 0.000 0.008 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0632    0.77952 0.000 0.976 0.024 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.6014    0.46006 0.000 0.000 0.000 0.280 0.432 0.288
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.2867    0.58588 0.000 0.112 0.000 0.000 0.040 0.848
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.3074    0.80934 0.792 0.000 0.000 0.200 0.004 0.004
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000    0.94186 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.3547    0.43204 0.000 0.668 0.000 0.000 0.000 0.332
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.5787    0.79443 0.000 0.252 0.244 0.504 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.3806    0.36354 0.000 0.200 0.000 0.000 0.752 0.048
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000    0.79652 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000    0.94186 0.000 0.000 1.000 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)

plot of chunk tab-ATC-kmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-ATC-kmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-ATC-kmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-ATC-kmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-ATC-kmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-ATC-kmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-ATC-kmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-ATC-kmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-ATC-kmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-ATC-kmeans-membership-heatmap-5

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)

plot of chunk tab-ATC-kmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-ATC-kmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-ATC-kmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-ATC-kmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-ATC-kmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-ATC-kmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-ATC-kmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-ATC-kmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-ATC-kmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-ATC-kmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk ATC-kmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-ATC-kmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-ATC-kmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-ATC-kmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-ATC-kmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-ATC-kmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk ATC-kmeans-collect-classes

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.


ATC:skmeans**

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 17630 rows and 500 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 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)

plot of chunk ATC-skmeans-collect-plots

The plots are:

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:

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)

plot of chunk ATC-skmeans-select-partition-number

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           0.990       0.996         0.4894 0.511   0.511
#> 3 3 1.000           0.953       0.973         0.3309 0.819   0.651
#> 4 4 0.853           0.825       0.906         0.0795 0.917   0.771
#> 5 5 0.817           0.769       0.840         0.0593 0.951   0.842
#> 6 6 0.879           0.891       0.919         0.0533 0.923   0.729

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9978 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9927 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9978 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9978 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9978 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9978 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9927 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9927 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9978 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9978 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9927 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9927 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9927 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9978 0.000 1.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9978 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9978 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9978 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9927 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     1  0.2423     0.9539 0.960 0.040
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9927 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9978 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9978 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9927 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9927 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9978 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9978 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9978 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9927 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9978 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000     0.9978 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9927 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.0000     0.9927 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9927 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9978 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9927 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9978 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9978 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9927 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9978 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9978 0.000 1.000
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#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.3879     0.9152 0.924 0.076
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0000     0.9978 0.000 1.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9927 1.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     2  0.0000     0.9978 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9927 1.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9978 0.000 1.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9978 0.000 1.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.0000     0.9978 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0000     0.9978 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.9978 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.9978 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.0000     0.9978 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.0000     0.9978 0.000 1.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.0000     0.9978 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9927 1.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.0000     0.9978 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.0000     0.9978 0.000 1.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.9978 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.9978 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9927 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.0000     0.9978 0.000 1.000
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.1414     0.9739 0.980 0.020
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.9978 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.9978 0.000 1.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     1  0.9732     0.3276 0.596 0.404
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.0000     0.9978 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9927 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9927 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9927 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0000     0.9978 0.000 1.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.0000     0.9927 1.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9927 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.8267     0.6459 0.260 0.740
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9927 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0000     0.9978 0.000 1.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9927 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.9978 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.0000     0.9927 1.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000     0.9927 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.4562     0.8917 0.904 0.096
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9927 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.9978 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9927 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.9978 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.0000     0.9978 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9927 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.0000     0.9927 1.000 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9927 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.9978 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9927 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0000     0.9978 0.000 1.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.0000     0.9978 0.000 1.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9927 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9978 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9927 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9927 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0000     0.9978 0.000 1.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9927 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.9978 0.000 1.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.9978 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9927 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.9978 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.0000     0.9978 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.9978 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9978 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9927 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9927 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9978 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9927 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9978 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9978 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9927 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9978 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9927 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9978 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9978 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0000     0.9978 0.000 1.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9927 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9978 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000     0.9927 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9978 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9927 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9927 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9927 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9978 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9927 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9927 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9978 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9978 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9978 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9978 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9978 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9978 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9978 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9978 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9978 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9978 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9978 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9927 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.0000     0.9927 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9927 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9978 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9978 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9978 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.1633     0.9700 0.976 0.024
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9978 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9978 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1860     0.9512 0.000 0.948 0.052
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9933 1.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1860     0.9512 0.000 0.948 0.052
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.6274     0.1965 0.000 0.544 0.456
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.1163     0.9661 0.000 0.028 0.972
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1860     0.9512 0.000 0.948 0.052
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.1163     0.9702 0.972 0.028 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9933 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9683 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1860     0.9512 0.000 0.948 0.052
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9933 1.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9933 1.000 0.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9933 1.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000     0.9409 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9683 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.1860     0.9512 0.000 0.948 0.052
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     3  0.1163     0.9661 0.000 0.028 0.972
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9933 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.1031     0.9353 0.000 0.976 0.024
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9933 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9409 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9683 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9933 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9933 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.1031     0.9664 0.000 0.024 0.976
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1860     0.9512 0.000 0.948 0.052
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9683 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9933 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     3  0.0237     0.9680 0.000 0.004 0.996
#> A3153235-3128-40AC-9371-AFA1F61E3E59     3  0.1163     0.9661 0.000 0.028 0.972
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9933 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.2050     0.9529 0.952 0.028 0.020
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9933 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.1031     0.9664 0.000 0.024 0.976
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9933 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     3  0.1163     0.9661 0.000 0.028 0.972
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.1860     0.9512 0.000 0.948 0.052
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9933 1.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1860     0.9512 0.000 0.948 0.052
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.1163     0.9661 0.000 0.028 0.972
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9683 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     3  0.5926     0.4546 0.000 0.356 0.644
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.3045     0.9321 0.020 0.916 0.064
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9933 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9933 1.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.0000     0.9683 0.000 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     3  0.6095     0.3484 0.000 0.392 0.608
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     3  0.0237     0.9680 0.000 0.004 0.996
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9933 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9933 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.3181     0.9154 0.912 0.064 0.024
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.1163     0.9661 0.000 0.028 0.972
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.1163     0.9661 0.000 0.028 0.972
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     3  0.1163     0.9661 0.000 0.028 0.972
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.1031     0.9664 0.000 0.024 0.976
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1860     0.9512 0.000 0.948 0.052
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     3  0.1964     0.9246 0.000 0.056 0.944
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     3  0.1163     0.9661 0.000 0.028 0.972
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9933 1.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9933 1.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.1163     0.9661 0.000 0.028 0.972
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.3253     0.9162 0.912 0.052 0.036
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.1860     0.9512 0.000 0.948 0.052
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.4842     0.6886 0.000 0.224 0.776
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#> FC2F983B-2530-4886-B759-E2C571E2D068     3  0.1031     0.9664 0.000 0.024 0.976
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     1  0.7777     0.3387 0.576 0.364 0.060
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.1860     0.9512 0.000 0.948 0.052
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9933 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0000     0.9683 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9933 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0000     0.9409 0.000 1.000 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0000     0.9409 0.000 1.000 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0000     0.9683 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.0000     0.9683 0.000 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.1860     0.9512 0.000 0.948 0.052
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     3  0.1163     0.9661 0.000 0.028 0.972
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.9683 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.1031     0.9664 0.000 0.024 0.976
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.9683 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0000     0.9933 1.000 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.9683 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.1860     0.9240 0.000 0.052 0.948
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     3  0.1163     0.9661 0.000 0.028 0.972
#> 4D9EF242-9F58-4681-ADCF-556E05932931     3  0.1163     0.9661 0.000 0.028 0.972
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9933 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.1860     0.9240 0.000 0.052 0.948
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.2860     0.8938 0.084 0.912 0.004
#> D5E8379B-621C-4551-9B13-E63B1B068488     3  0.1163     0.9661 0.000 0.028 0.972
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.1860     0.9512 0.000 0.948 0.052
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1031     0.9353 0.000 0.976 0.024
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.9683 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9933 1.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9933 1.000 0.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9933 1.000 0.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     3  0.0592     0.9642 0.000 0.012 0.988
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.1163     0.9702 0.972 0.028 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9933 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     3  0.3356     0.8934 0.036 0.056 0.908
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9933 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     3  0.1163     0.9661 0.000 0.028 0.972
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9933 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     3  0.1163     0.9661 0.000 0.028 0.972
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.0000     0.9933 1.000 0.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000     0.9933 1.000 0.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0892     0.9369 0.020 0.980 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9933 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.1860     0.9512 0.000 0.948 0.052
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9933 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     3  0.1163     0.9661 0.000 0.028 0.972
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000     0.9683 0.000 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9933 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0747     0.9364 0.016 0.984 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9933 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.1860     0.9512 0.000 0.948 0.052
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9933 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.3619     0.8889 0.000 0.864 0.136
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.1031     0.9664 0.000 0.024 0.976
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9933 1.000 0.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.9409 0.000 1.000 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9933 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9933 1.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.1031     0.9664 0.000 0.024 0.976
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9933 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     3  0.1031     0.9664 0.000 0.024 0.976
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     3  0.1163     0.9661 0.000 0.028 0.972
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9933 1.000 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     3  0.1163     0.9661 0.000 0.028 0.972
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9683 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1031     0.9353 0.000 0.976 0.024
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9683 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9933 1.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9933 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.1860     0.9512 0.000 0.948 0.052
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9933 1.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.1031     0.9353 0.000 0.976 0.024
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9683 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9933 1.000 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     3  0.1163     0.9661 0.000 0.028 0.972
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9933 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.1031     0.9353 0.000 0.976 0.024
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     3  0.1163     0.9661 0.000 0.028 0.972
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.1163     0.9334 0.000 0.972 0.028
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9933 1.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.1031     0.9353 0.000 0.976 0.024
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.1163     0.9702 0.972 0.028 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     3  0.1163     0.9661 0.000 0.028 0.972
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9933 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9933 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9933 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.1860     0.9512 0.000 0.948 0.052
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9933 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9933 1.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1964     0.9498 0.000 0.944 0.056
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.1860     0.9512 0.000 0.948 0.052
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9409 0.000 1.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.1860     0.9512 0.000 0.948 0.052
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.1643     0.9409 0.000 0.956 0.044
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     3  0.0237     0.9680 0.000 0.004 0.996
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.1860     0.9512 0.000 0.948 0.052
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1860     0.9512 0.000 0.948 0.052
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1031     0.9353 0.000 0.976 0.024
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.1860     0.9512 0.000 0.948 0.052
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0000     0.9683 0.000 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9933 1.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.3589     0.9035 0.900 0.052 0.048
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9933 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9683 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9409 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.1163     0.9661 0.000 0.028 0.972
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.3896     0.8420 0.864 0.128 0.008
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1860     0.9512 0.000 0.948 0.052
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9683 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.4040     0.5084 0.000 0.752 0.000 0.248
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.4661     0.6940 0.000 0.348 0.000 0.652
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     3  0.1637     0.8258 0.060 0.000 0.940 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.1022     0.9673 0.968 0.000 0.032 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0376     0.8934 0.000 0.992 0.004 0.004
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4916    -0.0194 0.000 0.576 0.424 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.1398     0.7720 0.000 0.040 0.004 0.956
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4898     0.3635 0.000 0.000 0.416 0.584
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.5762     0.0773 0.000 0.608 0.040 0.352
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.1661     0.8312 0.052 0.000 0.944 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.5080     0.5742 0.000 0.420 0.004 0.576
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.1211     0.8661 0.000 0.960 0.040 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.1211     0.8661 0.000 0.960 0.040 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.1398     0.8642 0.000 0.956 0.040 0.004
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.4608     0.7150 0.000 0.304 0.004 0.692
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     3  0.1305     0.8389 0.036 0.000 0.960 0.004
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.4800     0.7020 0.000 0.340 0.004 0.656
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#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     1  0.1452     0.9572 0.956 0.008 0.036 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     4  0.4927     0.6039 0.000 0.024 0.264 0.712
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     4  0.5119     0.5318 0.000 0.440 0.004 0.556
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 2F382D6A-B26F-450A-A156-9407D14538CD     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 56D3154E-E779-4C27-8305-FEE7310B6762     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     1  0.2399     0.9192 0.920 0.048 0.032 0.000
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     1  0.1452     0.9572 0.956 0.008 0.036 0.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> FC2F983B-2530-4886-B759-E2C571E2D068     4  0.4624     0.7022 0.000 0.340 0.000 0.660
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     3  0.1639     0.8404 0.036 0.008 0.952 0.004
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0524     0.8931 0.000 0.988 0.004 0.008
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     3  0.4356     0.6344 0.000 0.292 0.708 0.000
#> 72781523-C5BA-4B54-8410-E238B5F441B4     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> AE988295-3046-4778-81C5-B787CAC92268     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.3801     0.7393 0.000 0.220 0.000 0.780
#> B11FF528-846E-4E40-9E32-E5820ECB5504     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.0592     0.9784 0.984 0.000 0.016 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.4790     0.4934 0.000 0.000 0.620 0.380
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.1211     0.8288 0.000 0.000 0.960 0.040
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.1118     0.8684 0.000 0.964 0.036 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0000     0.8909 0.000 1.000 0.000 0.000
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.1452     0.9572 0.956 0.008 0.036 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.1022     0.9673 0.968 0.000 0.032 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.4916     0.3340 0.000 0.000 0.424 0.576
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     3  0.1637     0.8258 0.060 0.000 0.940 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     3  0.1209     0.8315 0.004 0.000 0.964 0.032
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.1305     0.9606 0.960 0.004 0.036 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.0188     0.8896 0.000 0.996 0.004 0.000
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.4917     0.2158 0.008 0.656 0.336 0.000
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.4304     0.4202 0.000 0.284 0.000 0.716
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.4925    -0.0357 0.000 0.572 0.428 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.4564     0.7072 0.000 0.328 0.000 0.672
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.1118     0.9640 0.964 0.000 0.036 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     3  0.4888     0.4483 0.000 0.412 0.588 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.2345     0.8859 0.900 0.000 0.100 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     3  0.5055     0.5226 0.000 0.368 0.624 0.008
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     3  0.1211     0.8499 0.000 0.040 0.960 0.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     3  0.1389     0.8336 0.048 0.000 0.952 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.4855     0.6860 0.000 0.352 0.004 0.644
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.4804     0.4171 0.000 0.708 0.016 0.276
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0336     0.8899 0.000 0.992 0.008 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 635170D3-D669-4165-B69C-9C9A246BFF11     3  0.6716     0.3567 0.000 0.404 0.504 0.092
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.5331     0.5209 0.000 0.024 0.332 0.644
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0188     0.8896 0.000 0.996 0.004 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     3  0.4855     0.4710 0.000 0.400 0.600 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.1211     0.8376 0.040 0.000 0.960 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9923 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     4  0.0000     0.7729 0.000 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     3  0.4776     0.5144 0.000 0.376 0.624 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.4800     0.7020 0.000 0.340 0.004 0.656
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.4037     0.6828 0.136 0.824 0.040 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0336     0.8959 0.000 0.992 0.000 0.008
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     4  0.0000     0.7729 0.000 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0290     0.8345 0.000 0.992 0.000 0.000 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0609     0.9540 0.980 0.000 0.000 0.000 0.020
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1608     0.7797 0.000 0.928 0.072 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.5725     0.2949 0.000 0.620 0.156 0.224 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     3  0.4517     0.9539 0.012 0.000 0.600 0.000 0.388
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.0000     0.6921 0.000 0.000 0.000 1.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0609     0.9540 0.980 0.000 0.000 0.000 0.020
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.4150     0.0873 0.612 0.000 0.000 0.000 0.388
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0609     0.9540 0.980 0.000 0.000 0.000 0.020
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0703     0.8277 0.000 0.976 0.000 0.000 0.024
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#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.3636     0.5493 0.000 0.272 0.000 0.728 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.4294     0.4186 0.468 0.000 0.000 0.000 0.532
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     4  0.0000     0.6921 0.000 0.000 0.000 1.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.5748     0.3563 0.000 0.584 0.116 0.000 0.300
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     4  0.0000     0.6921 0.000 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.1043     0.8087 0.000 0.960 0.040 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0162     0.9668 0.996 0.000 0.000 0.000 0.004
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     3  0.4238     0.9723 0.000 0.004 0.628 0.000 0.368
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     4  0.0000     0.6921 0.000 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.3994     0.6162 0.772 0.000 0.040 0.000 0.188
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.6728    -0.2150 0.000 0.404 0.260 0.000 0.336
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     3  0.4517     0.9590 0.000 0.012 0.600 0.000 0.388
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     3  0.4551     0.9628 0.000 0.016 0.616 0.000 0.368
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     3  0.4238     0.9703 0.004 0.000 0.628 0.000 0.368
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0162     0.9668 0.996 0.000 0.000 0.000 0.004
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.4630     0.6027 0.000 0.736 0.176 0.000 0.088
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0162     0.8368 0.000 0.996 0.000 0.000 0.004
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.7091     0.4138 0.000 0.576 0.124 0.124 0.176
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.5895     0.7062 0.000 0.104 0.396 0.500 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0880     0.8169 0.000 0.968 0.000 0.000 0.032
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.5748     0.3563 0.000 0.584 0.116 0.000 0.300
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.0404     0.6839 0.000 0.012 0.000 0.988 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0290     0.9638 0.992 0.000 0.000 0.000 0.008
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     3  0.4088     0.9705 0.000 0.000 0.632 0.000 0.368
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9693 1.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     4  0.0000     0.6921 0.000 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.5952     0.3006 0.000 0.560 0.136 0.000 0.304
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.6074     0.7134 0.000 0.128 0.372 0.500 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.4894     0.3879 0.036 0.352 0.000 0.000 0.612
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.8385 0.000 1.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     4  0.0000     0.6921 0.000 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0146     0.9465 0.000 0.996 0.000 0.000 0.004 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.3394     0.7687 0.776 0.000 0.000 0.200 0.024 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0146     0.9461 0.000 0.996 0.000 0.004 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1225     0.9024 0.000 0.952 0.036 0.012 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     6  0.3944     0.7179 0.016 0.000 0.000 0.216 0.024 0.744
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0000     0.9310 0.000 0.000 1.000 0.000 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.3301     0.7824 0.788 0.000 0.000 0.188 0.024 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.2948     0.7467 0.188 0.000 0.000 0.008 0.804 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.3202     0.7955 0.800 0.000 0.000 0.176 0.024 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2219     0.8493 0.000 0.864 0.000 0.136 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.3428     0.8391 0.000 0.000 0.304 0.696 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3202     0.7955 0.800 0.000 0.000 0.176 0.024 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.1007     0.9229 0.000 0.956 0.000 0.000 0.000 0.044
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9310 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0146     0.9531 0.996 0.000 0.000 0.000 0.004 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.3345     0.9643 0.000 0.020 0.204 0.776 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.3706     0.7046 0.000 0.000 0.380 0.620 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.3907     0.9188 0.000 0.000 0.176 0.756 0.000 0.068
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.0725     0.8671 0.000 0.012 0.000 0.012 0.976 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     6  0.3168     0.7505 0.000 0.000 0.000 0.172 0.024 0.804
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.3418     0.9738 0.000 0.032 0.184 0.784 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.3168     0.7997 0.804 0.000 0.000 0.172 0.024 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0146     0.9461 0.000 0.996 0.000 0.004 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9310 0.000 0.000 1.000 0.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.0632     0.8701 0.000 0.024 0.000 0.000 0.976 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.0632     0.8701 0.000 0.024 0.000 0.000 0.976 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.1204     0.9138 0.944 0.000 0.000 0.000 0.056 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.1261     0.9256 0.952 0.000 0.000 0.024 0.024 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.3578     0.2338 0.000 0.000 0.660 0.340 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.0632     0.8701 0.000 0.024 0.000 0.000 0.976 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     6  0.2662     0.7847 0.000 0.000 0.000 0.120 0.024 0.856
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0603     0.9446 0.980 0.000 0.000 0.016 0.004 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.2831     0.8352 0.840 0.000 0.000 0.136 0.024 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     3  0.2823     0.6677 0.000 0.204 0.796 0.000 0.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.3861     0.9256 0.000 0.000 0.184 0.756 0.000 0.060
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9310 0.000 0.000 1.000 0.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.2762     0.7376 0.196 0.000 0.000 0.000 0.804 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.0458     0.9196 0.000 0.016 0.984 0.000 0.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0713     0.9310 0.000 0.972 0.000 0.000 0.000 0.028
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9310 0.000 0.000 1.000 0.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0632     0.8815 0.024 0.000 0.000 0.000 0.976 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
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#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.5811     0.4180 0.576 0.000 0.000 0.156 0.024 0.244
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#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     6  0.3857     0.1361 0.000 0.468 0.000 0.000 0.000 0.532
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#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     6  0.3855     0.7288 0.000 0.012 0.000 0.216 0.024 0.748
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0790     0.9330 0.968 0.000 0.000 0.000 0.032 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     6  0.2265     0.8142 0.000 0.052 0.000 0.052 0.000 0.896
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
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#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
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#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.3377     0.9510 0.000 0.000 0.188 0.784 0.000 0.028
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0458     0.9397 0.000 0.984 0.000 0.000 0.016 0.000
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#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.2454     0.8072 0.000 0.840 0.000 0.000 0.000 0.160
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.0865     0.8943 0.000 0.036 0.964 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.1700     0.9088 0.928 0.000 0.000 0.048 0.024 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.0000     0.8529 0.000 0.000 0.000 0.000 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9550 1.000 0.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9310 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.2697     0.7730 0.000 0.812 0.000 0.000 0.000 0.188
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.3377     0.9783 0.000 0.028 0.188 0.784 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.0692     0.8732 0.004 0.020 0.000 0.000 0.976 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9484 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9310 0.000 0.000 1.000 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)

plot of chunk tab-ATC-skmeans-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-ATC-skmeans-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-ATC-skmeans-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-ATC-skmeans-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-ATC-skmeans-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-ATC-skmeans-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-ATC-skmeans-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-ATC-skmeans-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-ATC-skmeans-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-ATC-skmeans-membership-heatmap-5

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)

plot of chunk tab-ATC-skmeans-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-ATC-skmeans-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-ATC-skmeans-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-ATC-skmeans-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-ATC-skmeans-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-ATC-skmeans-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-ATC-skmeans-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-ATC-skmeans-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-ATC-skmeans-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-ATC-skmeans-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk ATC-skmeans-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-ATC-skmeans-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-ATC-skmeans-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-ATC-skmeans-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-ATC-skmeans-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-ATC-skmeans-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk ATC-skmeans-collect-classes

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.


ATC:pam*

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 17630 rows and 500 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 5.
#> 
#> 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)

plot of chunk ATC-pam-collect-plots

The plots are:

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:

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)

plot of chunk ATC-pam-select-partition-number

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           0.987       0.995         0.4486 0.554   0.554
#> 3 3 0.840           0.910       0.955         0.4051 0.779   0.609
#> 4 4 0.752           0.735       0.826         0.1278 0.889   0.712
#> 5 5 0.941           0.888       0.950         0.0876 0.888   0.649
#> 6 6 0.839           0.831       0.899         0.0337 0.962   0.839

suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:

suggest_best_k(res)
#> [1] 5
#> 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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.993 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000      0.997 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.993 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.993 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000      0.993 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.993 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.0000      0.993 0.000 1.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.997 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000      0.993 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.993 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.9358      0.462 0.352 0.648
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.0000      0.993 0.000 1.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000      0.997 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.993 0.000 1.000
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000      0.993 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.993 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.993 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.997 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.993 0.000 1.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.997 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.993 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000      0.993 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.997 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.997 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000      0.993 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.993 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000      0.993 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.997 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.993 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000      0.993 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.997 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.0000      0.993 0.000 1.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.997 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000      0.993 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.997 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.993 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.993 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.6531      0.796 0.832 0.168
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.993 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000      0.993 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000      0.993 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000      0.993 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000      0.993 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.997 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.997 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000      0.993 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000      0.993 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.993 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.997 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.997 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0000      0.993 0.000 1.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000      0.993 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000      0.993 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000      0.993 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000      0.993 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.993 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000      0.993 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.993 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.997 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.997 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000      0.993 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000      0.993 0.000 1.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.993 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.993 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.993 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.993 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000      0.993 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.993 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000      0.993 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.997 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.997 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.993 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.997 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.993 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.997 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000      0.993 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.997 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.993 0.000 1.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.993 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.997 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.993 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.997 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000      0.997 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.993 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.993 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.993 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000      0.993 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000      0.997 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.993 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000      0.993 0.000 1.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.993 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.1184      0.978 0.016 0.984
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.993 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000      0.993 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.997 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000      0.993 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.0000      0.993 0.000 1.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000      0.993 0.000 1.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.997 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.993 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.0000      0.993 0.000 1.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.997 1.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.997 1.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.0000      0.993 0.000 1.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000      0.993 0.000 1.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000      0.993 0.000 1.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000      0.993 0.000 1.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000      0.993 0.000 1.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000      0.993 0.000 1.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000      0.997 1.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000      0.997 1.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.0000      0.993 0.000 1.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.0000      0.993 0.000 1.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000      0.997 1.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000      0.997 1.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000      0.997 1.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000      0.993 0.000 1.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     2  0.0000      0.993 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     2  0.0000      0.993 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.0000      0.993 0.000 1.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000      0.997 1.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.0000      0.997 1.000 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000      0.997 1.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000      0.993 0.000 1.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.0000      0.997 1.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     2  0.0000      0.993 0.000 1.000
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000      0.993 0.000 1.000
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#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000      0.993 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000      0.993 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000      0.997 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.993 0.000 1.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.997 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000      0.993 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.993 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000      0.993 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.993 0.000 1.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.993 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000      0.993 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000      0.961 0.000 1.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4399      0.740 0.812 0.188 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000      0.961 0.000 1.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000      0.961 0.000 1.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     3  0.4178      0.853 0.000 0.172 0.828
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000      0.961 0.000 1.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.0000      0.961 0.000 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000      0.989 1.000 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.4178      0.853 0.000 0.172 0.828
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000      0.961 0.000 1.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.2796      0.857 0.092 0.908 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.0000      0.961 0.000 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4931      0.673 0.768 0.232 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0000      0.961 0.000 1.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.4178      0.853 0.000 0.172 0.828
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000      0.961 0.000 1.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000      0.961 0.000 1.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000      0.989 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0000      0.961 0.000 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000      0.989 1.000 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000      0.961 0.000 1.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000      0.862 0.000 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000      0.989 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000      0.989 1.000 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0000      0.862 0.000 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000      0.961 0.000 1.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.4178      0.853 0.000 0.172 0.828
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000      0.989 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000      0.961 0.000 1.000 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000      0.961 0.000 1.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000      0.989 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.0000      0.961 0.000 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000      0.989 1.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.3116      0.861 0.000 0.108 0.892
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000      0.989 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000      0.961 0.000 1.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000      0.961 0.000 1.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.3116      0.828 0.108 0.892 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000      0.961 0.000 1.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     3  0.4974      0.807 0.000 0.236 0.764
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000      0.862 0.000 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000      0.961 0.000 1.000 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000      0.961 0.000 1.000 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000      0.989 1.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000      0.989 1.000 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000      0.961 0.000 1.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000      0.961 0.000 1.000 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000      0.961 0.000 1.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000      0.989 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000      0.989 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.0000      0.961 0.000 1.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     3  0.5016      0.802 0.000 0.240 0.760
#> D35E148D-0537-4186-8B19-17915782AF18     3  0.6126      0.529 0.000 0.400 0.600
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.1860      0.906 0.000 0.948 0.052
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     3  0.4178      0.853 0.000 0.172 0.828
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000      0.961 0.000 1.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000      0.961 0.000 1.000 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000      0.961 0.000 1.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000      0.989 1.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000      0.989 1.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     3  0.4654      0.832 0.000 0.208 0.792
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.0000      0.961 0.000 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000      0.961 0.000 1.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000      0.961 0.000 1.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000      0.961 0.000 1.000 0.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000      0.961 0.000 1.000 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     3  0.4702      0.829 0.000 0.212 0.788
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000      0.961 0.000 1.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.3879      0.856 0.000 0.152 0.848
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000      0.989 1.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000      0.989 1.000 0.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000      0.961 0.000 1.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000      0.989 1.000 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000      0.961 0.000 1.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000      0.989 1.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     3  0.4702      0.829 0.000 0.212 0.788
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000      0.989 1.000 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0000      0.961 0.000 1.000 0.000
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000      0.961 0.000 1.000 0.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000      0.989 1.000 0.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000      0.961 0.000 1.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000      0.989 1.000 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000      0.989 1.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000      0.961 0.000 1.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000      0.961 0.000 1.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000      0.961 0.000 1.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000      0.862 0.000 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.1529      0.943 0.960 0.040 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000      0.961 0.000 1.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.0000      0.961 0.000 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000      0.961 0.000 1.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.0000      0.961 0.000 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000      0.961 0.000 1.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0892      0.941 0.000 0.980 0.020
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000      0.989 1.000 0.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.1643      0.866 0.000 0.044 0.956
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.0000      0.961 0.000 1.000 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0000      0.961 0.000 1.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000      0.989 1.000 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000      0.961 0.000 1.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.0000      0.961 0.000 1.000 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000      0.989 1.000 0.000 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0000      0.989 1.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.6295     -0.138 0.000 0.528 0.472
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0000      0.961 0.000 1.000 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0000      0.961 0.000 1.000 0.000
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000      0.961 0.000 1.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000      0.961 0.000 1.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000      0.961 0.000 1.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0000      0.989 1.000 0.000 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.0000      0.989 1.000 0.000 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     3  0.4178      0.853 0.000 0.172 0.828
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.5760      0.673 0.000 0.328 0.672
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0000      0.989 1.000 0.000 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0000      0.989 1.000 0.000 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0000      0.989 1.000 0.000 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000      0.961 0.000 1.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000      0.862 0.000 0.000 1.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000      0.862 0.000 0.000 1.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     3  0.4178      0.853 0.000 0.172 0.828
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.0000      0.989 1.000 0.000 0.000
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     2  0.4702      0.679 0.212 0.788 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.0000      0.989 1.000 0.000 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0000      0.961 0.000 1.000 0.000
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.0000      0.989 1.000 0.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     3  0.5397      0.755 0.000 0.280 0.720
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0000      0.961 0.000 1.000 0.000
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     3  0.4178      0.853 0.000 0.172 0.828
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.0000      0.989 1.000 0.000 0.000
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.0000      0.989 1.000 0.000 0.000
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.0000      0.989 1.000 0.000 0.000
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0237      0.957 0.000 0.996 0.004
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.0000      0.989 1.000 0.000 0.000
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0000      0.961 0.000 1.000 0.000
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     3  0.5591      0.720 0.000 0.304 0.696
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000      0.961 0.000 1.000 0.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.0000      0.989 1.000 0.000 0.000
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     2  0.0000      0.961 0.000 1.000 0.000
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.0000      0.961 0.000 1.000 0.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.0000      0.961 0.000 1.000 0.000
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.0000      0.989 1.000 0.000 0.000
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.0000      0.961 0.000 1.000 0.000
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0000      0.961 0.000 1.000 0.000
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.0000      0.989 1.000 0.000 0.000
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     3  0.4178      0.853 0.000 0.172 0.828
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     2  0.0000      0.961 0.000 1.000 0.000
#> A4821960-9921-4B07-98CE-C4FDCA15146D     1  0.0000      0.989 1.000 0.000 0.000
#> 8DA59514-8B25-493E-B226-818F2521B5D5     1  0.0000      0.989 1.000 0.000 0.000
#> C9EE359E-2F42-4D20-880D-FBF8B4953731     1  0.0000      0.989 1.000 0.000 0.000
#> F90967A5-96C6-4669-BCFB-0C51F539B0E7     2  0.0000      0.961 0.000 1.000 0.000
#> 2482156E-29A8-4B6B-91BD-219EAC9229B5     3  0.4346      0.847 0.000 0.184 0.816
#> 4EA4A8AE-581A-4170-8062-99645CB41337     1  0.0000      0.989 1.000 0.000 0.000
#> C584D193-A7DD-43B1-93ED-C46F4E3313F0     2  0.0000      0.961 0.000 1.000 0.000
#> 2FBF997D-B138-4BB4-B51E-81CEF9C0C8A3     2  0.5706      0.423 0.000 0.680 0.320
#> 0AF0D126-507C-4DE1-B9A2-A1B8F0A089FB     2  0.0000      0.961 0.000 1.000 0.000
#> 077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C     3  0.0000      0.862 0.000 0.000 1.000
#> 32CED7C6-C413-4B5C-8A49-8AA2C97E582D     3  0.0000      0.862 0.000 0.000 1.000
#> 66FF1C46-83F0-4EEC-9871-448C8C7EA3AE     1  0.0000      0.989 1.000 0.000 0.000
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#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0237      0.984 0.996 0.004 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0000      0.961 0.000 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000      0.989 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000      0.862 0.000 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000      0.961 0.000 1.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     3  0.4702      0.829 0.000 0.212 0.788
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0000      0.961 0.000 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000      0.961 0.000 1.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000      0.862 0.000 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.4936    -0.1508 0.624 0.372 0.000 0.004
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.5050     0.5332 0.408 0.588 0.000 0.004
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.3172     0.6092 0.000 0.160 0.840 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.4905    -0.1281 0.632 0.364 0.000 0.004
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.6920     0.6538 0.000 0.132 0.316 0.552
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0592     0.6337 0.984 0.000 0.000 0.016
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.4679     0.7991 0.648 0.000 0.000 0.352
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.7080     0.3329 0.196 0.568 0.000 0.236
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.5360     0.5219 0.000 0.012 0.436 0.552
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.3975     0.4938 0.000 0.000 0.760 0.240
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0376     0.8629 0.004 0.992 0.000 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0188     0.6202 0.996 0.000 0.000 0.004
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.1716     0.7916 0.000 0.936 0.000 0.064
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.2888     0.7693 0.124 0.872 0.000 0.004
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.7176     0.6938 0.000 0.196 0.252 0.552
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.7084     0.6820 0.000 0.164 0.284 0.552
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.5459     0.5716 0.000 0.432 0.016 0.552
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4977     0.5224 0.000 0.460 0.000 0.540
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0336     0.8582 0.000 0.992 0.000 0.008
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.6234 1.000 0.000 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.6234 1.000 0.000 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.5119     0.5081 0.440 0.556 0.000 0.004
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.7176     0.6938 0.000 0.196 0.252 0.552
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4193     0.4226 0.000 0.268 0.732 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.4948     0.8351 0.560 0.000 0.000 0.440
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.7067     0.6789 0.000 0.160 0.288 0.552
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000     0.6234 1.000 0.000 0.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0779     0.6045 0.980 0.016 0.000 0.004
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.5112     0.5113 0.436 0.560 0.000 0.004
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.5119     0.5081 0.440 0.556 0.000 0.004
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0336     0.8598 0.000 0.992 0.008 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0188     0.6257 0.996 0.000 0.000 0.004
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.2125     0.8095 0.076 0.920 0.000 0.004
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.1211     0.6477 0.960 0.000 0.000 0.040
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.0469     0.8593 0.012 0.988 0.000 0.000
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.3726     0.7350 0.788 0.000 0.000 0.212
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.7182     0.6944 0.000 0.200 0.248 0.552
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     2  0.3528     0.6399 0.000 0.808 0.192 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0592     0.6336 0.984 0.000 0.000 0.016
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.1211     0.6477 0.960 0.000 0.000 0.040
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.1211     0.6477 0.960 0.000 0.000 0.040
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 113340B4-B092-4B8C-8A13-5932525B0C33     1  0.0000     0.6234 1.000 0.000 0.000 0.000
#> E528D9EE-41C3-4D4C-B16F-ABBDD6E31B84     4  0.7200     0.6927 0.000 0.228 0.220 0.552
#> 25B5E54F-5858-454C-9B23-440A82450912     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> A19ADC4B-C7E3-4855-9B59-009865D4FBF0     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 9E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> A21476BD-0550-4D87-80EA-6E1454E0896D     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 0F8847C7-545C-4C3C-B3D0-0681C9480712     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> A219A5D7-C67B-4CF0-860A-78ADEB56A13D     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> AD62B8A4-6AB8-4C99-80F5-98A1C085027D     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 85D3FB91-4738-4B8A-B86E-115FDEF10166     4  0.7196     0.6910 0.000 0.236 0.212 0.552
#> A0A24949-483B-4250-B11E-2BCE49F302AC     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 2B311620-94F3-4B53-B66A-81AC0A32453B     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 85ABD5AE-6E84-4FB0-8C8B-03DD1AEF3898     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> EE52CA48-EBE4-4BCA-B9BA-9AB39F8E7986     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B4E10042-052D-4DC4-BC94-FF1D5D4632C0     2  0.2999     0.7620 0.132 0.864 0.000 0.004
#> 52F6F0A9-8D2D-49BC-9B49-E20E5E53561C     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 575F780D-9288-44CC-A0EA-E28EAD80213B     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 7604968C-689A-458D-96BA-33B163B238F8     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 2E040577-EA0C-4876-9F43-A180DA38F733     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 9C30E1C0-1ADE-460B-B53D-297CCA80C071     4  0.4961     0.5026 0.000 0.000 0.448 0.552
#> 4FE5EDE2-7790-4A75-9BB6-93260A8154A0     4  0.4961     0.5475 0.000 0.448 0.000 0.552
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#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.1902     0.5501 0.932 0.064 0.000 0.004
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.7138     0.6892 0.000 0.180 0.268 0.552
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.6234 1.000 0.000 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.5126     0.5050 0.444 0.552 0.000 0.004
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.7176     0.6938 0.000 0.196 0.252 0.552
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.6234 1.000 0.000 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.5119     0.5081 0.440 0.556 0.000 0.004
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.5360     0.5659 0.000 0.436 0.012 0.552
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0188     0.8650 0.000 0.996 0.000 0.004
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.4961     0.5475 0.000 0.448 0.000 0.552
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0469     0.8571 0.000 0.988 0.012 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0524     0.6127 0.988 0.008 0.000 0.004
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.5119     0.5081 0.440 0.556 0.000 0.004
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.4955     0.8364 0.556 0.000 0.000 0.444
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9193 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.6061     0.5671 0.000 0.048 0.400 0.552
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.0376     0.8629 0.004 0.992 0.000 0.004
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.8656 0.000 1.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9193 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.3690     0.6469 0.000 0.224 0.000 0.012 0.764
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.4547     0.3010 0.000 0.588 0.000 0.012 0.400
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.3519     0.6919 0.000 0.216 0.776 0.008 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.0566     0.8906 0.000 0.004 0.000 0.012 0.984
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.0912     0.9539 0.000 0.016 0.012 0.972 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0963     0.9457 0.000 0.036 0.000 0.964 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.0609     0.8841 0.020 0.000 0.000 0.000 0.980
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3274     0.6918 0.780 0.000 0.000 0.000 0.220
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0703     0.9505 0.000 0.000 0.024 0.976 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.0880     0.9488 0.000 0.032 0.000 0.968 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.6669    -0.0689 0.000 0.400 0.000 0.232 0.368
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.1364     0.8712 0.000 0.036 0.000 0.012 0.952
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0609     0.9537 0.000 0.020 0.000 0.980 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.0162     0.8932 0.000 0.000 0.000 0.004 0.996
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.3983     0.4583 0.000 0.000 0.340 0.660 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0798     0.9431 0.000 0.976 0.000 0.016 0.008
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.4219     0.2795 0.000 0.584 0.000 0.416 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.1809     0.9001 0.000 0.928 0.000 0.012 0.060
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0510     0.9551 0.000 0.016 0.000 0.984 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0566     0.9552 0.000 0.004 0.012 0.984 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0880     0.9488 0.000 0.032 0.000 0.968 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.4171     0.3571 0.000 0.396 0.000 0.604 0.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3949     0.4969 0.000 0.668 0.000 0.332 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.0162     0.8927 0.004 0.000 0.000 0.000 0.996
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.0162     0.8927 0.004 0.000 0.000 0.000 0.996
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     5  0.1444     0.8680 0.000 0.040 0.000 0.012 0.948
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.0963     0.9457 0.000 0.036 0.000 0.964 0.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0510     0.9551 0.000 0.016 0.000 0.984 0.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.4517     0.2297 0.000 0.556 0.436 0.008 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.1270     0.9218 0.948 0.000 0.000 0.000 0.052
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0880     0.9488 0.000 0.032 0.000 0.968 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0912     0.9539 0.000 0.016 0.012 0.972 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.3305     0.6833 0.776 0.000 0.000 0.000 0.224
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0290     0.9463 0.000 0.992 0.000 0.008 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     5  0.0404     0.8900 0.012 0.000 0.000 0.000 0.988
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     5  0.3863     0.6248 0.000 0.248 0.000 0.012 0.740
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     5  0.1444     0.8680 0.000 0.040 0.000 0.012 0.948
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.1341     0.8605 0.056 0.000 0.000 0.000 0.944
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.2230     0.7866 0.000 0.116 0.000 0.000 0.884
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.1281     0.9223 0.000 0.956 0.000 0.012 0.032
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     5  0.4235     0.3109 0.424 0.000 0.000 0.000 0.576
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.1341     0.9094 0.000 0.944 0.000 0.000 0.056
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
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#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.1012     0.9314 0.000 0.968 0.000 0.012 0.020
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.0451     0.9442 0.000 0.988 0.000 0.008 0.004
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.0290     0.9462 0.000 0.992 0.000 0.008 0.000
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     4  0.4206     0.5773 0.000 0.272 0.020 0.708 0.000
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     5  0.1012     0.8821 0.000 0.020 0.000 0.012 0.968
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.3461     0.7044 0.000 0.772 0.000 0.004 0.224
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.0880     0.9488 0.000 0.032 0.000 0.968 0.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.3266     0.7395 0.000 0.796 0.000 0.004 0.200
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1012     0.9314 0.000 0.968 0.000 0.012 0.020
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.1270     0.9218 0.948 0.000 0.000 0.000 0.052
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     5  0.0162     0.8927 0.004 0.000 0.000 0.000 0.996
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.0880     0.9488 0.000 0.032 0.000 0.968 0.000
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     5  0.0404     0.8912 0.000 0.000 0.000 0.012 0.988
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     5  0.1444     0.8680 0.000 0.040 0.000 0.012 0.948
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.0510     0.9551 0.000 0.016 0.000 0.984 0.000
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     5  0.0566     0.8899 0.000 0.004 0.000 0.012 0.984
#> 1FB9316D-4674-4D97-A33B-649F53D09487     5  0.3932     0.5175 0.328 0.000 0.000 0.000 0.672
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.1012     0.9314 0.000 0.968 0.000 0.012 0.020
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     4  0.1043     0.9428 0.000 0.040 0.000 0.960 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0671     0.9441 0.000 0.980 0.000 0.016 0.004
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.0404     0.8912 0.000 0.000 0.000 0.012 0.988
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0510     0.9551 0.000 0.016 0.000 0.984 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.0000     0.8938 0.000 0.000 0.000 0.000 1.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0566     0.9552 0.000 0.004 0.012 0.984 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3932     0.5308 0.000 0.000 0.672 0.328 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.0162     0.8927 0.004 0.000 0.000 0.000 0.996
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.1195     0.8769 0.000 0.028 0.000 0.012 0.960
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0963     0.9457 0.000 0.036 0.000 0.964 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0510     0.9551 0.000 0.016 0.000 0.984 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0162     0.8927 0.004 0.000 0.000 0.000 0.996
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     5  0.1444     0.8680 0.000 0.040 0.000 0.012 0.948
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0609     0.9537 0.000 0.020 0.000 0.980 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0324     0.9620 0.992 0.000 0.004 0.004 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0566     0.9428 0.000 0.984 0.000 0.012 0.004
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0963     0.9457 0.000 0.036 0.000 0.964 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.0290     0.8923 0.000 0.000 0.000 0.008 0.992
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     5  0.1444     0.8680 0.000 0.040 0.000 0.012 0.948
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9633 1.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0609     0.9527 0.000 0.000 0.020 0.980 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.1205     0.9220 0.000 0.956 0.000 0.004 0.040
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0162     0.9485 0.000 0.996 0.000 0.004 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0162     0.9591 0.000 0.000 0.996 0.004 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0865     0.8830 0.000 0.964 0.000 0.000 0.000 0.036
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.5237     0.5590 0.000 0.220 0.000 0.000 0.608 0.172
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.5779     0.2997 0.000 0.488 0.000 0.000 0.312 0.200
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     6  0.3175     0.9596 0.256 0.000 0.000 0.000 0.000 0.744
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.4184     0.3449 0.000 0.408 0.576 0.000 0.000 0.016
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.2703     0.8182 0.000 0.004 0.000 0.000 0.824 0.172
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.0146     0.8580 0.000 0.000 0.000 0.000 0.996 0.004
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.0000     0.8578 0.000 0.000 0.000 0.000 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.2562     0.8365 0.000 0.828 0.000 0.000 0.000 0.172
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.1168     0.9145 0.000 0.028 0.000 0.956 0.000 0.016
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0865     0.8830 0.000 0.964 0.000 0.000 0.000 0.036
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.1075     0.9067 0.000 0.048 0.000 0.952 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     6  0.3221     0.9705 0.264 0.000 0.000 0.000 0.000 0.736
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2793     0.8246 0.000 0.800 0.000 0.000 0.000 0.200
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.1471     0.8170 0.064 0.000 0.000 0.000 0.932 0.004
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9322 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     6  0.3221     0.9705 0.264 0.000 0.000 0.000 0.000 0.736
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0937     0.8508 0.960 0.000 0.000 0.000 0.040 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.0603     0.9182 0.000 0.000 0.004 0.980 0.000 0.016
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.0458     0.9202 0.000 0.000 0.000 0.984 0.000 0.016
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.2882     0.7648 0.000 0.180 0.000 0.812 0.000 0.008
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.6794     0.2494 0.000 0.484 0.000 0.224 0.212 0.080
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.2823     0.5801 0.796 0.000 0.000 0.000 0.000 0.204
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.2793     0.8087 0.000 0.000 0.000 0.000 0.800 0.200
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
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#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     6  0.3747     0.7919 0.396 0.000 0.000 0.000 0.000 0.604
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0363     0.8686 0.988 0.000 0.000 0.000 0.000 0.012
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.0146     0.9269 0.000 0.004 0.000 0.996 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.0865     0.8547 0.000 0.000 0.000 0.000 0.964 0.036
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.4039     0.4747 0.000 0.000 0.632 0.352 0.000 0.016
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9322 0.000 0.000 1.000 0.000 0.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.0000     0.8578 0.000 0.000 0.000 0.000 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     6  0.3756     0.7844 0.400 0.000 0.000 0.000 0.000 0.600
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.2562     0.8365 0.000 0.828 0.000 0.000 0.000 0.172
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9322 0.000 0.000 1.000 0.000 0.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.2793     0.8087 0.000 0.000 0.000 0.000 0.800 0.200
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.1152     0.9081 0.000 0.044 0.000 0.952 0.000 0.004
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     6  0.3409     0.9309 0.300 0.000 0.000 0.000 0.000 0.700
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.3585     0.8104 0.000 0.780 0.000 0.000 0.048 0.172
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0000     0.8578 0.000 0.000 0.000 0.000 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.2597     0.8347 0.000 0.824 0.000 0.000 0.000 0.176
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     5  0.2793     0.8087 0.000 0.000 0.000 0.000 0.800 0.200
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     6  0.3221     0.9705 0.264 0.000 0.000 0.000 0.000 0.736
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0363     0.8664 0.988 0.000 0.000 0.000 0.000 0.012
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     6  0.3717     0.8113 0.384 0.000 0.000 0.000 0.000 0.616
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0865     0.8830 0.000 0.964 0.000 0.000 0.000 0.036
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.2416     0.8447 0.000 0.844 0.000 0.000 0.000 0.156
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.1152     0.9081 0.000 0.044 0.000 0.952 0.000 0.004
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0865     0.8830 0.000 0.964 0.000 0.000 0.000 0.036
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.1765     0.8462 0.000 0.000 0.000 0.000 0.904 0.096
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     5  0.3776     0.7861 0.000 0.048 0.000 0.000 0.756 0.196
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.8749 1.000 0.000 0.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9322 0.000 0.000 1.000 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0000     0.9275 0.000 0.000 0.000 1.000 0.000 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.3714     0.8021 0.000 0.760 0.000 0.000 0.044 0.196
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.8919 0.000 1.000 0.000 0.000 0.000 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9322 0.000 0.000 1.000 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)

plot of chunk tab-ATC-pam-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-ATC-pam-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-ATC-pam-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-ATC-pam-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-ATC-pam-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-ATC-pam-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-ATC-pam-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-ATC-pam-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-ATC-pam-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-ATC-pam-membership-heatmap-5

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)

plot of chunk tab-ATC-pam-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-ATC-pam-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-ATC-pam-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-ATC-pam-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-ATC-pam-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-ATC-pam-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-ATC-pam-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-ATC-pam-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-ATC-pam-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-ATC-pam-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk ATC-pam-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-ATC-pam-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-ATC-pam-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-ATC-pam-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-ATC-pam-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-ATC-pam-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk ATC-pam-collect-classes

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.


ATC:mclust

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 17630 rows and 500 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 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)

plot of chunk ATC-mclust-collect-plots

The plots are:

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:

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)

plot of chunk ATC-mclust-select-partition-number

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 0.603           0.843       0.921         0.4885 0.506   0.506
#> 3 3 0.584           0.650       0.813         0.2965 0.788   0.601
#> 4 4 0.667           0.765       0.866         0.1255 0.838   0.585
#> 5 5 0.606           0.583       0.774         0.0390 0.961   0.868
#> 6 6 0.597           0.593       0.724         0.0408 0.935   0.778

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0376     0.8695 0.004 0.996
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.3431     0.9096 0.936 0.064
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.8709 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.8709 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.8709 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.8709 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.6343     0.7845 0.840 0.160
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9559 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.9522     0.5510 0.372 0.628
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.8709 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.3584     0.9060 0.932 0.068
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.3431     0.9096 0.936 0.064
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.3584     0.9060 0.932 0.068
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     1  0.9710     0.2809 0.600 0.400
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.5946     0.8048 0.144 0.856
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.8709 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.8709 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9559 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.6531     0.7629 0.168 0.832
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.3431     0.9096 0.936 0.064
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.8709 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.8555     0.6960 0.280 0.720
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9559 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9559 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.8555     0.6960 0.280 0.720
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.8709 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.8499     0.7000 0.276 0.724
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9559 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0672     0.8680 0.008 0.992
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.0000     0.9559 1.000 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9559 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.5059     0.8536 0.888 0.112
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9559 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.8709 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9559 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.8709 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.8709 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.3584     0.9060 0.932 0.068
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.8709 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.8709 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.8555     0.6960 0.280 0.720
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     1  0.0000     0.9559 1.000 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.0000     0.9559 1.000 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9559 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.3584     0.9060 0.932 0.068
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.4562     0.8323 0.096 0.904
#> EE4F9349-F750-4471-BFE7-7230784569E1     1  0.0000     0.9559 1.000 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.8709 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9559 1.000 0.000
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#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     2  0.8555     0.6960 0.280 0.720
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     2  0.7815     0.7403 0.232 0.768
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0000     0.8709 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0000     0.8709 0.000 1.000
#> AE988295-3046-4778-81C5-B787CAC92268     2  0.8555     0.6960 0.280 0.720
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.2778     0.8544 0.048 0.952
#> B11FF528-846E-4E40-9E32-E5820ECB5504     2  0.8555     0.6960 0.280 0.720
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     1  0.3584     0.9060 0.932 0.068
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     2  0.8555     0.6960 0.280 0.720
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.9896     0.3994 0.440 0.560
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0000     0.8709 0.000 1.000
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0000     0.8709 0.000 1.000
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000     0.9559 1.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.9896     0.3994 0.440 0.560
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.0000     0.9559 1.000 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0000     0.8709 0.000 1.000
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.5629     0.7932 0.132 0.868
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.7056     0.7405 0.192 0.808
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     2  0.8555     0.6960 0.280 0.720
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.0000     0.9559 1.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.0000     0.9559 1.000 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.0000     0.9559 1.000 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.0376     0.8695 0.004 0.996
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     1  0.6531     0.7743 0.832 0.168
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000     0.9559 1.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.7376     0.7183 0.208 0.792
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000     0.9559 1.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.0938     0.8665 0.012 0.988
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000     0.9559 1.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0000     0.8709 0.000 1.000
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.3114     0.9115 0.944 0.056
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.0000     0.9559 1.000 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     1  0.6438     0.7900 0.836 0.164
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000     0.9559 1.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000     0.8709 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000     0.9559 1.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0000     0.8709 0.000 1.000
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.7219     0.7664 0.200 0.800
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000     0.9559 1.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     1  0.9922     0.1518 0.552 0.448
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9559 1.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0000     0.8709 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9559 1.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.8327     0.7115 0.264 0.736
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.1184     0.8662 0.016 0.984
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.0000     0.9559 1.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0000     0.8709 0.000 1.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9559 1.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.0000     0.9559 1.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.0376     0.8698 0.004 0.996
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000     0.9559 1.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.7376     0.7604 0.208 0.792
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0000     0.8709 0.000 1.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0000     0.9559 1.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0000     0.8709 0.000 1.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     2  0.8555     0.6960 0.280 0.720
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0000     0.8709 0.000 1.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.8555     0.6960 0.280 0.720
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9559 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9559 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.8709 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9559 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.6247     0.7740 0.156 0.844
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.8555     0.6960 0.280 0.720
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.3584     0.9060 0.932 0.068
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.8709 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9559 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.8709 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.8709 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.9552     0.2883 0.624 0.376
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9559 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.6247     0.7740 0.156 0.844
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.7528     0.7080 0.216 0.784
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.8709 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9559 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9559 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9559 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.8709 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9559 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9559 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.8709 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.8709 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.8709 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.8709 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.8709 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.8709 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.8608     0.5858 0.284 0.716
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.8709 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.8709 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.8709 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.8555     0.6960 0.280 0.720
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.3431     0.9096 0.936 0.064
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.7528     0.7080 0.216 0.784
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9559 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.8555     0.6960 0.280 0.720
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.8709 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.8709 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.0000     0.9559 1.000 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.8709 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.8555     0.6960 0.280 0.720

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1964    0.82379 0.000 0.944 0.056
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.6683    0.43915 0.500 0.008 0.492
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0237    0.84688 0.000 0.996 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0424    0.84560 0.000 0.992 0.008
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0592    0.84633 0.000 0.988 0.012
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0892    0.84257 0.000 0.980 0.020
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     3  0.5921    0.26392 0.212 0.032 0.756
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.3941    0.79660 0.844 0.000 0.156
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.5760    0.49373 0.000 0.328 0.672
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0424    0.84631 0.000 0.992 0.008
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     3  0.6804   -0.35745 0.460 0.012 0.528
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.7309    0.51799 0.552 0.032 0.416
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     3  0.6793   -0.33365 0.452 0.012 0.536
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     3  0.8587    0.34721 0.176 0.220 0.604
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.4555    0.58333 0.000 0.800 0.200
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0747    0.84428 0.000 0.984 0.016
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0592    0.84424 0.000 0.988 0.012
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.85988 1.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.6062    0.41436 0.000 0.616 0.384
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.6476    0.52683 0.548 0.004 0.448
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0892    0.84460 0.000 0.980 0.020
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.6192    0.52264 0.000 0.420 0.580
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.85988 1.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.2878    0.83676 0.904 0.000 0.096
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.6267    0.48611 0.000 0.452 0.548
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0424    0.84570 0.000 0.992 0.008
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.6235    0.50179 0.000 0.436 0.564
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.85988 1.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.3267    0.77120 0.000 0.884 0.116
#> A3153235-3128-40AC-9371-AFA1F61E3E59     1  0.6404    0.65192 0.644 0.012 0.344
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.85988 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.5508    0.29683 0.188 0.028 0.784
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0892    0.85746 0.980 0.000 0.020
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.2878    0.75976 0.000 0.904 0.096
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.85988 1.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0424    0.84570 0.000 0.992 0.008
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.1163    0.84178 0.000 0.972 0.028
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.6516    0.47088 0.516 0.004 0.480
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0424    0.84629 0.000 0.992 0.008
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0592    0.84713 0.000 0.988 0.012
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.6215    0.51428 0.000 0.428 0.572
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     1  0.7250    0.54983 0.572 0.032 0.396
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     1  0.6252    0.65437 0.648 0.008 0.344
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.1163    0.85623 0.972 0.000 0.028
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.6825    0.43280 0.500 0.012 0.488
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.6302   -0.26325 0.000 0.520 0.480
#> EE4F9349-F750-4471-BFE7-7230784569E1     1  0.6608    0.62994 0.628 0.016 0.356
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0747    0.84356 0.000 0.984 0.016
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.85988 1.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.85988 1.000 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     3  0.6297    0.32314 0.184 0.060 0.756
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0237    0.84688 0.000 0.996 0.004
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0424    0.84570 0.000 0.992 0.008
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.2165    0.81928 0.000 0.936 0.064
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.3192    0.73910 0.000 0.888 0.112
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0237    0.84655 0.000 0.996 0.004
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.6062    0.42132 0.000 0.616 0.384
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0592    0.84524 0.000 0.988 0.012
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.5553    0.73233 0.724 0.004 0.272
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     3  0.6786   -0.33142 0.448 0.012 0.540
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0237    0.84688 0.000 0.996 0.004
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     2  0.6763    0.31930 0.012 0.552 0.436
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0892    0.84554 0.000 0.980 0.020
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.5926    0.15419 0.000 0.644 0.356
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.6062    0.41621 0.000 0.616 0.384
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0747    0.84599 0.000 0.984 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0237    0.84688 0.000 0.996 0.004
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.6045    0.42291 0.000 0.620 0.380
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.6235    0.50938 0.000 0.436 0.564
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#> A061C2FD-B726-422D-9470-43249B49F5BD     2  0.5968    0.44154 0.000 0.636 0.364
#> FC2F983B-2530-4886-B759-E2C571E2D068     2  0.6309   -0.35250 0.000 0.504 0.496
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     3  0.6168    0.25756 0.224 0.036 0.740
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     2  0.3619    0.74655 0.000 0.864 0.136
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000    0.85988 1.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.6192    0.52264 0.000 0.420 0.580
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000    0.85988 1.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     2  0.3192    0.76829 0.000 0.888 0.112
#> 72781523-C5BA-4B54-8410-E238B5F441B4     2  0.5968    0.44411 0.000 0.636 0.364
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.6192    0.52264 0.000 0.420 0.580
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.6299    0.41884 0.000 0.476 0.524
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     2  0.0424    0.84570 0.000 0.992 0.008
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     2  0.0747    0.84366 0.000 0.984 0.016
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.6192    0.52264 0.000 0.420 0.580
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     2  0.4235    0.63345 0.000 0.824 0.176
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.6192    0.52264 0.000 0.420 0.580
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     3  0.6326    0.09357 0.292 0.020 0.688
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.6192    0.52264 0.000 0.420 0.580
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.4731    0.49344 0.032 0.128 0.840
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     2  0.0237    0.84688 0.000 0.996 0.004
#> 4D9EF242-9F58-4681-ADCF-556E05932931     2  0.0237    0.84688 0.000 0.996 0.004
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000    0.85988 1.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.6313    0.38159 0.148 0.084 0.768
#> D902E43A-F384-432A-B690-D20BFCC78443     1  0.6587    0.63285 0.632 0.016 0.352
#> D5E8379B-621C-4551-9B13-E63B1B068488     2  0.0237    0.84649 0.000 0.996 0.004
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     2  0.5992    0.54669 0.016 0.716 0.268
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     3  0.6775    0.42640 0.096 0.164 0.740
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.6192    0.52264 0.000 0.420 0.580
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.2625    0.84042 0.916 0.000 0.084
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     1  0.5621    0.70038 0.692 0.000 0.308
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.3340    0.82697 0.880 0.000 0.120
#> 37586AAC-159B-41F9-9078-C2F7888753AC     2  0.2448    0.80892 0.000 0.924 0.076
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     3  0.6057    0.29032 0.196 0.044 0.760
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.85988 1.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     2  0.6314    0.39983 0.004 0.604 0.392
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0000    0.85988 1.000 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     2  0.2448    0.81207 0.000 0.924 0.076
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0000    0.85988 1.000 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     2  0.0424    0.84570 0.000 0.992 0.008
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     3  0.6566   -0.02412 0.348 0.016 0.636
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.5216    0.73955 0.740 0.000 0.260
#> BF513557-1518-4843-9F62-837B557D4CAB     3  0.8866    0.23913 0.248 0.180 0.572
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.85988 1.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.0000    0.84694 0.000 1.000 0.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.85988 1.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     2  0.0237    0.84688 0.000 0.996 0.004
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     2  0.6299   -0.29691 0.000 0.524 0.476
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.85988 1.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     3  0.8349    0.35512 0.128 0.264 0.608
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.85988 1.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0592    0.84566 0.000 0.988 0.012
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.85988 1.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.6286    0.45527 0.000 0.464 0.536
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.3412    0.72057 0.000 0.876 0.124
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.5982    0.66669 0.668 0.004 0.328
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.1031    0.84161 0.000 0.976 0.024
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.85988 1.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.1289    0.85559 0.968 0.000 0.032
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.3267    0.72964 0.000 0.884 0.116
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0000    0.85988 1.000 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6309   -0.36761 0.000 0.500 0.500
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.0424    0.84570 0.000 0.992 0.008
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.5244    0.75599 0.756 0.004 0.240
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.0747    0.84669 0.000 0.984 0.016
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.6215    0.51428 0.000 0.428 0.572
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.1163    0.84131 0.000 0.972 0.028
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.6192    0.52264 0.000 0.420 0.580
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.4654    0.77946 0.792 0.000 0.208
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.85988 1.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0424    0.84629 0.000 0.992 0.008
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.1860    0.85052 0.948 0.000 0.052
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.5785    0.48597 0.000 0.668 0.332
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.6192    0.52264 0.000 0.420 0.580
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     3  0.6497   -0.02407 0.336 0.016 0.648
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0747    0.84512 0.000 0.984 0.016
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.85988 1.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.2261    0.81417 0.000 0.932 0.068
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0424    0.84629 0.000 0.992 0.008
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     3  0.6705    0.33883 0.176 0.084 0.740
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.3752    0.81289 0.856 0.000 0.144
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.5948    0.44768 0.000 0.640 0.360
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     3  0.6299   -0.17956 0.000 0.476 0.524
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0424    0.84570 0.000 0.992 0.008
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.85988 1.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.85988 1.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.85988 1.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0424    0.84570 0.000 0.992 0.008
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.85988 1.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.1031    0.85687 0.976 0.000 0.024
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0892    0.84421 0.000 0.980 0.020
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0592    0.84566 0.000 0.988 0.012
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0747    0.84399 0.000 0.984 0.016
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.1860    0.82718 0.000 0.948 0.052
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.2959    0.79172 0.000 0.900 0.100
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0592    0.84580 0.000 0.988 0.012
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.6685    0.52652 0.048 0.708 0.244
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0424    0.84570 0.000 0.992 0.008
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.1031    0.84311 0.000 0.976 0.024
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0424    0.84570 0.000 0.992 0.008
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.6244    0.49795 0.000 0.440 0.560
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.6505    0.49167 0.528 0.004 0.468
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.6373    0.37901 0.004 0.588 0.408
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.85988 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.6192    0.52264 0.000 0.420 0.580
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.2878    0.79011 0.000 0.904 0.096
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0424    0.84629 0.000 0.992 0.008
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     1  0.5982    0.67828 0.668 0.004 0.328
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0592    0.84424 0.000 0.988 0.012
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.6192    0.52264 0.000 0.420 0.580

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.1890    0.77228 0.000 0.056 0.008 0.936
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.0707    0.87247 0.020 0.980 0.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.3324    0.71693 0.000 0.012 0.136 0.852
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.0804    0.86869 0.008 0.980 0.012 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     2  0.4679    0.53604 0.352 0.648 0.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.6300    0.68213 0.000 0.084 0.608 0.308
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.0592    0.87175 0.016 0.984 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     2  0.0895    0.87274 0.020 0.976 0.004 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.0779    0.87153 0.016 0.980 0.004 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3863    0.73601 0.008 0.812 0.004 0.176
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.5257    0.66902 0.000 0.008 0.548 0.444
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0592    0.80099 0.000 0.000 0.016 0.984
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     4  0.6536    0.43154 0.000 0.324 0.096 0.580
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.0921    0.87310 0.028 0.972 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.3591    0.81954 0.000 0.008 0.824 0.168
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     2  0.4730    0.50922 0.364 0.636 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.6007    0.78101 0.000 0.056 0.604 0.340
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.5069    0.81160 0.000 0.016 0.664 0.320
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.2722    0.75968 0.000 0.032 0.064 0.904
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.3144    0.85893 0.044 0.884 0.072 0.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.1114    0.86825 0.008 0.972 0.016 0.004
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.5155    0.56344 0.000 0.004 0.528 0.468
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.0707    0.87247 0.020 0.980 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.2868    0.72446 0.000 0.000 0.136 0.864
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.4741    0.81138 0.000 0.004 0.668 0.328
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.2450    0.86113 0.016 0.912 0.072 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.3320    0.85651 0.056 0.876 0.068 0.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0336    0.96118 0.992 0.008 0.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     2  0.0779    0.87153 0.016 0.980 0.004 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     4  0.6223   -0.40768 0.000 0.060 0.384 0.556
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.3144    0.85893 0.044 0.884 0.072 0.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000    0.96594 1.000 0.000 0.000 0.000
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#> 7465EA24-534F-45A3-8CD3-AD985E574BFF     4  0.0592    0.80572 0.000 0.000 0.016 0.984
#> C81B24AB-2DBA-4624-A1D4-D4DCAC714506     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 261EAE5F-1B79-4324-84F6-1B0DDDA9B7B5     2  0.3108    0.84497 0.112 0.872 0.016 0.000
#> 569BCFB6-7B4D-459A-962A-4C148889CE2C     1  0.0817    0.94899 0.976 0.024 0.000 0.000
#> 3A2D0D6F-66C3-48EE-9EA4-68668FF9B043     3  0.4283    0.83647 0.000 0.004 0.740 0.256
#> 825AC0F8-4D16-4109-AA6A-4648934E3C35     1  0.1302    0.93053 0.956 0.044 0.000 0.000
#> 3F932445-1D8F-4128-A8DA-F36EA9F6E745     2  0.3548    0.85087 0.068 0.864 0.068 0.000
#> 46AD8592-A823-48DA-AB51-3CEC34F53E04     4  0.0336    0.80884 0.000 0.000 0.008 0.992
#> 8D986787-7BD1-4F66-837E-88CD2A4CEA68     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> CA985B0C-E8F9-4682-ABAF-A0E482F7DF72     4  0.6535    0.44836 0.000 0.312 0.100 0.588
#> 0A4681EC-A57A-45CD-BB97-3E90A8CDECDD     3  0.4328    0.83536 0.000 0.008 0.748 0.244
#> 61496AD6-7265-4D58-87CC-4FEE9723106E     2  0.0927    0.87174 0.016 0.976 0.008 0.000
#> 7C225672-8372-4202-A749-3D8E9A0747CC     4  0.2469    0.74651 0.000 0.000 0.108 0.892
#> 726D58A7-23E0-492A-B5CE-15DCB11B0C90     1  0.2345    0.87380 0.900 0.100 0.000 0.000
#> F9A39954-57EB-4A3F-97A0-1801B08BBD53     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> A0DA6087-9D43-41F9-8569-9F9320E4A9E8     4  0.5781   -0.48580 0.000 0.028 0.480 0.492
#> 8B0BED75-8B6D-4838-9CE0-425EBFE33A44     2  0.2589    0.84450 0.116 0.884 0.000 0.000
#> BDC31CC4-927C-49B1-819B-5119AA8422E8     4  0.0804    0.80599 0.000 0.012 0.008 0.980
#> 2F382D6A-B26F-450A-A156-9407D14538CD     2  0.2216    0.85992 0.092 0.908 0.000 0.000
#> C5C8713B-05C1-4C5C-8685-2A546B99BA50     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 94640BD8-E1D9-482D-A597-4790F6EEA6B7     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 7779D220-647F-4D6C-890B-022208B51F57     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 7F7B62D8-D399-4A7C-9265-05196E97CC18     3  0.4764    0.82201 0.000 0.032 0.748 0.220
#> 56D3154E-E779-4C27-8305-FEE7310B6762     3  0.4647    0.83030 0.000 0.008 0.704 0.288
#> 4099642A-F8D6-428C-AA12-1E76C27BB368     4  0.0376    0.80815 0.000 0.004 0.004 0.992
#> BB79CABB-0912-4E02-ACD9-82EF3AB8B598     3  0.3583    0.82576 0.000 0.004 0.816 0.180
#> DE716AF0-930E-4747-B7FE-4AFAA45212DC     3  0.4188    0.83570 0.000 0.004 0.752 0.244
#> 3941F338-3165-4CCA-9108-65A110186E6B     1  0.2011    0.89873 0.920 0.080 0.000 0.000
#> 2B70C69F-DE54-4C78-B326-5CCEE15916FB     3  0.3945    0.83360 0.000 0.004 0.780 0.216
#> 4B4647B5-1964-49A9-AC25-89AB4A669341     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 7AA08B08-B1DD-47AB-A0F2-850F6DE95093     2  0.2530    0.84716 0.112 0.888 0.000 0.000
#> 61521A02-8D3F-48D5-BBDE-4D874A633059     2  0.1191    0.87369 0.024 0.968 0.004 0.004
#> C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> DB8DD33B-34B6-4F4B-AD87-D666899A26BC     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B     2  0.3229    0.86014 0.048 0.880 0.072 0.000
#> 551ADCCD-D116-43D8-AABC-E7E111D79E70     2  0.5143    0.28827 0.456 0.540 0.004 0.000
#> A061C2FD-B726-422D-9470-43249B49F5BD     4  0.5619    0.54235 0.000 0.268 0.056 0.676
#> FC2F983B-2530-4886-B759-E2C571E2D068     4  0.5921   -0.56055 0.000 0.036 0.448 0.516
#> DACCA07A-8F2C-40C5-B8AD-73805E408D85     2  0.1139    0.86855 0.008 0.972 0.012 0.008
#> 94F9B9B1-A23E-4947-BD09-67CBA3052C51     4  0.2101    0.77904 0.000 0.060 0.012 0.928
#> 9BB12A25-E833-4055-8CEF-814EA5454F11     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 45B7816C-0A67-441C-8E80-656EAF2AD940     3  0.4606    0.83531 0.000 0.012 0.724 0.264
#> DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> D7037D13-E2EA-4483-9E58-1F9717520BAB     4  0.2363    0.77290 0.000 0.056 0.024 0.920
#> 72781523-C5BA-4B54-8410-E238B5F441B4     4  0.5820    0.55333 0.000 0.232 0.084 0.684
#> 61C38CFD-F57F-48D2-9FC7-81776647CF0E     3  0.3751    0.83097 0.000 0.004 0.800 0.196
#> E3E4E7DA-AD14-44BA-B3BE-02652B3CEE18     3  0.5320    0.73702 0.000 0.012 0.572 0.416
#> 6990AABF-A5F4-4784-91FF-286A0EE6A618     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.3311    0.68072 0.000 0.000 0.172 0.828
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.3448    0.82035 0.000 0.004 0.828 0.168
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.4991    0.72734 0.000 0.004 0.608 0.388
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.3448    0.82035 0.000 0.004 0.828 0.168
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.0804    0.86869 0.008 0.980 0.012 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.3591    0.81954 0.000 0.008 0.824 0.168
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     2  0.5515    0.68418 0.000 0.732 0.152 0.116
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.2921    0.72049 0.000 0.000 0.140 0.860
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     2  0.4640    0.77258 0.004 0.804 0.116 0.076
#> D902E43A-F384-432A-B690-D20BFCC78443     2  0.3229    0.85793 0.048 0.880 0.072 0.000
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.2868    0.72446 0.000 0.000 0.136 0.864
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.4746    0.49326 0.000 0.304 0.008 0.688
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.4787    0.75844 0.004 0.796 0.092 0.108
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.3591    0.81954 0.000 0.008 0.824 0.168
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.3726    0.72278 0.788 0.212 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     2  0.3398    0.85484 0.060 0.872 0.068 0.000
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.4718    0.59072 0.708 0.280 0.012 0.000
#> 37586AAC-159B-41F9-9078-C2F7888753AC     4  0.2313    0.77536 0.000 0.032 0.044 0.924
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.2234    0.85450 0.008 0.924 0.064 0.004
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.6649    0.38974 0.000 0.340 0.100 0.560
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0336    0.96095 0.992 0.008 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.2909    0.76493 0.000 0.020 0.092 0.888
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.0469    0.95818 0.988 0.012 0.000 0.000
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.3311    0.67797 0.000 0.000 0.172 0.828
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     2  0.2141    0.86445 0.012 0.936 0.040 0.012
#> 1FB9316D-4674-4D97-A33B-649F53D09487     2  0.3691    0.84650 0.076 0.856 0.068 0.000
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.1762    0.85795 0.004 0.944 0.004 0.048
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2868    0.72446 0.000 0.000 0.136 0.864
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.5444    0.72817 0.000 0.016 0.560 0.424
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.1824    0.84670 0.000 0.936 0.004 0.060
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     4  0.6315   -0.55598 0.000 0.060 0.432 0.508
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.5088    0.66159 0.000 0.004 0.572 0.424
#> A541B123-A51C-4EF0-839E-8A9513311C98     2  0.2408    0.85213 0.104 0.896 0.000 0.000
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.4454    0.49693 0.692 0.308 0.000 0.000
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.5151    0.57723 0.000 0.004 0.532 0.464
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0188    0.96359 0.996 0.004 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.5833   -0.53428 0.000 0.032 0.440 0.528
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2345    0.75299 0.000 0.000 0.100 0.900
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     2  0.3205    0.85098 0.104 0.872 0.024 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.2589    0.74362 0.000 0.000 0.116 0.884
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.4608    0.82172 0.000 0.004 0.692 0.304
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     4  0.0817    0.80010 0.000 0.024 0.000 0.976
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.3591    0.81954 0.000 0.008 0.824 0.168
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     2  0.2814    0.83415 0.132 0.868 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 15FB165D-6751-4894-A904-C77EA723CFCB     2  0.4967    0.30297 0.452 0.548 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     4  0.5327    0.59429 0.000 0.220 0.060 0.720
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.3591    0.81954 0.000 0.008 0.824 0.168
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     2  0.0779    0.87153 0.016 0.980 0.004 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     4  0.1677    0.78646 0.000 0.040 0.012 0.948
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.2011    0.77019 0.000 0.000 0.080 0.920
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.2510    0.84108 0.008 0.916 0.012 0.064
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     2  0.3649    0.76541 0.204 0.796 0.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     4  0.5200    0.56369 0.000 0.264 0.036 0.700
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.6837   -0.00193 0.000 0.472 0.100 0.428
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0921    0.94598 0.972 0.028 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.0469    0.80794 0.000 0.000 0.012 0.988
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     4  0.0188    0.80877 0.000 0.000 0.004 0.996
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.1452    0.79581 0.000 0.036 0.008 0.956
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.0188    0.80867 0.000 0.000 0.004 0.996
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.5138    0.37640 0.000 0.600 0.008 0.392
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     4  0.0336    0.80884 0.000 0.000 0.008 0.992
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.0469    0.80671 0.000 0.000 0.012 0.988
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5383    0.69821 0.000 0.012 0.536 0.452
#> A280A4AF-0687-40CA-8804-C6173B33E732     2  0.0592    0.87175 0.016 0.984 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     4  0.6813    0.28606 0.000 0.380 0.104 0.516
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000    0.96594 1.000 0.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.3591    0.81954 0.000 0.008 0.824 0.168
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     4  0.2722    0.75848 0.000 0.032 0.064 0.904
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2589    0.74328 0.000 0.000 0.116 0.884
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.3398    0.85484 0.060 0.872 0.068 0.000
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.0000    0.80907 0.000 0.000 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.3591    0.81954 0.000 0.008 0.824 0.168

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.1095     0.7394 0.000 0.968 0.008 0.012 0.012
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.2020     0.4567 0.000 0.000 0.000 0.100 0.900
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1357     0.7357 0.000 0.948 0.048 0.004 0.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1952     0.7228 0.000 0.912 0.084 0.004 0.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.4457     0.5001 0.000 0.656 0.328 0.012 0.004
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.1571     0.7325 0.000 0.936 0.060 0.004 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.3003     0.3340 0.000 0.000 0.000 0.188 0.812
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#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     5  0.4984    -0.0555 0.000 0.308 0.000 0.052 0.640
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.0290     0.7412 0.000 0.992 0.000 0.008 0.000
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.7362    -0.3096 0.000 0.448 0.336 0.156 0.060
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4288     0.6029 0.000 0.324 0.664 0.012 0.000
#> A541B123-A51C-4EF0-839E-8A9513311C98     5  0.6129     0.4434 0.128 0.000 0.028 0.216 0.628
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.0609     0.7399 0.000 0.980 0.000 0.020 0.000
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.4653     0.7617 0.752 0.000 0.004 0.112 0.132
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     3  0.4567     0.5411 0.000 0.356 0.628 0.012 0.004
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0290     0.9102 0.992 0.000 0.000 0.008 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.6317    -0.1708 0.000 0.528 0.364 0.068 0.040
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.3366     0.6335 0.000 0.768 0.232 0.000 0.000
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     5  0.6003     0.4588 0.048 0.000 0.120 0.164 0.668
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.3707     0.5746 0.000 0.716 0.284 0.000 0.000
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.3366     0.6925 0.000 0.232 0.768 0.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.0671     0.7419 0.000 0.980 0.004 0.016 0.000
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.5619     0.7034 0.000 0.156 0.636 0.208 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     5  0.5009     0.4865 0.112 0.000 0.004 0.168 0.716
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0451     0.7418 0.000 0.988 0.004 0.008 0.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     5  0.6500     0.1132 0.400 0.000 0.000 0.188 0.412
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.5255     0.5414 0.000 0.692 0.004 0.128 0.176
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.5619     0.7034 0.000 0.156 0.636 0.208 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     5  0.2891     0.3515 0.000 0.000 0.000 0.176 0.824
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0671     0.7414 0.000 0.980 0.016 0.004 0.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.2569     0.7337 0.000 0.896 0.068 0.032 0.004
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.3305     0.6408 0.000 0.776 0.224 0.000 0.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     5  0.4824     0.1052 0.000 0.076 0.004 0.200 0.720
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.6315     0.3742 0.240 0.000 0.028 0.132 0.600
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.5225     0.5174 0.000 0.684 0.004 0.100 0.212
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.6749    -0.2124 0.000 0.388 0.000 0.264 0.348
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0451     0.7425 0.000 0.988 0.008 0.004 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0290     0.7412 0.000 0.992 0.000 0.008 0.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9116 1.000 0.000 0.000 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.2900     0.8693 0.864 0.000 0.000 0.108 0.028
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1522     0.7394 0.000 0.944 0.044 0.012 0.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0579     0.7411 0.000 0.984 0.008 0.008 0.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0404     0.7406 0.000 0.988 0.000 0.012 0.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0798     0.7404 0.000 0.976 0.008 0.016 0.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.3076     0.7223 0.000 0.880 0.052 0.040 0.028
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.1740     0.7359 0.000 0.932 0.056 0.012 0.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.3320     0.6441 0.000 0.828 0.008 0.012 0.152
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0290     0.7412 0.000 0.992 0.000 0.008 0.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0671     0.7414 0.000 0.980 0.004 0.016 0.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0693     0.7422 0.000 0.980 0.012 0.008 0.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5755     0.5107 0.000 0.416 0.516 0.052 0.016
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.1608     0.5042 0.000 0.000 0.000 0.072 0.928
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.6602     0.0796 0.000 0.492 0.004 0.280 0.224
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0609     0.9076 0.980 0.000 0.000 0.020 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.5619     0.7034 0.000 0.156 0.636 0.208 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.2249     0.7054 0.000 0.896 0.008 0.096 0.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.3838     0.5764 0.000 0.716 0.280 0.004 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.6332     0.4155 0.028 0.000 0.156 0.208 0.608
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1041     0.7387 0.000 0.964 0.032 0.004 0.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.5619     0.7034 0.000 0.156 0.636 0.208 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.3347    0.66081 0.000 0.848 0.036 0.040 0.004 0.072
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.2221    0.69041 0.000 0.000 0.000 0.032 0.896 0.072
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.2144    0.67715 0.000 0.908 0.040 0.048 0.000 0.004
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.2364    0.66988 0.000 0.892 0.032 0.072 0.000 0.004
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.5029    0.42127 0.000 0.620 0.120 0.260 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.3239    0.66433 0.000 0.840 0.044 0.100 0.000 0.016
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.3280    0.63479 0.000 0.000 0.004 0.032 0.812 0.152
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.6625    0.35311 0.324 0.000 0.000 0.044 0.432 0.200
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     4  0.7813    0.52325 0.000 0.296 0.172 0.376 0.032 0.124
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.2103    0.69166 0.000 0.916 0.040 0.020 0.000 0.024
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.2119    0.67679 0.000 0.000 0.000 0.036 0.904 0.060
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.2318    0.68822 0.000 0.000 0.000 0.064 0.892 0.044
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.2560    0.67846 0.000 0.000 0.000 0.036 0.872 0.092
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     5  0.6295   -0.32048 0.000 0.296 0.000 0.048 0.512 0.144
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.6151   -0.51223 0.000 0.436 0.196 0.356 0.000 0.012
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.2769    0.67234 0.000 0.880 0.036 0.032 0.000 0.052
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.3505    0.63870 0.000 0.808 0.048 0.136 0.000 0.008
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0717    0.86984 0.976 0.000 0.000 0.008 0.000 0.016
#> 022275BA-F672-49C5-887B-CCF24A20848F     6  0.6011    0.85874 0.000 0.308 0.016 0.000 0.172 0.504
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.3086    0.68658 0.004 0.000 0.000 0.020 0.820 0.156
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.2513    0.67087 0.000 0.888 0.044 0.008 0.000 0.060
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.2624    0.71442 0.000 0.124 0.856 0.020 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0972    0.86645 0.964 0.000 0.000 0.008 0.000 0.028
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.6373    0.26960 0.440 0.000 0.000 0.036 0.364 0.160
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.6978    0.39934 0.000 0.216 0.244 0.460 0.004 0.076
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.2137    0.68125 0.000 0.912 0.028 0.012 0.000 0.048
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.6607    0.52512 0.000 0.268 0.280 0.420 0.000 0.032
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0632    0.87485 0.976 0.000 0.000 0.000 0.000 0.024
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.3041    0.67369 0.000 0.864 0.056 0.036 0.000 0.044
#> A3153235-3128-40AC-9371-AFA1F61E3E59     5  0.4573    0.60436 0.000 0.000 0.000 0.372 0.584 0.044
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0972    0.86645 0.964 0.000 0.000 0.008 0.000 0.028
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.4197    0.62047 0.000 0.004 0.012 0.044 0.744 0.196
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.3912    0.82001 0.768 0.000 0.000 0.028 0.024 0.180
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.5683    0.48745 0.000 0.348 0.168 0.484 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0260    0.87220 0.992 0.000 0.000 0.008 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.1760    0.69181 0.000 0.928 0.048 0.004 0.000 0.020
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.3114    0.66557 0.000 0.860 0.040 0.048 0.000 0.052
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1713    0.68801 0.000 0.000 0.000 0.028 0.928 0.044
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1716    0.68392 0.000 0.932 0.028 0.004 0.000 0.036
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.4970    0.47485 0.000 0.652 0.120 0.224 0.000 0.004
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     4  0.6937    0.47349 0.000 0.256 0.268 0.412 0.000 0.064
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.4620    0.60621 0.000 0.000 0.000 0.368 0.584 0.048
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.4684    0.59964 0.000 0.000 0.000 0.372 0.576 0.052
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.3859    0.82042 0.772 0.000 0.000 0.016 0.036 0.176
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     5  0.2436    0.68960 0.000 0.000 0.000 0.032 0.880 0.088
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.6123   -0.04480 0.000 0.572 0.120 0.252 0.004 0.052
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.4684    0.59964 0.000 0.000 0.000 0.372 0.576 0.052
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3286    0.64628 0.000 0.832 0.044 0.112 0.000 0.012
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0146    0.87276 0.996 0.000 0.000 0.004 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0972    0.86645 0.964 0.000 0.000 0.008 0.000 0.028
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.4887    0.50762 0.000 0.004 0.020 0.036 0.628 0.312
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.3887    0.61063 0.000 0.780 0.112 0.104 0.000 0.004
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.4624    0.52289 0.000 0.700 0.112 0.184 0.000 0.004
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.2736    0.68359 0.000 0.880 0.028 0.072 0.004 0.016
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.5807    0.45073 0.000 0.376 0.184 0.440 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1649    0.68638 0.000 0.936 0.016 0.008 0.000 0.040
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     6  0.6742    0.84701 0.000 0.312 0.060 0.008 0.148 0.472
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.3113    0.64949 0.000 0.844 0.048 0.100 0.000 0.008
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     5  0.4269    0.67507 0.056 0.000 0.000 0.056 0.776 0.112
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     5  0.3620    0.68643 0.000 0.000 0.000 0.044 0.772 0.184
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.4882    0.49164 0.000 0.668 0.124 0.204 0.000 0.004
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     6  0.6900    0.82988 0.000 0.264 0.060 0.008 0.200 0.468
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.1483    0.69026 0.000 0.944 0.012 0.008 0.000 0.036
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.5112    0.24547 0.000 0.648 0.132 0.212 0.000 0.008
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     6  0.6593    0.84444 0.000 0.316 0.032 0.012 0.168 0.472
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.2713    0.67264 0.000 0.880 0.052 0.052 0.000 0.016
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.4456    0.55901 0.000 0.724 0.132 0.140 0.000 0.004
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     6  0.6350    0.84699 0.000 0.328 0.028 0.004 0.164 0.476
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     4  0.7033    0.56639 0.000 0.336 0.208 0.392 0.008 0.056
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2841    0.84299 0.824 0.000 0.000 0.012 0.000 0.164
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.6958    0.40911 0.480 0.000 0.000 0.116 0.220 0.184
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.2822    0.66322 0.000 0.864 0.056 0.076 0.000 0.004
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0622    0.87514 0.980 0.000 0.000 0.008 0.000 0.012
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.3424    0.64817 0.000 0.816 0.048 0.128 0.000 0.008
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0909    0.87471 0.968 0.000 0.000 0.012 0.000 0.020
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.3994    0.58904 0.000 0.768 0.092 0.136 0.000 0.004
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0458    0.87513 0.984 0.000 0.000 0.000 0.000 0.016
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     6  0.5710    0.84460 0.000 0.276 0.004 0.000 0.184 0.536
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     6  0.6035    0.82260 0.000 0.344 0.020 0.004 0.132 0.500
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     5  0.6714    0.57133 0.156 0.000 0.012 0.048 0.480 0.304
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#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.1726    0.68663 0.000 0.932 0.012 0.012 0.000 0.044
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.2573    0.66862 0.000 0.884 0.044 0.008 0.000 0.064
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.2171    0.68379 0.000 0.912 0.032 0.016 0.000 0.040
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     4  0.6571    0.61741 0.000 0.372 0.188 0.400 0.000 0.040
#> A280A4AF-0687-40CA-8804-C6173B33E732     5  0.1745    0.69479 0.000 0.000 0.000 0.020 0.924 0.056
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.6840    0.83185 0.000 0.264 0.060 0.008 0.188 0.480
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.1141    0.87528 0.948 0.000 0.000 0.000 0.000 0.052
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.1957    0.71343 0.000 0.112 0.888 0.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.4536    0.31930 0.000 0.664 0.048 0.008 0.000 0.280
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.4682    0.52551 0.000 0.696 0.124 0.176 0.000 0.004
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     5  0.4684    0.59964 0.000 0.000 0.000 0.372 0.576 0.052
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.1788    0.68755 0.000 0.928 0.028 0.040 0.000 0.004
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.2191    0.71403 0.000 0.120 0.876 0.004 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)

plot of chunk tab-ATC-mclust-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-ATC-mclust-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-ATC-mclust-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-ATC-mclust-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-ATC-mclust-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-ATC-mclust-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-ATC-mclust-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-ATC-mclust-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-ATC-mclust-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-ATC-mclust-membership-heatmap-5

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)

plot of chunk tab-ATC-mclust-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-ATC-mclust-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-ATC-mclust-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-ATC-mclust-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-ATC-mclust-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-ATC-mclust-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-ATC-mclust-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-ATC-mclust-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-ATC-mclust-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-ATC-mclust-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk ATC-mclust-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-ATC-mclust-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-ATC-mclust-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-ATC-mclust-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-ATC-mclust-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-ATC-mclust-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk ATC-mclust-collect-classes

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.


ATC:NMF**

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 17630 rows and 500 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 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)

plot of chunk ATC-NMF-collect-plots

The plots are:

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:

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)

plot of chunk ATC-NMF-select-partition-number

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           0.983       0.993         0.4897 0.511   0.511
#> 3 3 0.682           0.858       0.866         0.2843 0.805   0.638
#> 4 4 0.657           0.744       0.848         0.1586 0.843   0.605
#> 5 5 0.716           0.696       0.824         0.0664 0.889   0.633
#> 6 6 0.801           0.744       0.874         0.0517 0.827   0.403

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                                      class entropy silhouette    p1    p2
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.0000     0.9926 0.000 1.000
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.0000     0.9935 1.000 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.0000     0.9926 0.000 1.000
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.0000     0.9926 0.000 1.000
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.0000     0.9926 0.000 1.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.0000     0.9926 0.000 1.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.0000     0.9935 1.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.0000     0.9935 1.000 0.000
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     2  0.0000     0.9926 0.000 1.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.0000     0.9926 0.000 1.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.0000     0.9935 1.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.0000     0.9935 1.000 0.000
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.0000     0.9935 1.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0376     0.9888 0.004 0.996
#> EA485E4A-5956-430C-8584-E14D865E3758     2  0.0000     0.9926 0.000 1.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0000     0.9926 0.000 1.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.0000     0.9926 0.000 1.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0000     0.9935 1.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     1  0.0000     0.9935 1.000 0.000
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.0000     0.9935 1.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0000     0.9926 0.000 1.000
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     2  0.0000     0.9926 0.000 1.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0000     0.9935 1.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0000     0.9935 1.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     2  0.0000     0.9926 0.000 1.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.0000     0.9926 0.000 1.000
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     2  0.0000     0.9926 0.000 1.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0000     0.9935 1.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.0000     0.9926 0.000 1.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.0000     0.9926 0.000 1.000
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9935 1.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     1  0.0000     0.9935 1.000 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0000     0.9935 1.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.0000     0.9926 0.000 1.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0000     0.9935 1.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.0000     0.9926 0.000 1.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0000     0.9926 0.000 1.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.0000     0.9935 1.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.0000     0.9926 0.000 1.000
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.0000     0.9926 0.000 1.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     2  0.0000     0.9926 0.000 1.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.0000     0.9926 0.000 1.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.0000     0.9926 0.000 1.000
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.0000     0.9935 1.000 0.000
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0000     0.9935 1.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.0000     0.9926 0.000 1.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.0000     0.9926 0.000 1.000
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.0000     0.9926 0.000 1.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0000     0.9935 1.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0000     0.9935 1.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.0000     0.9935 1.000 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.0000     0.9926 0.000 1.000
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.0000     0.9926 0.000 1.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.0000     0.9926 0.000 1.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.0000     0.9926 0.000 1.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.0000     0.9926 0.000 1.000
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.0000     0.9926 0.000 1.000
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.0000     0.9926 0.000 1.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0000     0.9935 1.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0000     0.9935 1.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.0000     0.9926 0.000 1.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.0000     0.9935 1.000 0.000
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.0000     0.9926 0.000 1.000
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.0000     0.9926 0.000 1.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.0000     0.9926 0.000 1.000
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.0000     0.9926 0.000 1.000
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.0000     0.9926 0.000 1.000
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.0000     0.9926 0.000 1.000
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     2  0.0000     0.9926 0.000 1.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0000     0.9935 1.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.0000     0.9935 1.000 0.000
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.0000     0.9926 0.000 1.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0000     0.9935 1.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.0000     0.9926 0.000 1.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0000     0.9935 1.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.0000     0.9926 0.000 1.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0000     0.9935 1.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     1  0.8443     0.6261 0.728 0.272
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.0000     0.9926 0.000 1.000
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0000     0.9935 1.000 0.000
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.0000     0.9926 0.000 1.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0000     0.9935 1.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.0000     0.9935 1.000 0.000
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.0000     0.9926 0.000 1.000
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.0000     0.9926 0.000 1.000
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.0000     0.9926 0.000 1.000
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     2  0.0000     0.9926 0.000 1.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     1  0.0000     0.9935 1.000 0.000
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.0000     0.9926 0.000 1.000
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     1  0.0000     0.9935 1.000 0.000
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.0000     0.9926 0.000 1.000
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.0000     0.9935 1.000 0.000
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0000     0.9926 0.000 1.000
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     2  0.0000     0.9926 0.000 1.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.0000     0.9935 1.000 0.000
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.0000     0.9926 0.000 1.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     1  0.0000     0.9935 1.000 0.000
#> 9ECB653A-A04F-457C-92FC-D13424511A47     1  0.0000     0.9935 1.000 0.000
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0000     0.9935 1.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.0000     0.9926 0.000 1.000
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.8267     0.6523 0.260 0.740
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#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     2  0.0000     0.9926 0.000 1.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0000     0.9935 1.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0000     0.9935 1.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0000     0.9926 0.000 1.000
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0000     0.9935 1.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.0000     0.9926 0.000 1.000
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     2  0.0000     0.9926 0.000 1.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.0000     0.9935 1.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.0000     0.9926 0.000 1.000
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0000     0.9935 1.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0000     0.9926 0.000 1.000
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.0000     0.9926 0.000 1.000
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.8555     0.6151 0.280 0.720
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.0000     0.9935 1.000 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0000     0.9926 0.000 1.000
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.0000     0.9935 1.000 0.000
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.0000     0.9926 0.000 1.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0000     0.9935 1.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0000     0.9935 1.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0000     0.9935 1.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.0000     0.9926 0.000 1.000
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0000     0.9935 1.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0000     0.9935 1.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.0000     0.9926 0.000 1.000
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.0000     0.9926 0.000 1.000
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.0000     0.9926 0.000 1.000
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.0000     0.9926 0.000 1.000
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.0000     0.9926 0.000 1.000
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.0000     0.9926 0.000 1.000
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.0000     0.9926 0.000 1.000
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.0000     0.9926 0.000 1.000
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.0000     0.9926 0.000 1.000
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0000     0.9926 0.000 1.000
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     2  0.0000     0.9926 0.000 1.000
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0000     0.9935 1.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.0000     0.9935 1.000 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9935 1.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     2  0.0000     0.9926 0.000 1.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.0000     0.9926 0.000 1.000
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.0000     0.9926 0.000 1.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.9866     0.2428 0.432 0.568
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.0000     0.9926 0.000 1.000
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     2  0.0000     0.9926 0.000 1.000

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                                      class entropy silhouette    p1    p2    p3
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.2711     0.8324 0.000 0.912 0.088
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     1  0.3370     0.9030 0.904 0.024 0.072
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.1163     0.8550 0.000 0.972 0.028
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.1753     0.8505 0.000 0.952 0.048
#> CA366342-0949-4941-8AE6-984BAF032886     2  0.1529     0.8520 0.000 0.960 0.040
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2625     0.8482 0.000 0.916 0.084
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     1  0.3370     0.9030 0.904 0.024 0.072
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.3412     0.8990 0.876 0.000 0.124
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.4796     0.8915 0.000 0.220 0.780
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.3116     0.8382 0.000 0.892 0.108
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.3091     0.9088 0.912 0.016 0.072
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.2356     0.9281 0.928 0.000 0.072
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.2774     0.9141 0.920 0.008 0.072
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.6567     0.6821 0.160 0.752 0.088
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.5216     0.9511 0.000 0.260 0.740
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     2  0.0592     0.8588 0.000 0.988 0.012
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     2  0.1860     0.8470 0.000 0.948 0.052
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0237     0.9501 0.996 0.000 0.004
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.7637     0.5172 0.284 0.640 0.076
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.2774     0.9141 0.920 0.008 0.072
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.2878     0.8422 0.000 0.904 0.096
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.5216     0.9511 0.000 0.260 0.740
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0237     0.9501 0.996 0.000 0.004
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0424     0.9494 0.992 0.000 0.008
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.5254     0.9467 0.000 0.264 0.736
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.1860     0.8509 0.000 0.948 0.052
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.5216     0.9511 0.000 0.260 0.740
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0237     0.9504 0.996 0.000 0.004
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.2356     0.8366 0.000 0.928 0.072
#> A3153235-3128-40AC-9371-AFA1F61E3E59     2  0.5061     0.7309 0.008 0.784 0.208
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0000     0.9504 1.000 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.6339     0.2761 0.360 0.008 0.632
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0237     0.9501 0.996 0.000 0.004
#> E6090BC6-D29D-4401-990A-251930CC6853     2  0.5760     0.3179 0.000 0.672 0.328
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0237     0.9504 0.996 0.000 0.004
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     2  0.1289     0.8549 0.000 0.968 0.032
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.0592     0.8585 0.000 0.988 0.012
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.2774     0.9141 0.920 0.008 0.072
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.1753     0.8509 0.000 0.952 0.048
#> 19EBA5E0-D299-4166-834A-256294572121     2  0.1163     0.8540 0.000 0.972 0.028
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.5216     0.9511 0.000 0.260 0.740
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     2  0.4834     0.7356 0.004 0.792 0.204
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     2  0.5061     0.7271 0.008 0.784 0.208
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.4002     0.8723 0.840 0.000 0.160
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.0424     0.9494 0.992 0.000 0.008
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.5216     0.9511 0.000 0.260 0.740
#> EE4F9349-F750-4471-BFE7-7230784569E1     2  0.5061     0.7271 0.008 0.784 0.208
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     2  0.3116     0.8037 0.000 0.892 0.108
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.0237     0.9504 0.996 0.000 0.004
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0237     0.9501 0.996 0.000 0.004
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     1  0.6387     0.6260 0.680 0.020 0.300
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     2  0.1529     0.8507 0.000 0.960 0.040
#> D35E148D-0537-4186-8B19-17915782AF18     2  0.1411     0.8517 0.000 0.964 0.036
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     2  0.3412     0.8156 0.000 0.876 0.124
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     2  0.4750     0.6328 0.000 0.784 0.216
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1964     0.8526 0.000 0.944 0.056
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     2  0.5024     0.7280 0.004 0.776 0.220
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     2  0.2796     0.8194 0.000 0.908 0.092
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0424     0.9494 0.992 0.000 0.008
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0424     0.9494 0.992 0.000 0.008
#> 332283CB-F855-4493-A259-7852FD37B9DC     2  0.2165     0.8406 0.000 0.936 0.064
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.5956     0.8073 0.768 0.044 0.188
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     2  0.3038     0.8200 0.000 0.896 0.104
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.6305    -0.1878 0.000 0.516 0.484
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.7218     0.4491 0.052 0.652 0.296
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.3267     0.8318 0.000 0.884 0.116
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     2  0.2165     0.8410 0.000 0.936 0.064
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     3  0.6280     0.3884 0.000 0.460 0.540
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.4555     0.8923 0.000 0.200 0.800
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0237     0.9504 0.996 0.000 0.004
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.3983     0.8819 0.852 0.004 0.144
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     2  0.1529     0.8511 0.000 0.960 0.040
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0237     0.9501 0.996 0.000 0.004
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.3038     0.8400 0.000 0.896 0.104
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.1753     0.9380 0.952 0.000 0.048
#> 111625A4-390B-4D8C-BF80-020062CE9D89     2  0.3412     0.7875 0.000 0.876 0.124
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0592     0.9494 0.988 0.000 0.012
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     1  0.4745     0.8554 0.852 0.068 0.080
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     2  0.3038     0.8235 0.000 0.896 0.104
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.0424     0.9501 0.992 0.000 0.008
#> 800E78BA-08BE-463B-ABBA-45255B48362B     2  0.1163     0.8539 0.000 0.972 0.028
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0237     0.9504 0.996 0.000 0.004
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.1529     0.9420 0.960 0.000 0.040
#> 7AE107A7-8EA7-4920-A579-2337C007920D     2  0.2711     0.8306 0.000 0.912 0.088
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     2  0.3038     0.8106 0.000 0.896 0.104
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.2448     0.8378 0.000 0.924 0.076
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.5216     0.9511 0.000 0.260 0.740
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     2  0.8717     0.4762 0.220 0.592 0.188
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     2  0.3340     0.8270 0.000 0.880 0.120
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     1  0.4915     0.8631 0.832 0.036 0.132
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     2  0.4062     0.7686 0.000 0.836 0.164
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     1  0.3091     0.9088 0.912 0.016 0.072
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.0892     0.8590 0.000 0.980 0.020
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.4750     0.8679 0.000 0.216 0.784
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.4062     0.8692 0.836 0.000 0.164
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     2  0.6235    -0.1859 0.000 0.564 0.436
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     2  0.7011     0.6531 0.092 0.720 0.188
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.7616     0.5123 0.292 0.636 0.072
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0424     0.9494 0.992 0.000 0.008
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.2066     0.8485 0.000 0.940 0.060
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     1  0.6059     0.7224 0.764 0.188 0.048
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0424     0.9494 0.992 0.000 0.008
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0424     0.9494 0.992 0.000 0.008
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     2  0.1964     0.8451 0.000 0.944 0.056
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.1860     0.8527 0.000 0.948 0.052
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.2165     0.8465 0.000 0.936 0.064
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     2  0.5502     0.6636 0.008 0.744 0.248
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.2261     0.8500 0.000 0.932 0.068
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.5216     0.9511 0.000 0.260 0.740
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0237     0.9501 0.996 0.000 0.004
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     1  0.1964     0.9349 0.944 0.000 0.056
#> 37A8E941-F86F-449A-86E4-833AC349111F     2  0.4346     0.6974 0.000 0.816 0.184
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.5216     0.9511 0.000 0.260 0.740
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0237     0.9501 0.996 0.000 0.004
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.0424     0.9500 0.992 0.000 0.008
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.0237     0.9504 0.996 0.000 0.004
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.2625     0.8447 0.000 0.916 0.084
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.5216     0.9511 0.000 0.260 0.740
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.5216     0.9511 0.000 0.260 0.740
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     2  0.2537     0.8301 0.000 0.920 0.080
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.2116     0.9316 0.948 0.012 0.040
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     1  0.3234     0.9058 0.908 0.020 0.072
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#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     3  0.4842     0.8620 0.000 0.224 0.776
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     2  0.5988     0.1537 0.000 0.632 0.368
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.2066     0.9352 0.940 0.000 0.060
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.2537     0.8450 0.000 0.920 0.080
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.0237     0.9501 0.996 0.000 0.004
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.4346     0.8526 0.816 0.000 0.184
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     2  0.4291     0.7046 0.000 0.820 0.180
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0237     0.9504 0.996 0.000 0.004
#> EDD5BA86-0402-4002-8040-2B98F43DA758     2  0.2537     0.8386 0.000 0.920 0.080
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     2  0.1753     0.8482 0.000 0.952 0.048
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.1989     0.9382 0.948 0.004 0.048
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     2  0.2878     0.8173 0.000 0.904 0.096
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.5216     0.9511 0.000 0.260 0.740
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.3267     0.8339 0.000 0.884 0.116
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.5216     0.9511 0.000 0.260 0.740
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.0237     0.9504 0.996 0.000 0.004
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.0237     0.9501 0.996 0.000 0.004
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     2  0.0892     0.8566 0.000 0.980 0.020
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.0424     0.9494 0.992 0.000 0.008
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.5677     0.7720 0.072 0.804 0.124
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.5216     0.9511 0.000 0.260 0.740
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.1289     0.9410 0.968 0.000 0.032
#> D837BDD1-8786-4548-8D5F-8506AECF2006     2  0.1163     0.8539 0.000 0.972 0.028
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0237     0.9501 0.996 0.000 0.004
#> C543A527-3E25-4389-9722-E9325C733243     2  0.3941     0.8041 0.000 0.844 0.156
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     2  0.1643     0.8498 0.000 0.956 0.044
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     1  0.4821     0.8500 0.840 0.040 0.120
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2878     0.9158 0.904 0.000 0.096
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.6920     0.6720 0.164 0.732 0.104
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     1  0.5207     0.8588 0.824 0.052 0.124
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     2  0.1031     0.8550 0.000 0.976 0.024
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0237     0.9501 0.996 0.000 0.004
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0237     0.9501 0.996 0.000 0.004
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.0424     0.9494 0.992 0.000 0.008
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.2165     0.8437 0.000 0.936 0.064
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0237     0.9501 0.996 0.000 0.004
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.0424     0.9494 0.992 0.000 0.008
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     2  0.1031     0.8597 0.000 0.976 0.024
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.2448     0.8471 0.000 0.924 0.076
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.2711     0.8440 0.000 0.912 0.088
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     2  0.2165     0.8465 0.000 0.936 0.064
#> 635170D3-D669-4165-B69C-9C9A246BFF11     2  0.1860     0.8609 0.000 0.948 0.052
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     2  0.3116     0.8053 0.000 0.892 0.108
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     2  0.2878     0.8210 0.000 0.904 0.096
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.2165     0.8450 0.000 0.936 0.064
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.2796     0.8432 0.000 0.908 0.092
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     2  0.0592     0.8570 0.000 0.988 0.012
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5016     0.8876 0.000 0.240 0.760
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.0424     0.9494 0.992 0.000 0.008
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.5147     0.8383 0.800 0.020 0.180
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.0000     0.9504 1.000 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.5216     0.9511 0.000 0.260 0.740
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.2261     0.8454 0.000 0.932 0.068
#> 293E6D35-8392-4C44-BC18-F917989516B0     2  0.1411     0.8513 0.000 0.964 0.036
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     2  0.6354     0.6882 0.056 0.748 0.196
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.2261     0.8523 0.000 0.932 0.068
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.5216     0.9511 0.000 0.260 0.740

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                                      class entropy silhouette    p1    p2    p3    p4
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.1489     0.7906 0.000 0.044 0.004 0.952
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.2334     0.6699 0.088 0.908 0.000 0.004
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.4088     0.6505 0.000 0.232 0.004 0.764
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.5288    -0.0147 0.000 0.472 0.008 0.520
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.2760     0.7943 0.000 0.000 0.128 0.872
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.5126     0.3884 0.000 0.552 0.004 0.444
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.2149     0.6663 0.088 0.912 0.000 0.000
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.2408     0.8605 0.920 0.044 0.000 0.036
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0469     0.9187 0.000 0.000 0.988 0.012
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.4343     0.6881 0.000 0.732 0.004 0.264
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     2  0.4072     0.4602 0.252 0.748 0.000 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.1733     0.8725 0.948 0.028 0.000 0.024
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     2  0.3837     0.5064 0.224 0.776 0.000 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.3764     0.7071 0.000 0.784 0.000 0.216
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.2125     0.7837 0.000 0.076 0.004 0.920
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.3229     0.8013 0.000 0.048 0.072 0.880
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.3074     0.8704 0.848 0.152 0.000 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.3142     0.7086 0.008 0.860 0.000 0.132
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     2  0.4304     0.3909 0.284 0.716 0.000 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.4040     0.6958 0.000 0.752 0.000 0.248
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.3528     0.8510 0.808 0.192 0.000 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.0188     0.9255 0.000 0.000 0.996 0.004
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.4220     0.5982 0.000 0.248 0.004 0.748
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.1867     0.8902 0.928 0.072 0.000 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.3547     0.7880 0.000 0.016 0.144 0.840
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.5951     0.6039 0.192 0.032 0.056 0.720
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.2011     0.8892 0.920 0.080 0.000 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     2  0.6560     0.3713 0.248 0.620 0.132 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.3266     0.8637 0.832 0.168 0.000 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     3  0.4999    -0.1833 0.000 0.000 0.508 0.492
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.1474     0.8915 0.948 0.052 0.000 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.1661     0.8055 0.000 0.004 0.052 0.944
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.2266     0.7796 0.000 0.084 0.004 0.912
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     2  0.4277     0.3965 0.280 0.720 0.000 0.000
#> 743F5644-F650-437A-B4AE-4972F88606D8     4  0.2868     0.7418 0.000 0.136 0.000 0.864
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.2345     0.8045 0.000 0.000 0.100 0.900
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.1811     0.7706 0.020 0.028 0.004 0.948
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.2797     0.7266 0.068 0.032 0.000 0.900
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.2224     0.8620 0.928 0.040 0.000 0.032
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     3  0.2266     0.8545 0.000 0.084 0.912 0.004
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.2751     0.7360 0.056 0.040 0.000 0.904
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.7669     0.2106 0.000 0.228 0.328 0.444
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.1118     0.8918 0.964 0.036 0.000 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.2401     0.6627 0.092 0.904 0.004 0.000
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2345     0.8051 0.000 0.000 0.100 0.900
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.2345     0.8051 0.000 0.000 0.100 0.900
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.1970     0.8033 0.000 0.008 0.060 0.932
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.4713     0.5306 0.000 0.000 0.360 0.640
#> DD028798-C4CB-43A8-81D7-711E015E23B5     4  0.3764     0.6681 0.000 0.216 0.000 0.784
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     4  0.5533     0.5853 0.132 0.136 0.000 0.732
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.5878     0.5874 0.000 0.056 0.312 0.632
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.3528     0.8510 0.808 0.192 0.000 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.3837     0.8271 0.776 0.224 0.000 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.2921     0.7923 0.000 0.000 0.140 0.860
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     1  0.6327     0.5471 0.652 0.132 0.000 0.216
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.1118     0.7902 0.000 0.036 0.000 0.964
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.5279     0.6830 0.000 0.704 0.044 0.252
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     2  0.3432     0.6911 0.020 0.884 0.036 0.060
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     2  0.4283     0.6890 0.000 0.740 0.004 0.256
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.2469     0.8030 0.000 0.000 0.108 0.892
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     2  0.3249     0.7090 0.008 0.852 0.000 0.140
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.0336     0.8901 0.992 0.008 0.000 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     1  0.2319     0.8597 0.924 0.040 0.000 0.036
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.2266     0.8069 0.000 0.004 0.084 0.912
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.4920     0.5602 0.000 0.628 0.004 0.368
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     1  0.0817     0.8820 0.976 0.024 0.000 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.4431     0.6580 0.000 0.000 0.304 0.696
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.0336     0.8869 0.992 0.008 0.000 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     2  0.2631     0.6715 0.064 0.912 0.016 0.008
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     4  0.3444     0.6946 0.000 0.184 0.000 0.816
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     1  0.3743     0.8660 0.824 0.160 0.000 0.016
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.1557     0.8055 0.000 0.000 0.056 0.944
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.0592     0.8911 0.984 0.016 0.000 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     1  0.1943     0.8752 0.944 0.008 0.032 0.016
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.1302     0.7894 0.000 0.044 0.000 0.956
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     4  0.7622     0.2104 0.000 0.280 0.248 0.472
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     4  0.2814     0.7475 0.000 0.132 0.000 0.868
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     4  0.5957     0.1658 0.420 0.040 0.000 0.540
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     4  0.4925     0.1246 0.000 0.428 0.000 0.572
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     2  0.6295     0.4857 0.212 0.656 0.000 0.132
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     4  0.1389     0.7892 0.000 0.048 0.000 0.952
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     2  0.1824     0.6746 0.060 0.936 0.000 0.004
#> 3AD94D09-83F9-4E15-946F-1123E468F582     4  0.3873     0.6569 0.000 0.228 0.000 0.772
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.2530     0.8271 0.000 0.100 0.896 0.004
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     1  0.2500     0.8580 0.916 0.044 0.000 0.040
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     3  0.4888     0.1514 0.000 0.000 0.588 0.412
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     4  0.5256     0.5788 0.204 0.064 0.000 0.732
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.2002     0.6915 0.020 0.936 0.000 0.044
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.3688     0.8401 0.792 0.208 0.000 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     4  0.4998    -0.1153 0.000 0.488 0.000 0.512
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#> A85A0E3A-2CB9-40EB-80E9-125EC137151B     4  0.2589     0.8012 0.000 0.000 0.116 0.884
#> AE988295-3046-4778-81C5-B787CAC92268     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 4549956C-8D25-4B37-894C-E82D5C7684F0     3  0.4382     0.4539 0.000 0.000 0.704 0.296
#> B11FF528-846E-4E40-9E32-E5820ECB5504     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC     2  0.2281     0.6630 0.096 0.904 0.000 0.000
#> D155B4CA-927F-4B4F-B6BC-2D41267F195E     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 580D2283-0AEE-42D8-AEDC-E5280DA56D81     3  0.0524     0.9160 0.008 0.004 0.988 0.000
#> 7E7AAFFD-6EEB-4357-88AD-9EB12BB78602     4  0.3398     0.8025 0.000 0.060 0.068 0.872
#> 4D9EF242-9F58-4681-ADCF-556E05932931     4  0.3123     0.7839 0.000 0.000 0.156 0.844
#> D9385661-DBBA-4AF7-B7E6-857BF84CF7CD     1  0.0707     0.8834 0.980 0.020 0.000 0.000
#> C884FB38-DE5C-48BA-95F1-4ABD2991E833     3  0.2401     0.8464 0.000 0.092 0.904 0.004
#> D902E43A-F384-432A-B690-D20BFCC78443     4  0.2300     0.7799 0.028 0.048 0.000 0.924
#> D5E8379B-621C-4551-9B13-E63B1B068488     4  0.2868     0.7941 0.000 0.000 0.136 0.864
#> F56466DC-3C0F-48BE-8A72-CEDEAEF52F00     4  0.1389     0.7889 0.000 0.048 0.000 0.952
#> FBF510B1-3629-4FB9-BF9C-5BE689827DAC     2  0.1584     0.6827 0.036 0.952 0.000 0.012
#> 03D53F2A-5003-48D3-80CD-9C9BBCEBD59E     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 64F4FE1B-1B96-49CC-B4E9-454D971DB7BC     1  0.2647     0.8816 0.880 0.120 0.000 0.000
#> 9970B75F-7AC6-431B-BDBB-120D01582CBE     4  0.5489     0.4321 0.296 0.040 0.000 0.664
#> E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9     1  0.2411     0.8573 0.920 0.040 0.000 0.040
#> 37586AAC-159B-41F9-9078-C2F7888753AC     3  0.6846     0.3426 0.000 0.216 0.600 0.184
#> D2201D51-9020-4A0D-B2C8-8F7A2F0A918A     2  0.2408     0.6573 0.104 0.896 0.000 0.000
#> 9BFF7746-9003-4941-9590-0B813E00B326     1  0.2814     0.8776 0.868 0.132 0.000 0.000
#> 381221D6-D0E6-47B3-AB59-468AE2A5FC0A     4  0.6704     0.3876 0.264 0.136 0.000 0.600
#> 05C1C0CC-8EAE-4924-B041-D448D280C192     1  0.0817     0.8904 0.976 0.024 0.000 0.000
#> 1C94EA93-563D-4F65-B857-85EF91127874     4  0.2335     0.8023 0.000 0.020 0.060 0.920
#> 1A0F3795-92C5-4887-8CD0-B19C763CF6EF     1  0.1388     0.8768 0.960 0.028 0.000 0.012
#> DD58135A-FE4D-4B43-BEED-485D7A48C9F3     4  0.4072     0.7105 0.000 0.000 0.252 0.748
#> FD76D38B-2A54-4F1A-B7C0-EF268F9D9A0E     1  0.4969     0.7233 0.772 0.088 0.000 0.140
#> 1FB9316D-4674-4D97-A33B-649F53D09487     1  0.4853     0.6670 0.744 0.036 0.000 0.220
#> BF513557-1518-4843-9F62-837B557D4CAB     2  0.4431     0.6532 0.000 0.696 0.000 0.304
#> 55E3F1FB-D55D-42F8-A9E1-7828F7BFF595     1  0.0592     0.8847 0.984 0.016 0.000 0.000
#> AE32CA37-A422-42E3-AA29-0149CF1A3019     2  0.4193     0.6859 0.000 0.732 0.000 0.268
#> EBE58DF8-7300-4D3E-9672-A4E7ADF46113     1  0.0707     0.8834 0.980 0.020 0.000 0.000
#> B8B72B5C-536A-40E3-9E7F-95E7629874D3     4  0.2345     0.8050 0.000 0.000 0.100 0.900
#> C7284164-EF9A-4BF0-AE88-571A0BA93E66     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> 63E967C4-863F-4253-ADFE-3CDC13B6187A     2  0.4193     0.6873 0.000 0.732 0.000 0.268
#> 647EE729-B34A-41F0-85AB-207F8C24420B     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> 8BA4F4D7-5FCD-42B8-B000-108067FE6885     2  0.4855     0.5734 0.000 0.644 0.004 0.352
#> A2170829-B80C-49F2-8FB6-39B8ACFB27CB     1  0.0817     0.8917 0.976 0.024 0.000 0.000
#> C6888F62-AE14-4F73-A1B8-2CB81E2809FD     2  0.5609     0.6816 0.000 0.712 0.088 0.200
#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     3  0.4697     0.3315 0.000 0.000 0.644 0.356
#> A541B123-A51C-4EF0-839E-8A9513311C98     1  0.4322     0.8350 0.804 0.152 0.000 0.044
#> 9041BE5E-3BC7-4495-9461-8FFA2CAEB524     2  0.4193     0.6859 0.000 0.732 0.000 0.268
#> 665044AD-F2DD-43C2-BCDE-982A8F5C5830     1  0.3486     0.8533 0.812 0.188 0.000 0.000
#> AFE5BFD1-AA9F-470A-A44F-341126F8057D     1  0.2500     0.8549 0.916 0.040 0.000 0.044
#> 8D39DD37-3B56-4788-B256-D924EBF2BD21     4  0.4277     0.6830 0.000 0.000 0.280 0.720
#> 56BBED6E-8ADB-430B-A85C-D3773F929447     1  0.0921     0.8918 0.972 0.028 0.000 0.000
#> EDD5BA86-0402-4002-8040-2B98F43DA758     4  0.5488    -0.0476 0.000 0.452 0.016 0.532
#> 53426017-24F2-4348-BEE1-05E80B6A0E6B     4  0.2281     0.8063 0.000 0.000 0.096 0.904
#> 8F64E7A6-DEE2-426E-B843-DE4D73ECD667     1  0.0592     0.8891 0.984 0.016 0.000 0.000
#> 431EAB8C-D0B4-4440-A2B6-1D001B0026E2     4  0.3873     0.7326 0.000 0.000 0.228 0.772
#> 45AFEFED-3C26-4511-B185-C08E3CFD79F5     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 8C34CD93-1AC0-4920-9E72-439EED0CF85D     2  0.4122     0.6998 0.000 0.760 0.004 0.236
#> 3FFD7969-3D39-4219-B3C5-A9FF0C127724     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 2566FDAC-EF10-4996-8890-FA0BEC771676     1  0.1557     0.8916 0.944 0.056 0.000 0.000
#> 0636DD62-C493-47CC-A120-9759FB6980CD     1  0.3266     0.8636 0.832 0.168 0.000 0.000
#> 9850FF42-592C-4406-A5B3-52109E0E4E70     4  0.1576     0.7901 0.000 0.048 0.004 0.948
#> 15FB165D-6751-4894-A904-C77EA723CFCB     1  0.3610     0.8460 0.800 0.200 0.000 0.000
#> 01602D64-57C5-4D95-A6F9-5FB124D398B1     2  0.3649     0.7071 0.000 0.796 0.000 0.204
#> 3DC38276-A6D2-49C6-8F54-3F50F6BFAD0C     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> C04DEDC8-747C-4053-BB23-225C9FD9FC5F     1  0.4888     0.5375 0.588 0.412 0.000 0.000
#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2578     0.8024 0.000 0.036 0.052 0.912
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.2868     0.8766 0.864 0.136 0.000 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.4122     0.6998 0.000 0.760 0.004 0.236
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.2654     0.8034 0.000 0.004 0.108 0.888
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.1833     0.6859 0.032 0.944 0.000 0.024
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     1  0.2224     0.8620 0.928 0.040 0.000 0.032
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.3528     0.7083 0.000 0.808 0.000 0.192
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     2  0.4188     0.6439 0.112 0.824 0.000 0.064
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.1743     0.8062 0.000 0.004 0.056 0.940
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.3172     0.8673 0.840 0.160 0.000 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.3356     0.8597 0.824 0.176 0.000 0.000
#> DD203D19-D635-4112-AF75-9724E0A64A0B     1  0.3400     0.8577 0.820 0.180 0.000 0.000
#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     4  0.1824     0.7873 0.000 0.060 0.004 0.936
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.3172     0.8672 0.840 0.160 0.000 0.000
#> 44B1F003-553A-4C8A-A6AE-44C49262081C     1  0.3688     0.8401 0.792 0.208 0.000 0.000
#> 507DED46-D79C-4A9F-BCF9-22E9C2CFD334     4  0.3583     0.7090 0.000 0.180 0.004 0.816
#> 0A7A28BA-9D46-4D4F-A0A5-B3F9AA8DF29B     2  0.4991     0.5195 0.000 0.608 0.004 0.388
#> 33060001-05C9-4751-AA58-F194207ACC08     2  0.4343     0.6873 0.000 0.732 0.004 0.264
#> B2D8ED43-A698-4165-9A96-0ADEEFDA29ED     4  0.4741     0.4309 0.000 0.328 0.004 0.668
#> 635170D3-D669-4165-B69C-9C9A246BFF11     4  0.4643     0.3875 0.000 0.344 0.000 0.656
#> 85EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E     4  0.6685     0.4948 0.000 0.268 0.132 0.600
#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.1576     0.7902 0.000 0.048 0.004 0.948
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     2  0.5143     0.3154 0.000 0.540 0.004 0.456
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     2  0.4164     0.6890 0.000 0.736 0.000 0.264
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.2179     0.7898 0.000 0.064 0.012 0.924
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5173     0.4470 0.000 0.320 0.660 0.020
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.3649     0.8431 0.796 0.204 0.000 0.000
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     1  0.5644     0.6978 0.744 0.144 0.012 0.100
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.2408     0.8849 0.896 0.104 0.000 0.000
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9288 0.000 0.000 1.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.4331     0.6621 0.000 0.712 0.000 0.288
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2408     0.8039 0.000 0.000 0.104 0.896
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.4507     0.6033 0.168 0.044 0.000 0.788
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     2  0.4677     0.6212 0.000 0.680 0.004 0.316
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9288 0.000 0.000 1.000 0.000

show/hide code output

cbind(get_classes(res, k = 5), get_membership(res, k = 5))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5
#> D38D3FD9-7A58-43D0-876C-6235DA833043     4  0.0451     0.7948 0.000 0.004 0.000 0.988 0.008
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     5  0.1965     0.5979 0.024 0.000 0.000 0.052 0.924
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     4  0.4801     0.6080 0.000 0.204 0.008 0.724 0.064
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     4  0.5797     0.5131 0.000 0.084 0.040 0.668 0.208
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.2006     0.8043 0.000 0.012 0.072 0.916 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     4  0.3305     0.6138 0.000 0.000 0.000 0.776 0.224
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     5  0.1082     0.5851 0.008 0.028 0.000 0.000 0.964
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     1  0.2473     0.7621 0.896 0.072 0.000 0.000 0.032
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.3774     0.5636 0.000 0.296 0.704 0.000 0.000
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     5  0.4542     0.2562 0.000 0.008 0.000 0.456 0.536
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     5  0.2563     0.4966 0.120 0.000 0.000 0.008 0.872
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     1  0.1564     0.7751 0.948 0.024 0.000 0.024 0.004
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     5  0.1638     0.5627 0.064 0.004 0.000 0.000 0.932
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     5  0.4251     0.4333 0.000 0.004 0.000 0.372 0.624
#> EA485E4A-5956-430C-8584-E14D865E3758     3  0.0693     0.9184 0.000 0.008 0.980 0.012 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.0609     0.7945 0.000 0.000 0.000 0.980 0.020
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.2949     0.8034 0.000 0.016 0.048 0.884 0.052
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.4066     0.7512 0.672 0.004 0.000 0.000 0.324
#> 022275BA-F672-49C5-887B-CCF24A20848F     2  0.2796     0.7720 0.008 0.868 0.000 0.008 0.116
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     5  0.2286     0.5094 0.108 0.004 0.000 0.000 0.888
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     5  0.5583     0.2690 0.000 0.352 0.000 0.084 0.564
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9337 0.000 0.000 1.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.4310     0.7055 0.604 0.004 0.000 0.000 0.392
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.4321     0.7020 0.600 0.004 0.000 0.000 0.396
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     3  0.1571     0.8725 0.000 0.004 0.936 0.060 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     4  0.2573     0.7456 0.000 0.016 0.000 0.880 0.104
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     3  0.1282     0.8904 0.000 0.004 0.952 0.044 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.2848     0.8058 0.840 0.004 0.000 0.000 0.156
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     2  0.4357     0.7317 0.000 0.768 0.128 0.104 0.000
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.4674     0.4753 0.316 0.024 0.000 0.656 0.004
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.3048     0.8025 0.820 0.004 0.000 0.000 0.176
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     5  0.4122     0.5206 0.064 0.008 0.132 0.000 0.796
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.4196     0.7323 0.640 0.004 0.000 0.000 0.356
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.3132     0.7606 0.000 0.008 0.172 0.820 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.2583     0.8090 0.864 0.004 0.000 0.000 0.132
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.1522     0.8063 0.000 0.012 0.044 0.944 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     4  0.1121     0.7849 0.000 0.000 0.000 0.956 0.044
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     5  0.1952     0.5450 0.084 0.004 0.000 0.000 0.912
#> 743F5644-F650-437A-B4AE-4972F88606D8     2  0.2462     0.7919 0.000 0.880 0.000 0.112 0.008
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.1877     0.8060 0.000 0.012 0.064 0.924 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.0000     0.9337 0.000 0.000 1.000 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     4  0.2300     0.7692 0.072 0.024 0.000 0.904 0.000
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     4  0.3264     0.7216 0.132 0.024 0.000 0.840 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     1  0.1386     0.7732 0.952 0.032 0.000 0.000 0.016
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.4299     0.7089 0.608 0.004 0.000 0.000 0.388
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     2  0.3495     0.7602 0.000 0.812 0.160 0.028 0.000
#> EE4F9349-F750-4471-BFE7-7230784569E1     4  0.3257     0.7311 0.124 0.028 0.000 0.844 0.004
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.5687     0.4888 0.000 0.020 0.348 0.580 0.052
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.2338     0.8103 0.884 0.004 0.000 0.000 0.112
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.4288     0.7122 0.612 0.004 0.000 0.000 0.384
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     5  0.2573     0.5573 0.016 0.104 0.000 0.000 0.880
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.2423     0.8039 0.000 0.024 0.080 0.896 0.000
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.2006     0.8055 0.000 0.012 0.072 0.916 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.3359     0.7826 0.000 0.072 0.084 0.844 0.000
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.4627     0.2650 0.000 0.012 0.444 0.544 0.000
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#> 07463FB6-787C-4FAC-8954-C694EEF27F69     4  0.0798     0.7910 0.000 0.008 0.000 0.976 0.016
#> 53BA607F-7939-40D9-BEFA-DC4ABDC7630B     4  0.3961     0.5580 0.000 0.016 0.000 0.736 0.248
#> BE6A3670-34C4-4FD3-9794-C5B3254D9224     5  0.5394     0.3675 0.000 0.060 0.000 0.400 0.540
#> 4A4E96B0-5AC6-4B7D-AB1C-F814C338589C     4  0.0324     0.7974 0.000 0.004 0.000 0.992 0.004
#> F486AD48-51EA-4C65-8203-DCE72B6C2148     3  0.5613     0.3588 0.000 0.000 0.604 0.108 0.288
#> A280A4AF-0687-40CA-8804-C6173B33E732     1  0.4341     0.6942 0.592 0.004 0.000 0.000 0.404
#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     2  0.0794     0.8182 0.000 0.972 0.000 0.028 0.000
#> 0E66EFB0-712B-4A52-8F75-A37F030CABEF     1  0.3521     0.7885 0.764 0.004 0.000 0.000 0.232
#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9337 0.000 0.000 1.000 0.000 0.000
#> 0915FD2C-0C30-4437-83BA-DFBDF3CDBC61     2  0.3193     0.7605 0.000 0.840 0.000 0.028 0.132
#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.2522     0.7932 0.000 0.012 0.108 0.880 0.000
#> 2B4FA61A-C1A7-49BD-9438-2865D386EAF2     4  0.5209     0.4091 0.352 0.028 0.000 0.604 0.016
#> 7ACD648E-76FD-4C83-86AA-51F581A0B09C     4  0.5737    -0.1896 0.000 0.084 0.000 0.464 0.452
#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9337 0.000 0.000 1.000 0.000 0.000

show/hide code output

cbind(get_classes(res, k = 6), get_membership(res, k = 6))
#>                                      class entropy silhouette    p1    p2    p3    p4    p5    p6
#> D38D3FD9-7A58-43D0-876C-6235DA833043     2  0.5326     0.3971 0.000 0.500 0.000 0.092 0.404 0.004
#> B5DE434D-6630-4E7E-BA91-6DAC5E2608D3     2  0.2473     0.7294 0.136 0.856 0.000 0.000 0.008 0.000
#> BE71F250-1529-43BD-84F3-3AFE1B42D77D     2  0.3894     0.6372 0.000 0.708 0.000 0.268 0.004 0.020
#> 7E9D6B6D-3276-4240-B5C5-F3F982076358     2  0.3109     0.7545 0.000 0.812 0.004 0.168 0.000 0.016
#> CA366342-0949-4941-8AE6-984BAF032886     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 90188F36-DEF6-4233-B724-4A25F2D52DAA     2  0.2020     0.8128 0.000 0.896 0.000 0.096 0.008 0.000
#> 62BFF895-C5CC-4F59-8348-2026B659FDF5     2  0.3933     0.4748 0.308 0.676 0.000 0.000 0.008 0.008
#> 4F09B010-97EC-4792-BF5A-42E9EF55894D     5  0.5376     0.4142 0.408 0.000 0.000 0.000 0.480 0.112
#> 4EBF33F3-DA34-4866-81E5-F2D50A18D413     3  0.0146     0.9382 0.000 0.000 0.996 0.000 0.000 0.004
#> A235537D-BF50-4796-B01A-FAD83EFDAD25     2  0.1049     0.8279 0.000 0.960 0.000 0.032 0.008 0.000
#> 6CAD21AA-CB33-402E-B64C-685F576B7653     1  0.2121     0.7705 0.892 0.096 0.000 0.000 0.012 0.000
#> 840B7494-6E8E-4518-874A-0C98EF0CBB72     5  0.3288     0.7307 0.160 0.008 0.000 0.016 0.812 0.004
#> 29D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA     1  0.3595     0.5322 0.704 0.288 0.000 0.000 0.008 0.000
#> C1CCE12B-8892-49AB-8DF2-E5E280DEAE32     2  0.0363     0.8242 0.000 0.988 0.000 0.012 0.000 0.000
#> EA485E4A-5956-430C-8584-E14D865E3758     4  0.2003     0.8140 0.000 0.000 0.116 0.884 0.000 0.000
#> 8B2B5542-3E54-4643-BB57-0BEFCF89A16B     4  0.3290     0.6072 0.000 0.252 0.000 0.744 0.004 0.000
#> E16AD7E1-29DA-4B8F-8B12-A8A6BBAA9174     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 8B4E465B-0FD5-4154-824B-1E6B2656FD2F     1  0.0603     0.8508 0.980 0.004 0.000 0.000 0.016 0.000
#> 022275BA-F672-49C5-887B-CCF24A20848F     6  0.2003     0.8493 0.000 0.116 0.000 0.000 0.000 0.884
#> 3BCD8BE5-753D-43EF-B830-EA4356620A5C     1  0.1866     0.7864 0.908 0.084 0.000 0.000 0.008 0.000
#> 7999ABCD-7441-4437-AE78-7BF5F7FBBE36     2  0.0935     0.8161 0.000 0.964 0.000 0.004 0.000 0.032
#> 430F00C9-0891-4C92-902C-A65022FE4E1E     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
#> 70203945-80F8-4FA7-8C99-FEBAD3374103     1  0.0458     0.8488 0.984 0.016 0.000 0.000 0.000 0.000
#> B7A23896-4182-48D3-A1D9-92C781BF283F     1  0.0520     0.8466 0.984 0.008 0.000 0.000 0.008 0.000
#> 6D48B494-BA7C-4047-8402-4F26DDD3C2FB     4  0.1141     0.8682 0.000 0.000 0.052 0.948 0.000 0.000
#> 2CB84056-3B7C-4E12-9403-596B76CCF96B     2  0.2056     0.8175 0.000 0.904 0.000 0.080 0.012 0.004
#> 3C612089-3AF3-4999-9F46-3EF083AFF90D     4  0.1663     0.8402 0.000 0.000 0.088 0.912 0.000 0.000
#> FCD3124F-0F41-448E-B2B9-D9934D4EC1A7     1  0.0713     0.8465 0.972 0.000 0.000 0.000 0.028 0.000
#> 1AF629F5-3C10-43F2-B507-E330D4BAA9AD     4  0.1610     0.8512 0.000 0.000 0.000 0.916 0.000 0.084
#> A3153235-3128-40AC-9371-AFA1F61E3E59     4  0.3982     0.2580 0.000 0.000 0.000 0.536 0.460 0.004
#> CE7A3262-C48A-43BF-941C-9D2482B9CACD     1  0.0547     0.8492 0.980 0.000 0.000 0.000 0.020 0.000
#> 7C6AF8DD-EFA4-4AD7-8AAC-918D686D78BA     3  0.3702     0.7026 0.164 0.044 0.784 0.000 0.008 0.000
#> 113D7756-712E-4EB4-9993-BBAF3C41AFEF     1  0.0622     0.8506 0.980 0.008 0.000 0.000 0.012 0.000
#> E6090BC6-D29D-4401-990A-251930CC6853     4  0.0146     0.8930 0.000 0.000 0.004 0.996 0.000 0.000
#> 4A54E284-9902-4E4C-A5BC-1BF144106EA3     1  0.0713     0.8462 0.972 0.000 0.000 0.000 0.028 0.000
#> 28B7B2FC-8270-42E3-95ED-4CC4F0979EE9     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 745233F1-DF41-4DDA-9146-1666DD59355E     2  0.3852     0.4517 0.000 0.612 0.000 0.384 0.004 0.000
#> B614FC9C-BFE0-4C15-BB5E-DAF4FA9D11D5     1  0.4217     0.1312 0.524 0.464 0.000 0.000 0.008 0.004
#> 743F5644-F650-437A-B4AE-4972F88606D8     6  0.4242     0.1085 0.000 0.016 0.000 0.448 0.000 0.536
#> 19EBA5E0-D299-4166-834A-256294572121     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 47757643-A7B2-4782-8DAF-AE56BE8777D2     3  0.3810     0.2493 0.000 0.000 0.572 0.428 0.000 0.000
#> A84E45CA-971F-45D8-B7C7-E3562F2B51F3     5  0.1477     0.6588 0.000 0.008 0.000 0.048 0.940 0.004
#> C6A16A8F-0AB7-42E9-A068-15EECF2912D3     5  0.1588     0.6488 0.000 0.000 0.000 0.072 0.924 0.004
#> A07BA2E1-CCA0-4231-A391-B13383A2BCB9     5  0.4015     0.5578 0.372 0.000 0.000 0.000 0.616 0.012
#> 3A29E7E3-412D-45CB-98A8-CE39EAC4233A     1  0.1737     0.8397 0.932 0.020 0.000 0.000 0.040 0.008
#> D26C6966-AF3E-4BEB-9A0B-732AF94D7756     6  0.1053     0.8808 0.000 0.004 0.020 0.012 0.000 0.964
#> EE4F9349-F750-4471-BFE7-7230784569E1     5  0.3615     0.3976 0.000 0.000 0.000 0.292 0.700 0.008
#> 6D239281-7408-49EF-9B9B-F11EAC959F1C     4  0.0603     0.8894 0.000 0.004 0.016 0.980 0.000 0.000
#> 30D8578D-0B48-4D03-9E39-6425494ECD5C     1  0.1007     0.8376 0.956 0.000 0.000 0.000 0.044 0.000
#> 9BB56866-4E99-4E8A-A63F-2D4801558F14     1  0.0725     0.8510 0.976 0.012 0.000 0.000 0.012 0.000
#> 034EEEB2-4BB6-4C72-A63A-C2012C43B4D7     2  0.4228     0.6043 0.168 0.752 0.004 0.000 0.008 0.068
#> 0093DCB6-A7C8-4841-8383-0671A71DDA71     4  0.0363     0.8916 0.000 0.000 0.000 0.988 0.000 0.012
#> D35E148D-0537-4186-8B19-17915782AF18     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> CBE04BB7-A357-484D-BFDB-2CAEEC629123     4  0.0937     0.8801 0.000 0.000 0.000 0.960 0.000 0.040
#> 7DC6D598-8506-4680-81DF-C1D0F1B5C27D     4  0.0547     0.8872 0.000 0.000 0.020 0.980 0.000 0.000
#> DD028798-C4CB-43A8-81D7-711E015E23B5     2  0.1777     0.8264 0.000 0.932 0.000 0.032 0.012 0.024
#> DEACC29A-6DEF-4728-AFEB-15D7BDA850CA     6  0.0363     0.8827 0.000 0.000 0.000 0.012 0.000 0.988
#> 21D48ADE-2798-4380-999A-9485A70E7D2A     4  0.0520     0.8896 0.000 0.008 0.008 0.984 0.000 0.000
#> 2DAB6792-F9AF-4565-BDD5-C9802F3132F4     1  0.0405     0.8475 0.988 0.008 0.000 0.000 0.004 0.000
#> 47E7CB22-BC33-4D50-AF1B-5134C350B9D4     1  0.0725     0.8445 0.976 0.012 0.000 0.000 0.012 0.000
#> 332283CB-F855-4493-A259-7852FD37B9DC     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 060C8F0B-DAB8-43DB-80C9-3404AFCC0B7D     6  0.0363     0.8827 0.000 0.000 0.000 0.012 0.000 0.988
#> 1AF24109-5FE4-4868-ADB9-5DFDB57BCA0F     4  0.1296     0.8729 0.000 0.032 0.000 0.952 0.012 0.004
#> 5547236E-885B-4CE8-B733-9D2E2D60941C     2  0.1074     0.8221 0.000 0.960 0.028 0.012 0.000 0.000
#> 0F797735-CCCA-4BEA-BB94-C524E7D0A875     6  0.0777     0.8887 0.000 0.024 0.000 0.004 0.000 0.972
#> A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66     4  0.4570     0.6336 0.000 0.152 0.000 0.700 0.000 0.148
#> 09E07A63-5FD2-4E4F-9FD5-2BB204302232     4  0.0508     0.8910 0.000 0.000 0.004 0.984 0.000 0.012
#> 6F4F72B3-E2B1-48DD-B9F4-C03AFCE79566     6  0.1957     0.8513 0.000 0.112 0.000 0.000 0.000 0.888
#> 6E2BE9AA-5DB6-45A4-80E0-C20F074C6CE6     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
#> 61D1FD4D-F0FF-4D89-B26F-C1102685ED9D     1  0.2562     0.7088 0.828 0.000 0.000 0.000 0.172 0.000
#> 8ACC0F29-A39E-4C1C-A04C-ED6E5FA80C24     5  0.0777     0.7036 0.024 0.000 0.000 0.000 0.972 0.004
#> 4992152D-1D3D-4156-9D80-1B6810AAE78F     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 3B7F80E6-74A7-4DA1-AC4B-C260B6BE880A     1  0.0622     0.8507 0.980 0.012 0.000 0.000 0.008 0.000
#> B4030747-7C26-4B9B-A5CB-E1F56D9B1281     2  0.1471     0.8247 0.000 0.932 0.000 0.064 0.004 0.000
#> C14BEAAE-A766-4ADE-A9B4-674D8717591F     5  0.3854     0.3750 0.464 0.000 0.000 0.000 0.536 0.000
#> 111625A4-390B-4D8C-BF80-020062CE9D89     4  0.0363     0.8913 0.000 0.000 0.012 0.988 0.000 0.000
#> A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9     1  0.2823     0.6585 0.796 0.000 0.000 0.000 0.204 0.000
#> 5B9D33F5-1B4F-4C06-A73A-CC723C1EF409     6  0.0458     0.8883 0.000 0.016 0.000 0.000 0.000 0.984
#> 8C319F60-2CC3-4A55-8320-84F1DF1F706E     6  0.0622     0.8883 0.000 0.012 0.000 0.008 0.000 0.980
#> E00A399D-E6C3-439D-8E70-A7AD5DF5F5E2     6  0.3594     0.6161 0.204 0.008 0.000 0.000 0.020 0.768
#> 800E78BA-08BE-463B-ABBA-45255B48362B     4  0.4407     0.5331 0.000 0.020 0.016 0.648 0.316 0.000
#> CC9815B3-88D0-4376-B96F-B979E1FBD0C7     1  0.1444     0.8181 0.928 0.000 0.000 0.000 0.072 0.000
#> 27875588-7C41-49BB-A4C0-A66D72A12499     3  0.5659    -0.1006 0.416 0.000 0.448 0.000 0.132 0.004
#> 7AE107A7-8EA7-4920-A579-2337C007920D     4  0.3549     0.7108 0.000 0.028 0.000 0.776 0.004 0.192
#> ED6F62A6-64A8-4919-B32C-8D3D86A0F9FF     3  0.5914    -0.1338 0.000 0.208 0.412 0.000 0.000 0.380
#> 7FB45FBA-A0DE-4A56-8D24-C6ED09998EC3     2  0.5222     0.3839 0.000 0.572 0.000 0.068 0.016 0.344
#> D65697C7-2DA7-43BA-ABE2-50CB08B0D126     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
#> 98D004A9-E3F0-448E-BFE2-359F25DF356C     5  0.0653     0.6937 0.012 0.004 0.000 0.000 0.980 0.004
#> 75D49AA7-FBAD-4469-98FB-BFBB133553F2     6  0.1075     0.8828 0.000 0.048 0.000 0.000 0.000 0.952
#> 46C5EF69-5EAF-4FBA-BE47-28A8E7F3D9A2     6  0.0363     0.8876 0.000 0.012 0.000 0.000 0.000 0.988
#> B4CD2F4A-9379-44D2-A2F4-3C8CCC1FD44F     6  0.3529     0.7660 0.000 0.008 0.000 0.152 0.040 0.800
#> 706B5E97-06B6-4401-9934-7CF12FF7F816     6  0.1700     0.8722 0.004 0.080 0.000 0.000 0.000 0.916
#> 3AD94D09-83F9-4E15-946F-1123E468F582     2  0.1485     0.8241 0.000 0.944 0.000 0.024 0.004 0.028
#> 6C8488D3-6826-4156-9BD9-A12D8F35B72B     3  0.2562     0.7513 0.000 0.172 0.828 0.000 0.000 0.000
#> 242A2775-52C6-4B3C-9317-A27C32C92A6E     5  0.5307     0.3673 0.108 0.000 0.000 0.000 0.512 0.380
#> 9CC5EB30-A8C2-4FDF-8074-467AA98ED1CA     4  0.0547     0.8872 0.000 0.000 0.020 0.980 0.000 0.000
#> C4C1F171-9B72-4527-9C03-39C2C00A5B6C     5  0.0653     0.6937 0.012 0.004 0.000 0.000 0.980 0.004
#> 9ECB653A-A04F-457C-92FC-D13424511A47     2  0.0508     0.8168 0.004 0.984 0.000 0.000 0.000 0.012
#> 443B59BB-0BFD-459A-896E-FA07AA6C3A45     1  0.0725     0.8445 0.976 0.012 0.000 0.000 0.012 0.000
#> F99D2B23-A7C3-4115-AA68-17AE6914AC2A     2  0.2390     0.8155 0.000 0.896 0.000 0.044 0.008 0.052
#> 15824B66-5519-459A-B0C2-6EABAEEC2D8A     2  0.4718     0.4315 0.016 0.560 0.000 0.016 0.404 0.004
#> 228C2042-804C-47FA-B565-1993E1015D40     1  0.0717     0.8508 0.976 0.008 0.000 0.000 0.016 0.000
#> F42071CA-8794-4C79-8B02-8D48C70E8BA1     1  0.0260     0.8488 0.992 0.008 0.000 0.000 0.000 0.000
#> 194676E1-632C-4B99-A9C8-80E36DD6C85E     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> AB522ACF-5D84-41B0-9671-CE2511EBD94F     2  0.2489     0.7938 0.000 0.860 0.000 0.128 0.012 0.000
#> 0108A1FA-9CBF-4CF6-8981-7FB39C39B335     2  0.2266     0.7742 0.000 0.880 0.000 0.012 0.000 0.108
#> E775874C-4CE0-4D23-8CF0-7A3D72A84DD9     6  0.0790     0.8875 0.000 0.032 0.000 0.000 0.000 0.968
#> 2FA21196-17B0-4D16-BCA7-7E405CA2C1C5     2  0.2051     0.8093 0.000 0.896 0.004 0.096 0.004 0.000
#> D5789BD0-2379-4E96-875F-0C72ED09B96D     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
#> 97A8E2B1-059B-4527-8FB4-116F718FFD16     1  0.0806     0.8491 0.972 0.008 0.000 0.000 0.020 0.000
#> 1B940F72-3C90-43C4-9267-185F21D10AC9     5  0.3515     0.6285 0.324 0.000 0.000 0.000 0.676 0.000
#> 37A8E941-F86F-449A-86E4-833AC349111F     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> F2FCC449-3487-474C-82A6-8F2ED71E41BC     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
#> 5307FA7F-DFE5-42BC-BFC7-826AACAAE799     1  0.0603     0.8502 0.980 0.004 0.000 0.000 0.016 0.000
#> BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C     1  0.3647     0.2801 0.640 0.000 0.000 0.000 0.360 0.000
#> 33233781-A799-4610-86FC-C836713D31AA     1  0.4589    -0.0858 0.504 0.036 0.000 0.000 0.460 0.000
#> E9D4A83F-EADA-4330-911A-8F02393E0BA3     2  0.1138     0.8217 0.000 0.960 0.000 0.012 0.004 0.024
#> B71EF25E-7DDB-42DA-84A5-920A90E85512     3  0.0146     0.9398 0.000 0.000 0.996 0.004 0.000 0.000
#> 87F9E756-60BB-435B-9A2D-211E89C182D9     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
#> EED16435-CBED-4143-B5BA-C5C7C8510C3A     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> 1B1E827B-A98A-465E-AC6F-448C076E829D     1  0.2243     0.7722 0.880 0.112 0.000 0.000 0.004 0.004
#> 385ECC71-2BF4-4E14-B2CC-8423E79BDEBE     2  0.3470     0.6017 0.248 0.740 0.000 0.000 0.012 0.000
#> ED604501-C110-4693-820B-DE9FB648FEAA     1  0.1563     0.8215 0.932 0.056 0.000 0.000 0.012 0.000
#> AAD8D181-FDC2-4722-B5CD-45344E0905E0     2  0.2420     0.8215 0.000 0.892 0.000 0.068 0.008 0.032
#> 113340B4-B092-4B8C-8A13-5932525B0C33     5  0.0777     0.7017 0.024 0.000 0.000 0.000 0.972 0.004
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#> D2CDDB70-B27F-4D0A-A089-D92EEF1B75F8     4  0.0146     0.8930 0.000 0.000 0.004 0.996 0.000 0.000
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#> D837BDD1-8786-4548-8D5F-8506AECF2006     4  0.2048     0.8217 0.000 0.000 0.000 0.880 0.000 0.120
#> D06FFD0C-80D4-413D-9C83-62D9C163EDAB     1  0.0458     0.8502 0.984 0.000 0.000 0.000 0.016 0.000
#> C543A527-3E25-4389-9722-E9325C733243     2  0.0820     0.8235 0.000 0.972 0.000 0.016 0.000 0.012
#> B9E0623C-E3AC-4B2B-983E-C2246AD0DB00     4  0.1010     0.8812 0.000 0.000 0.004 0.960 0.000 0.036
#> 31D3488A-212B-4818-8F09-EBF1E8B135AD     2  0.0291     0.8186 0.004 0.992 0.000 0.000 0.004 0.000
#> EC795554-AF2E-4EEF-B8A4-05549BFA1CC6     5  0.0858     0.7044 0.028 0.004 0.000 0.000 0.968 0.000
#> 896B5096-D888-4DC3-9C70-152BDE083E26     2  0.0508     0.8189 0.000 0.984 0.000 0.004 0.000 0.012
#> A239061B-989B-4F2F-BAAC-13BADFDBAC11     6  0.0632     0.8872 0.000 0.024 0.000 0.000 0.000 0.976
#> 6F0A1EAE-1DBE-4C19-BC3A-DB41CE9C56DA     4  0.0000     0.8935 0.000 0.000 0.000 1.000 0.000 0.000
#> FBB4DAFD-11F1-498F-95C5-73D8B735465B     1  0.0622     0.8505 0.980 0.008 0.000 0.000 0.012 0.000
#> E9FC1686-028B-476C-B51B-4956213D874B     1  0.0260     0.8488 0.992 0.008 0.000 0.000 0.000 0.000
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#> B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1     2  0.4463     0.1709 0.000 0.508 0.000 0.468 0.020 0.004
#> B9535625-504A-4FCD-B341-2985AE72508A     1  0.0458     0.8502 0.984 0.000 0.000 0.000 0.016 0.000
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#> 635170D3-D669-4165-B69C-9C9A246BFF11     6  0.1007     0.8838 0.000 0.044 0.000 0.000 0.000 0.956
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#> 152AC0F4-B49F-49AE-BF76-45C70CA3FF7F     6  0.0146     0.8846 0.000 0.000 0.000 0.004 0.000 0.996
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#> 093A32DA-49D0-4F4C-9000-4F47B4700F4E     3  0.0000     0.9403 0.000 0.000 1.000 0.000 0.000 0.000
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#> 293E6D35-8392-4C44-BC18-F917989516B0     4  0.0260     0.8926 0.000 0.000 0.000 0.992 0.000 0.008
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#> 8AACDB46-9BB3-42BA-871D-7A593F14430A     3  0.0000     0.9403 0.000 0.000 1.000 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)

plot of chunk tab-ATC-NMF-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-ATC-NMF-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-ATC-NMF-consensus-heatmap-3

consensus_heatmap(res, k = 5)

plot of chunk tab-ATC-NMF-consensus-heatmap-4

consensus_heatmap(res, k = 6)

plot of chunk tab-ATC-NMF-consensus-heatmap-5

Heatmaps for the membership of samples in all partitions to see how consistent they are:

membership_heatmap(res, k = 2)

plot of chunk tab-ATC-NMF-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-ATC-NMF-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-ATC-NMF-membership-heatmap-3

membership_heatmap(res, k = 5)

plot of chunk tab-ATC-NMF-membership-heatmap-4

membership_heatmap(res, k = 6)

plot of chunk tab-ATC-NMF-membership-heatmap-5

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)

plot of chunk tab-ATC-NMF-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-ATC-NMF-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-ATC-NMF-get-signatures-3

get_signatures(res, k = 5)

plot of chunk tab-ATC-NMF-get-signatures-4

get_signatures(res, k = 6)

plot of chunk tab-ATC-NMF-get-signatures-5

Signature heatmaps where rows are not scaled:

get_signatures(res, k = 2, scale_rows = FALSE)

plot of chunk tab-ATC-NMF-get-signatures-no-scale-1

get_signatures(res, k = 3, scale_rows = FALSE)

plot of chunk tab-ATC-NMF-get-signatures-no-scale-2

get_signatures(res, k = 4, scale_rows = FALSE)

plot of chunk tab-ATC-NMF-get-signatures-no-scale-3

get_signatures(res, k = 5, scale_rows = FALSE)

plot of chunk tab-ATC-NMF-get-signatures-no-scale-4

get_signatures(res, k = 6, scale_rows = FALSE)

plot of chunk tab-ATC-NMF-get-signatures-no-scale-5

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk ATC-NMF-signature_compare

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:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. 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")

plot of chunk tab-ATC-NMF-dimension-reduction-1

dimension_reduction(res, k = 3, method = "UMAP")

plot of chunk tab-ATC-NMF-dimension-reduction-2

dimension_reduction(res, k = 4, method = "UMAP")

plot of chunk tab-ATC-NMF-dimension-reduction-3

dimension_reduction(res, k = 5, method = "UMAP")

plot of chunk tab-ATC-NMF-dimension-reduction-4

dimension_reduction(res, k = 6, method = "UMAP")

plot of chunk tab-ATC-NMF-dimension-reduction-5

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk ATC-NMF-collect-classes

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.

Session info

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